From d80006c9500c86e46e2aeebdf4704fbb01a4745a Mon Sep 17 00:00:00 2001 From: pranavguru Date: Wed, 5 Aug 2026 13:05:42 -0700 Subject: [PATCH 01/11] MultiNet v2.0 R1 changes to the website - v2.0/R1 page + overall nav changes throughout site --- index.html | 1074 ++-------------- static/css/mn-shared.css | 666 ++++++++++ static/data/v2_r1_results.json | 464 +++++++ static/images/logos/README.md | 9 + static/images/logos/claude.svg | 1 + static/images/logos/kimi.svg | 1 + static/images/logos/qwen.svg | 1 + static/images/r1/difficulty_scope_curve.png | Bin 0 -> 392799 bytes .../images/r1/failure_taxonomy_by_model.png | Bin 0 -> 180920 bytes static/images/r1/phase_h_maze_type_matrix.png | Bin 0 -> 308332 bytes static/images/r1/progress_grid_actions.png | Bin 0 -> 201977 bytes static/images/r1/progress_vs_bfsmin.png | Bin 0 -> 261428 bytes .../r1/r1_M1_14x14_corridor_kr_1_minigrid.gif | Bin 0 -> 475116 bytes .../r1/r1_M5_10x10_dense_kr_kb_1_minigrid.gif | Bin 0 -> 334675 bytes static/images/r1/tokens_per_new_tile.png | Bin 0 -> 91816 bytes static/js/mn-shell.js | 305 +++++ static/js/v2_r1_headline_chart.js | 147 +++ static/js/v2_r1_results_table.js | 89 ++ static/pages/Multinet.html | 948 ++------------ static/pages/Multinetv01.html | 1095 ++-------------- static/pages/Multinetv02.html | 1100 ++-------------- static/pages/Multinetv1.html | 1100 ++-------------- static/pages/Multinetv2R1.html | 1111 +++++++++++++++++ .../r1_B1_8x8_corridor_swg_0__claude_FAIL.mp4 | Bin 0 -> 198735 bytes ...g_ky_kr_inactive_sb_sg_kb_0__kimi_FAIL.mp4 | Bin 0 -> 81775 bytes .../r1_M1_10x10_corridor_kr_1__qwen_FAIL.mp4 | Bin 0 -> 81105 bytes ...1_M3_8x8_corridor_kr_sg_1__claude_FAIL.mp4 | Bin 0 -> 122909 bytes .../r1_M3_8x8_corridor_kr_sg_1__kimi_FAIL.mp4 | Bin 0 -> 155625 bytes .../r1_M5_10x10_dense_kr_kb_1__qwen_FAIL.mp4 | Bin 0 -> 91301 bytes 29 files changed, 3252 insertions(+), 4859 deletions(-) create mode 100644 static/css/mn-shared.css create mode 100644 static/data/v2_r1_results.json create mode 100644 static/images/logos/README.md create mode 100644 static/images/logos/claude.svg create mode 100644 static/images/logos/kimi.svg create mode 100644 static/images/logos/qwen.svg create mode 100644 static/images/r1/difficulty_scope_curve.png create mode 100644 static/images/r1/failure_taxonomy_by_model.png create mode 100644 static/images/r1/phase_h_maze_type_matrix.png create mode 100644 static/images/r1/progress_grid_actions.png create mode 100644 static/images/r1/progress_vs_bfsmin.png create mode 100644 static/images/r1/r1_M1_14x14_corridor_kr_1_minigrid.gif create mode 100644 static/images/r1/r1_M5_10x10_dense_kr_kb_1_minigrid.gif create mode 100644 static/images/r1/tokens_per_new_tile.png create mode 100644 static/js/mn-shell.js create mode 100644 static/js/v2_r1_headline_chart.js create mode 100644 static/js/v2_r1_results_table.js create mode 100644 static/pages/Multinetv2R1.html create mode 100644 static/videos/r1_reels/r1_B1_8x8_corridor_swg_0__claude_FAIL.mp4 create mode 100644 static/videos/r1_reels/r1_D2_10x10_corridor_wrong_ky_kr_inactive_sb_sg_kb_0__kimi_FAIL.mp4 create mode 100644 static/videos/r1_reels/r1_M1_10x10_corridor_kr_1__qwen_FAIL.mp4 create mode 100644 static/videos/r1_reels/r1_M3_8x8_corridor_kr_sg_1__claude_FAIL.mp4 create mode 100644 static/videos/r1_reels/r1_M3_8x8_corridor_kr_sg_1__kimi_FAIL.mp4 create mode 100644 static/videos/r1_reels/r1_M5_10x10_dense_kr_kb_1__qwen_FAIL.mp4 diff --git a/index.html b/index.html index 717bc16..f0bfad4 100644 --- a/index.html +++ b/index.html @@ -58,6 +58,7 @@ + @@ -68,385 +69,107 @@ - - - - - -
- - + +
-
- -

- Interested in evaluating your model? Follow the submission instructions here! -

-
+
@@ -2293,331 +1729,6 @@

Citation

- + diff --git a/static/css/mn-shared.css b/static/css/mn-shared.css new file mode 100644 index 0000000..021eb3f --- /dev/null +++ b/static/css/mn-shared.css @@ -0,0 +1,666 @@ +/* ============================================================ + MultiNet - shared site chrome + Sidebar navigation, mobile nav + overlay, CTA banner, and the + responsive rules belonging to that chrome. + + Single source of truth for the shell that appears on every + page. Page-specific styles stay inline in each page's own + - - - - - -
- - + +
-
-
- -

- Interested in evaluating your model? Follow the submission instructions here! -

-
+
@@ -1520,252 +999,6 @@

Citation

- + diff --git a/static/pages/Multinetv01.html b/static/pages/Multinetv01.html index ccd93ce..fb2af91 100644 --- a/static/pages/Multinetv01.html +++ b/static/pages/Multinetv01.html @@ -34,6 +34,7 @@ + @@ -44,483 +45,143 @@ - - - - - -
- - - -
+
-
- -

- Interested in evaluating your model? Follow the submission instructions here! -

-
+
@@ -1422,363 +867,7 @@

Citation

- + diff --git a/static/pages/Multinetv02.html b/static/pages/Multinetv02.html index 06ff2ab..cc57a6d 100644 --- a/static/pages/Multinetv02.html +++ b/static/pages/Multinetv02.html @@ -34,6 +34,7 @@ + @@ -274,483 +275,143 @@ } /* Side Navigation Bar Styles */ - body { - margin: 0; - font-family: "Google Sans", "Noto Sans", "Castoro", sans-serif; /* Match existing fonts */ - } + - .side-navigation { - height: 100%; - width: 280px; /* Expanded width */ - position: fixed; - z-index: 1000; /* Ensure it's on top */ - top: 0; - left: 0; - background-color: #f8f9fa; /* Light grey background */ - overflow-x: hidden; - transition: width 0.4s cubic-bezier(0.25, 0.8, 0.25, 1); /* Smoother transition */ - padding-top: 0; /* Adjusted for logo container */ - box-shadow: 3px 0 6px rgba(0,0,0,0.1); - display: flex; - flex-direction: column; - } + - .side-navigation.collapsed { - width: 70px; /* Collapsed width - showing icons */ - overflow-y: visible; /* Allow flyouts to show */ - } + - .side-navigation.collapsed .nav-text, - .side-navigation.collapsed .dropdown-arrow { - display: none; - opacity: 0; - } - .side-navigation .logo-container { - display: flex; - align-items: center; - justify-content: space-between; /* Pushes toggle to the right */ - padding: 15px 20px; - background-color: #e9ecef; /* Slightly different bg for header */ - min-height: 60px; /* Consistent height */ - box-sizing: border-box; - } - .side-navigation.collapsed .logo-container { - padding: 15px; - justify-content: center; /* Center icon when collapsed */ - } - - .side-navigation .site-title-logo { - font-size: 1.4rem; - font-weight: 600; - color: #005A9C; /* Theme color */ - text-decoration: none; - display: flex; - align-items: center; - } - .side-navigation.collapsed .site-title-logo { - display: none; - } + + - .nav-toggle-btn { - font-size: 22px; - color: #363636; - cursor: pointer; - background: none; - border: none; - padding: 5px; - } + + + - .nav-toggle-btn:hover { - color: #005A9C; /* Theme color */ - } + - .side-navigation-menu { - flex-grow: 1; - overflow-y: auto; /* Allow scrolling for menu items if they exceed height */ - padding-top: 10px; - } - .side-navigation.collapsed .side-navigation-menu { - overflow-y: visible; /* Needed for flyouts in collapsed mode */ - } + + + - .side-navigation .nav-item, - .side-navigation .nav-link { - padding: 12px 20px; /* Slightly reduced padding for more items */ - text-decoration: none; - font-size: 0.95rem; /* Slightly reduced font size */ - color: #363636; - display: flex; - align-items: center; - transition: background-color 0.3s cubic-bezier(0.25, 0.8, 0.25, 1), color 0.3s cubic-bezier(0.25, 0.8, 0.25, 1), transform 0.2s ease-out; - white-space: nowrap; - position: relative; - } + /* For dropdown toggles specifically if they are tags */ - .side-navigation .dropdown-toggle { - padding: 12px 20px; - text-decoration: none; - font-size: 0.95rem; - color: #363636; - display: flex; - align-items: center; - width: 100%; - box-sizing: border-box; - transition: background-color 0.3s, color 0.3s; - white-space: nowrap; - justify-content: space-between; /* Ensure arrow is on the right */ - } - - - .side-navigation .nav-item:hover, - .side-navigation .nav-link:hover, - .side-navigation .dropdown-toggle:hover { - background-color: #e9ecef; - color: #005A9C; - /* transform: translateX(4px); */ /* Removing nudge for dropdown items for now */ - } - .side-navigation .nav-item > .nav-link:hover { /* Apply nudge only to direct nav-links */ - transform: translateX(4px); - } - - .side-navigation .nav-item:hover .icon i, - .side-navigation .nav-link:hover .icon i, - .side-navigation .dropdown-toggle:hover .icon i { - transform: scale(1.1); - } - .side-navigation .nav-item.active, - .side-navigation .nav-link.active, - .side-navigation .nav-item.has-dropdown.open > .dropdown-toggle { /* Style for open dropdown toggle */ - background-color: #005A9C; - color: white; - } - .side-navigation .nav-item.active .icon, - .side-navigation .nav-link.active .icon, - .side-navigation .nav-item.has-dropdown.open > .dropdown-toggle .icon, - .side-navigation .nav-item.has-dropdown.open > .dropdown-toggle .dropdown-arrow { - color: white; - } + + + + - .side-navigation .nav-item .icon, - .side-navigation .nav-link .icon, - .side-navigation .dropdown-toggle .icon { - margin-right: 16px; - min-width: 24px; - text-align: center; - font-size: 1rem; /* Unified icon size */ - transition: margin-right 0.4s cubic-bezier(0.25, 0.8, 0.25, 1), transform 0.2s ease-out; - } + + - .side-navigation.collapsed .nav-item .icon, - .side-navigation.collapsed .nav-link .icon, - .side-navigation.collapsed .dropdown-toggle .icon { - margin-right: 0; - } - .side-navigation .nav-item .icon i, - .side-navigation .nav-link .icon i, - .side-navigation .dropdown-toggle .icon i { - display: inline-block; - transition: transform 0.2s ease-out; - } - .side-navigation.collapsed .nav-text { - opacity: 0; - transform: translateX(-10px); - } - .side-navigation .nav-text { - transition: opacity 0.3s cubic-bezier(0.25, 0.8, 0.25, 1) 0.1s, transform 0.3s cubic-bezier(0.25, 0.8, 0.25, 1) 0.1s; - opacity: 1; - transform: translateX(0); - flex-grow: 1; /* Allow text to take remaining space */ - } + + + - .dropdown-arrow { - margin-left: auto; /* Pushes arrow to the far right if text doesn't fill */ - padding-left: 10px; /* Space between text and arrow */ - font-size: 0.8rem; - transition: transform 0.3s ease; - } - .side-navigation.collapsed .dropdown-arrow { - display: none; - } - .nav-item.has-dropdown.open > .dropdown-toggle .dropdown-arrow .fas.fa-chevron-down, - .nav-item.has-dropdown.open > .dropdown-toggle .dropdown-arrow .fas.fa-chevron-right { - transform: rotate(180deg); - } - .nav-item.has-dropdown .dropdown-toggle .dropdown-arrow .fas.fa-chevron-right.rotated { - transform: rotate(90deg); /* For level 2 when open */ - } + + + + + + - .dropdown-menu-items { - max-height: 0; - overflow: hidden; - transition: max-height 0.35s ease-out, padding 0.35s ease-out, background-color 0.3s; - background-color: #f0f2f5; - list-style-type: none; - padding-left: 0; - margin-left: 0; - } - .nav-item.has-dropdown.open > .dropdown-menu-items { - /* max-height will be set by JS for accordion, but overridden for flyout */ - padding-top: 5px; - padding-bottom: 5px; - /* For non-flyout (accordion style), overflow should be conditionally hidden or managed by JS */ - } + + /* New styles for non-collapsed flyout - Level 1 */ - .side-navigation:not(.collapsed) .nav-item.has-dropdown.open > .dropdown-menu-items.level-1 { - position: absolute; - left: 0; /* Align with parent's left edge */ - top: 100%; /* Position below the parent item */ - width: max-content; /* Allow content to define width */ - min-width: 100%; /* Ensure it's at least as wide as the parent button */ - background-color: #f8f9fa; /* Match collapsed flyout background */ - box-shadow: 0 3px 6px rgba(0,0,0,0.1); /* Add shadow for better visibility */ - border-radius: 0 0 4px 4px; /* Optional: round bottom corners */ - max-height: none !important; /* Override JS-set max-height */ - overflow: visible !important; /* Ensure content is not clipped */ - z-index: 1000; /* Ensure it's above other elements */ - margin-left: 0; /* Override any inherited margin */ - padding-left: 0; /* Reset padding for the main flyout container */ - } + /* Adjust padding for items directly within the non-collapsed flyout */ - .side-navigation:not(.collapsed) .nav-item.has-dropdown.open > .dropdown-menu-items.level-1 > .dropdown-item, - .side-navigation:not(.collapsed) .nav-item.has-dropdown.open > .dropdown-menu-items.level-1 > .nav-item > .dropdown-toggle { - padding-left: 15px; /* Consistent padding for items inside flyout */ - padding-right: 15px; - } + - .dropdown-menu-items .nav-item, /* For nested .has-dropdown */ - .dropdown-menu-items .sub-item { /* For direct links */ - padding-left: 30px; /* Indent level 1 sub-items */ - font-size: 0.9rem; - color: #4a4a4a; - } + /* Specific style for toggles within dropdowns */ - .dropdown-menu-items .nav-item.has-dropdown > .dropdown-toggle { - padding-left: 30px; - font-size: 0.9rem; - color: #4a4a4a; - } - .dropdown-menu-items .nav-item.has-dropdown > .dropdown-toggle:hover, - .dropdown-menu-items .sub-item:hover { - background-color: #dfe4e8; - color: #005A9C; - } + + /* Level 2 dropdown menu items */ - .dropdown-menu-items.level-2 { - background-color: #e9ecef; /* Slightly different for level 2 */ - } - .dropdown-menu-items.level-2 .sub-item { - padding-left: 45px; /* Further indent level 2 sub-items */ - font-size: 0.85rem; - } - .dropdown-menu-items.level-2 .sub-item:hover { - background-color: #d8dde1; - } - .dropdown-menu-items .nav-item.active, - .dropdown-menu-items .sub-item.active { - background-color: #005A9C; - color: white; - } - .dropdown-menu-items .nav-item.active .icon, - .dropdown-menu-items .sub-item.active .icon { - color: white; - } - + + + + + /* Flyout menu for collapsed state - Level 1 */ - .side-navigation.collapsed .nav-item.has-dropdown:hover > .dropdown-menu-items.level-1 { - display: block; - position: absolute; - left: 70px; - top: 0; /* Align with parent item's top */ - width: max-content; /* Changed from min-width to allow content to define width */ - background-color: #f8f9fa; - box-shadow: 3px 0 6px rgba(0,0,0,0.15); - border-radius: 0 5px 5px 0; - max-height: none; - z-index: 1001; - padding-top: 5px; - padding-bottom: 5px; - overflow: visible; /* Allow content to overflow */ - } + /* Ensure nav-text is visible in flyouts */ - .side-navigation.collapsed .nav-item.has-dropdown:hover > .dropdown-menu-items .nav-text, - .side-navigation.collapsed .nav-item.has-dropdown:hover > .dropdown-menu-items .dropdown-arrow { - display: inline-block; - opacity: 1; - transform: translateX(0); - } - .side-navigation.collapsed .nav-item.has-dropdown:hover > .dropdown-menu-items .icon { - margin-right: 16px; /* Restore icon margin */ - } - + + /* Flyout menu for collapsed state - Level 2 */ - .side-navigation.collapsed .dropdown-menu-items.level-1 .nav-item.has-dropdown:hover > .dropdown-menu-items.level-2 { - display: block; - position: absolute; - left: 100%; /* Position next to its parent flyout item */ - top: 0; /* Align with parent item's top */ - width: max-content; /* Changed from min-width to allow content to define width */ - background-color: #e9ecef; /* Slightly different for level 2 flyout */ - box-shadow: 3px 3px 6px rgba(0,0,0,0.15); - border-radius: 0 5px 5px 0; - max-height: none; - z-index: 1002; /* Above level 1 flyout */ - padding-top: 5px; - padding-bottom: 5px; - overflow: visible; /* Allow content to overflow */ - } - + - #main-page-content { - padding-left: 70px; /* Fixed padding, equivalent to collapsed sidebar width */ - padding-top: 0; - /* transition: padding-left 0.4s cubic-bezier(0.25, 0.8, 0.25, 1); */ /* Removed as padding-left no longer changes */ - background-color: #ffffff; - width: 100%; - box-sizing: border-box; - } + /* Style for main release links in dropdown menu */ - .side-navigation .dropdown-menu-items a.main-release-link { - display: flex !important; /* Ensure flex layout for icon and text */ - align-items: center !important; /* Vertically align icon and text */ - padding: 8px 15px; /* Consistent padding, adjust as needed */ - font-size: 0.9rem; /* Consistent font size with other sub-items */ - color: #4a4a4a; /* Consistent text color */ - text-decoration: none; - } + - .side-navigation .dropdown-menu-items a.main-release-link:hover { - background-color: #dfe4e8; /* Consistent hover background */ - color: #005A9C; /* Consistent hover text color */ - } + - .side-navigation .dropdown-menu-items a.main-release-link > .icon { - margin-right: 10px; /* Space between icon and text */ - min-width: 20px; /* Ensure icon has some space */ - font-size: 0.9rem; /* Match text size */ - } + - .side-navigation .dropdown-menu-items a.main-release-link > .nav-text { - flex-grow: 1; /* Allow text to take remaining space */ - opacity: 1 !important; /* Ensure text is fully visible */ - /* white-space: nowrap; is already on the span element via inline style */ - display: block !important; /* Ensure block behavior and override more specific conflicting rules */ - } + /* Active state for main release links */ - .side-navigation .dropdown-menu-items a.main-release-link.active { - background-color: #005A9C; - color: white; - } - .side-navigation .dropdown-menu-items a.main-release-link.active > .icon { - color: white; - } + + /* Rotate arrow on hover for dropdown items like "Releases" */ - .side-navigation .nav-item.has-dropdown:hover > .dropdown-toggle .dropdown-arrow > i.fa-chevron-right { - transform: rotate(90deg); - transition: transform 0.3s ease; - } + /* Mobile Responsive Styles */ @media screen and (max-width: 768px) { /* Prevent horizontal overflow and ensure full width usage */ - html, body { - overflow-x: hidden; - width: 100%; - max-width: 100%; - } - * { - box-sizing: border-box; - } + + /* Global text overflow prevention */ - h1, h2, h3, h4, h5, h6, p, span, div, a { - word-wrap: break-word; - word-break: break-word; - hyphens: auto; - overflow-wrap: break-word; - } + /* Prevent specific long words from breaking layout */ - .publication-title { - font-size: 1.8rem !important; - line-height: 1.2 !important; - } + /* Hide sidebar by default on mobile, make it overlay when shown */ - .side-navigation { - transform: translateX(-100%); - transition: transform 0.3s ease; - z-index: 1050; - } - .side-navigation:not(.collapsed) { - transform: translateX(0); - } + + /* Adjust main content for mobile */ - #main-page-content { - padding-left: 0; - padding-right: 0; - width: 100%; - max-width: 100vw; - overflow-x: hidden; - } + /* Mobile navigation toggle - make it visible and positioned */ - .mobile-nav-toggle { - display: block !important; - position: fixed; - top: 15px; - left: 15px; - z-index: 1060; - background: rgba(0, 90, 156, 0.9); - color: white; - border: none; - padding: 12px; - border-radius: 8px; - font-size: 18px; - cursor: pointer; - box-shadow: 0 2px 8px rgba(0,0,0,0.2); - } + - body.mobile-nav-open .mobile-nav-toggle { - display: none !important; - } + /* Overlay for mobile sidebar */ - .mobile-overlay { - display: none; - position: fixed; - top: 0; - left: 0; - width: 100%; - height: 100%; - background: rgba(0,0,0,0.5); - z-index: 1040; - } - .mobile-overlay.active { - display: block; - } + + /* Hero section adjustments */ - .hero { - width: 100%; - max-width: 100%; - overflow-x: hidden; - } - .hero .hero-body { - padding: 1.5rem 1rem; - } - .hero .title.is-1 { - font-size: 2rem !important; - line-height: 1.2; - margin-bottom: 1rem; - word-wrap: break-word; - hyphens: auto; - } + + + /* Collaborator logos - stack vertically on mobile */ .collaborator-logos { @@ -828,78 +489,27 @@ } /* CTA Banner adjustments */ - .cta-banner { - padding: 15px 45px 15px 15px !important; /* Extra right padding for close button */ - text-align: left !important; - width: 100%; - max-width: 100%; - overflow: hidden; - box-sizing: border-box; - } - .cta-banner .container { - padding-left: 0 !important; - padding-right: 0 !important; - max-width: 100% !important; - } - .cta-banner p { - font-size: 0.9rem !important; - line-height: 1.4 !important; - margin: 0 !important; - word-wrap: break-word; - hyphens: auto; - padding-right: 0; - } - .cta-banner a { - display: inline-block !important; - margin-top: 8px !important; - margin-left: 0 !important; - word-wrap: break-word; - } - #cta-close-btn { - top: 10px !important; - right: 10px !important; - width: 32px !important; - height: 32px !important; - font-size: 18px !important; - flex-shrink: 0; - } + + + + + /* Section spacing adjustments */ - .section { - padding: 2rem 1rem; - width: 100%; - max-width: 100%; - overflow-x: hidden; - } + /* Container adjustments for mobile */ - .container { - width: 100%; - max-width: 100%; - padding-left: 1rem; - padding-right: 1rem; - margin-left: 0; - margin-right: 0; - } - .container.is-max-desktop { - width: 100%; - max-width: 100%; - padding-left: 1rem; - padding-right: 1rem; - } - .title.is-2 { - font-size: 1.75rem !important; - } - .title.is-3 { - font-size: 1.5rem !important; - } + + + + /* News section mobile optimization */ .news-section { @@ -936,78 +546,41 @@ } /* Contact links mobile optimization */ - .publication-authors p.is-size-5 { - font-size: 0.9rem !important; - } + /* Button and link touch targets */ - .nav-toggle-btn, - .mobile-nav-toggle, - #cta-close-btn { - min-height: 44px; - min-width: 44px; - } + /* Ensure proper spacing for touch */ - .side-navigation .nav-item, - .side-navigation .dropdown-toggle { - padding: 15px 20px; - min-height: 48px; - } + /* Mobile dropdown improvements */ - .side-navigation .nav-item.has-dropdown > .dropdown-toggle { - cursor: pointer; - user-select: none; - -webkit-tap-highlight-color: transparent; - touch-action: manipulation; - } + /* Disable hover CSS effects on mobile for dropdowns */ - .side-navigation .nav-item.has-dropdown:hover > .dropdown-menu-items.level-1 { - display: none !important; - } + /* Only show dropdown when explicitly opened via JS */ - .side-navigation .nav-item.has-dropdown.open > .dropdown-menu-items.level-1 { - display: block !important; - } + /* Make dropdown arrows more touch-friendly */ - .side-navigation .dropdown-arrow { - padding: 8px; - margin-left: 5px; - border-radius: 4px; - } + /* Improve touch targets */ - .side-navigation .nav-item.has-dropdown { - position: relative; - } } /* Extra small mobile devices */ @media screen and (max-width: 480px) { - .hero .title.is-1 { - font-size: 1.75rem !important; - } + .flip-card-anchor { height: 240px !important; max-width: 280px; } - .section { - padding: 1.5rem 0.75rem; - } - .container, - .container.is-max-desktop { - padding-left: 0.75rem; - padding-right: 0.75rem; - width: 100%; - max-width: 100%; - } + + .columns.is-multiline .column.is-half-tablet.is-one-third-desktop { padding-left: 0.5rem; @@ -1015,26 +588,6 @@ } /* Extra small CTA banner adjustments */ - .cta-banner { - padding: 12px 40px 12px 12px !important; - } - - .cta-banner p { - font-size: 0.85rem !important; - line-height: 1.3 !important; - } - - #cta-close-btn { - width: 28px !important; - height: 28px !important; - font-size: 16px !important; - top: 8px !important; - right: 8px !important; - } - - .publication-title { - font-size: 1.6rem !important; - } } .procgen-gif { @@ -1332,127 +885,12 @@ } - - - - - - -
- - + +
-
- -

- Interested in evaluating your model? Follow the submission instructions here! -

-
+
@@ -2184,364 +1622,8 @@

Citation

}); }); -
+ diff --git a/static/pages/Multinetv1.html b/static/pages/Multinetv1.html index 9da6234..a1cd25b 100644 --- a/static/pages/Multinetv1.html +++ b/static/pages/Multinetv1.html @@ -34,6 +34,7 @@ + @@ -349,483 +350,143 @@ } /* Side Navigation Bar Styles */ - body { - margin: 0; - font-family: "Google Sans", "Noto Sans", "Castoro", sans-serif; /* Match existing fonts */ - } + - .side-navigation { - height: 100%; - width: 280px; /* Expanded width */ - position: fixed; - z-index: 1000; /* Ensure it's on top */ - top: 0; - left: 0; - background-color: #f8f9fa; /* Light grey background */ - overflow-x: hidden; - transition: width 0.4s cubic-bezier(0.25, 0.8, 0.25, 1); /* Smoother transition */ - padding-top: 0; /* Adjusted for logo container */ - box-shadow: 3px 0 6px rgba(0,0,0,0.1); - display: flex; - flex-direction: column; - } + - .side-navigation.collapsed { - width: 70px; /* Collapsed width - showing icons */ - overflow-y: visible; /* Allow flyouts to show */ - } + - .side-navigation.collapsed .nav-text, - .side-navigation.collapsed .dropdown-arrow { - display: none; - opacity: 0; - } - .side-navigation .logo-container { - display: flex; - align-items: center; - justify-content: space-between; /* Pushes toggle to the right */ - padding: 15px 20px; - background-color: #e9ecef; /* Slightly different bg for header */ - min-height: 60px; /* Consistent height */ - box-sizing: border-box; - } - .side-navigation.collapsed .logo-container { - padding: 15px; - justify-content: center; /* Center icon when collapsed */ - } - - .side-navigation .site-title-logo { - font-size: 1.4rem; - font-weight: 600; - color: #005A9C; /* Theme color */ - text-decoration: none; - display: flex; - align-items: center; - } - .side-navigation.collapsed .site-title-logo { - display: none; - } + + - .nav-toggle-btn { - font-size: 22px; - color: #363636; - cursor: pointer; - background: none; - border: none; - padding: 5px; - } + + + - .nav-toggle-btn:hover { - color: #005A9C; /* Theme color */ - } + - .side-navigation-menu { - flex-grow: 1; - overflow-y: auto; /* Allow scrolling for menu items if they exceed height */ - padding-top: 10px; - } - .side-navigation.collapsed .side-navigation-menu { - overflow-y: visible; /* Needed for flyouts in collapsed mode */ - } + + + - .side-navigation .nav-item, - .side-navigation .nav-link { - padding: 12px 20px; /* Slightly reduced padding for more items */ - text-decoration: none; - font-size: 0.95rem; /* Slightly reduced font size */ - color: #363636; - display: flex; - align-items: center; - transition: background-color 0.3s cubic-bezier(0.25, 0.8, 0.25, 1), color 0.3s cubic-bezier(0.25, 0.8, 0.25, 1), transform 0.2s ease-out; - white-space: nowrap; - position: relative; - } + /* For dropdown toggles specifically if they are tags */ - .side-navigation .dropdown-toggle { - padding: 12px 20px; - text-decoration: none; - font-size: 0.95rem; - color: #363636; - display: flex; - align-items: center; - width: 100%; - box-sizing: border-box; - transition: background-color 0.3s, color 0.3s; - white-space: nowrap; - justify-content: space-between; /* Ensure arrow is on the right */ - } - - - .side-navigation .nav-item:hover, - .side-navigation .nav-link:hover, - .side-navigation .dropdown-toggle:hover { - background-color: #e9ecef; - color: #005A9C; - /* transform: translateX(4px); */ /* Removing nudge for dropdown items for now */ - } - .side-navigation .nav-item > .nav-link:hover { /* Apply nudge only to direct nav-links */ - transform: translateX(4px); - } - - .side-navigation .nav-item:hover .icon i, - .side-navigation .nav-link:hover .icon i, - .side-navigation .dropdown-toggle:hover .icon i { - transform: scale(1.1); - } - .side-navigation .nav-item.active, - .side-navigation .nav-link.active, - .side-navigation .nav-item.has-dropdown.open > .dropdown-toggle { /* Style for open dropdown toggle */ - background-color: #005A9C; - color: white; - } - .side-navigation .nav-item.active .icon, - .side-navigation .nav-link.active .icon, - .side-navigation .nav-item.has-dropdown.open > .dropdown-toggle .icon, - .side-navigation .nav-item.has-dropdown.open > .dropdown-toggle .dropdown-arrow { - color: white; - } + + + + - .side-navigation .nav-item .icon, - .side-navigation .nav-link .icon, - .side-navigation .dropdown-toggle .icon { - margin-right: 16px; - min-width: 24px; - text-align: center; - font-size: 1rem; /* Unified icon size */ - transition: margin-right 0.4s cubic-bezier(0.25, 0.8, 0.25, 1), transform 0.2s ease-out; - } + + - .side-navigation.collapsed .nav-item .icon, - .side-navigation.collapsed .nav-link .icon, - .side-navigation.collapsed .dropdown-toggle .icon { - margin-right: 0; - } - .side-navigation .nav-item .icon i, - .side-navigation .nav-link .icon i, - .side-navigation .dropdown-toggle .icon i { - display: inline-block; - transition: transform 0.2s ease-out; - } - .side-navigation.collapsed .nav-text { - opacity: 0; - transform: translateX(-10px); - } - .side-navigation .nav-text { - transition: opacity 0.3s cubic-bezier(0.25, 0.8, 0.25, 1) 0.1s, transform 0.3s cubic-bezier(0.25, 0.8, 0.25, 1) 0.1s; - opacity: 1; - transform: translateX(0); - flex-grow: 1; /* Allow text to take remaining space */ - } + + + - .dropdown-arrow { - margin-left: auto; /* Pushes arrow to the far right if text doesn't fill */ - padding-left: 10px; /* Space between text and arrow */ - font-size: 0.8rem; - transition: transform 0.3s ease; - } - .side-navigation.collapsed .dropdown-arrow { - display: none; - } - .nav-item.has-dropdown.open > .dropdown-toggle .dropdown-arrow .fas.fa-chevron-down, - .nav-item.has-dropdown.open > .dropdown-toggle .dropdown-arrow .fas.fa-chevron-right { - transform: rotate(180deg); - } - .nav-item.has-dropdown .dropdown-toggle .dropdown-arrow .fas.fa-chevron-right.rotated { - transform: rotate(90deg); /* For level 2 when open */ - } + + + + + + - .dropdown-menu-items { - max-height: 0; - overflow: hidden; - transition: max-height 0.35s ease-out, padding 0.35s ease-out, background-color 0.3s; - background-color: #f0f2f5; - list-style-type: none; - padding-left: 0; - margin-left: 0; - } - .nav-item.has-dropdown.open > .dropdown-menu-items { - /* max-height will be set by JS for accordion, but overridden for flyout */ - padding-top: 5px; - padding-bottom: 5px; - /* For non-flyout (accordion style), overflow should be conditionally hidden or managed by JS */ - } + + /* New styles for non-collapsed flyout - Level 1 */ - .side-navigation:not(.collapsed) .nav-item.has-dropdown.open > .dropdown-menu-items.level-1 { - position: absolute; - left: 0; /* Align with parent's left edge */ - top: 100%; /* Position below the parent item */ - width: max-content; /* Allow content to define width */ - min-width: 100%; /* Ensure it's at least as wide as the parent button */ - background-color: #f8f9fa; /* Match collapsed flyout background */ - box-shadow: 0 3px 6px rgba(0,0,0,0.1); /* Add shadow for better visibility */ - border-radius: 0 0 4px 4px; /* Optional: round bottom corners */ - max-height: none !important; /* Override JS-set max-height */ - overflow: visible !important; /* Ensure content is not clipped */ - z-index: 1000; /* Ensure it's above other elements */ - margin-left: 0; /* Override any inherited margin */ - padding-left: 0; /* Reset padding for the main flyout container */ - } + /* Adjust padding for items directly within the non-collapsed flyout */ - .side-navigation:not(.collapsed) .nav-item.has-dropdown.open > .dropdown-menu-items.level-1 > .dropdown-item, - .side-navigation:not(.collapsed) .nav-item.has-dropdown.open > .dropdown-menu-items.level-1 > .nav-item > .dropdown-toggle { - padding-left: 15px; /* Consistent padding for items inside flyout */ - padding-right: 15px; - } + - .dropdown-menu-items .nav-item, /* For nested .has-dropdown */ - .dropdown-menu-items .sub-item { /* For direct links */ - padding-left: 30px; /* Indent level 1 sub-items */ - font-size: 0.9rem; - color: #4a4a4a; - } + /* Specific style for toggles within dropdowns */ - .dropdown-menu-items .nav-item.has-dropdown > .dropdown-toggle { - padding-left: 30px; - font-size: 0.9rem; - color: #4a4a4a; - } - .dropdown-menu-items .nav-item.has-dropdown > .dropdown-toggle:hover, - .dropdown-menu-items .sub-item:hover { - background-color: #dfe4e8; - color: #005A9C; - } + + /* Level 2 dropdown menu items */ - .dropdown-menu-items.level-2 { - background-color: #e9ecef; /* Slightly different for level 2 */ - } - .dropdown-menu-items.level-2 .sub-item { - padding-left: 45px; /* Further indent level 2 sub-items */ - font-size: 0.85rem; - } - .dropdown-menu-items.level-2 .sub-item:hover { - background-color: #d8dde1; - } - .dropdown-menu-items .nav-item.active, - .dropdown-menu-items .sub-item.active { - background-color: #005A9C; - color: white; - } - .dropdown-menu-items .nav-item.active .icon, - .dropdown-menu-items .sub-item.active .icon { - color: white; - } - + + + + + /* Flyout menu for collapsed state - Level 1 */ - .side-navigation.collapsed .nav-item.has-dropdown:hover > .dropdown-menu-items.level-1 { - display: block; - position: absolute; - left: 70px; - top: 0; /* Align with parent item's top */ - width: max-content; /* Changed from min-width to allow content to define width */ - background-color: #f8f9fa; - box-shadow: 3px 0 6px rgba(0,0,0,0.15); - border-radius: 0 5px 5px 0; - max-height: none; - z-index: 1001; - padding-top: 5px; - padding-bottom: 5px; - overflow: visible; /* Allow content to overflow */ - } + /* Ensure nav-text is visible in flyouts */ - .side-navigation.collapsed .nav-item.has-dropdown:hover > .dropdown-menu-items .nav-text, - .side-navigation.collapsed .nav-item.has-dropdown:hover > .dropdown-menu-items .dropdown-arrow { - display: inline-block; - opacity: 1; - transform: translateX(0); - } - .side-navigation.collapsed .nav-item.has-dropdown:hover > .dropdown-menu-items .icon { - margin-right: 16px; /* Restore icon margin */ - } - + + /* Flyout menu for collapsed state - Level 2 */ - .side-navigation.collapsed .dropdown-menu-items.level-1 .nav-item.has-dropdown:hover > .dropdown-menu-items.level-2 { - display: block; - position: absolute; - left: 100%; /* Position next to its parent flyout item */ - top: 0; /* Align with parent item's top */ - width: max-content; /* Changed from min-width to allow content to define width */ - background-color: #e9ecef; /* Slightly different for level 2 flyout */ - box-shadow: 3px 3px 6px rgba(0,0,0,0.15); - border-radius: 0 5px 5px 0; - max-height: none; - z-index: 1002; /* Above level 1 flyout */ - padding-top: 5px; - padding-bottom: 5px; - overflow: visible; /* Allow content to overflow */ - } - + - #main-page-content { - padding-left: 70px; /* Fixed padding, equivalent to collapsed sidebar width */ - padding-top: 0; - /* transition: padding-left 0.4s cubic-bezier(0.25, 0.8, 0.25, 1); */ /* Removed as padding-left no longer changes */ - background-color: #ffffff; - width: 100%; - box-sizing: border-box; - } + /* Style for main release links in dropdown menu */ - .side-navigation .dropdown-menu-items a.main-release-link { - display: flex !important; /* Ensure flex layout for icon and text */ - align-items: center !important; /* Vertically align icon and text */ - padding: 8px 15px; /* Consistent padding, adjust as needed */ - font-size: 0.9rem; /* Consistent font size with other sub-items */ - color: #4a4a4a; /* Consistent text color */ - text-decoration: none; - } + - .side-navigation .dropdown-menu-items a.main-release-link:hover { - background-color: #dfe4e8; /* Consistent hover background */ - color: #005A9C; /* Consistent hover text color */ - } + - .side-navigation .dropdown-menu-items a.main-release-link > .icon { - margin-right: 10px; /* Space between icon and text */ - min-width: 20px; /* Ensure icon has some space */ - font-size: 0.9rem; /* Match text size */ - } + - .side-navigation .dropdown-menu-items a.main-release-link > .nav-text { - flex-grow: 1; /* Allow text to take remaining space */ - opacity: 1 !important; /* Ensure text is fully visible */ - /* white-space: nowrap; is already on the span element via inline style */ - display: block !important; /* Ensure block behavior and override more specific conflicting rules */ - } + /* Active state for main release links */ - .side-navigation .dropdown-menu-items a.main-release-link.active { - background-color: #005A9C; - color: white; - } - .side-navigation .dropdown-menu-items a.main-release-link.active > .icon { - color: white; - } + + /* Rotate arrow on hover for dropdown items like "Releases" */ - .side-navigation .nav-item.has-dropdown:hover > .dropdown-toggle .dropdown-arrow > i.fa-chevron-right { - transform: rotate(90deg); - transition: transform 0.3s ease; - } + /* Mobile Responsive Styles */ @media screen and (max-width: 768px) { /* Prevent horizontal overflow and ensure full width usage */ - html, body { - overflow-x: hidden; - width: 100%; - max-width: 100%; - } - * { - box-sizing: border-box; - } + + /* Global text overflow prevention */ - h1, h2, h3, h4, h5, h6, p, span, div, a { - word-wrap: break-word; - word-break: break-word; - hyphens: auto; - overflow-wrap: break-word; - } + /* Prevent specific long words from breaking layout */ - .publication-title { - font-size: 1.8rem !important; - line-height: 1.2 !important; - } + /* Hide sidebar by default on mobile, make it overlay when shown */ - .side-navigation { - transform: translateX(-100%); - transition: transform 0.3s ease; - z-index: 1050; - } - .side-navigation:not(.collapsed) { - transform: translateX(0); - } + + /* Adjust main content for mobile */ - #main-page-content { - padding-left: 0; - padding-right: 0; - width: 100%; - max-width: 100vw; - overflow-x: hidden; - } + /* Mobile navigation toggle - make it visible and positioned */ - .mobile-nav-toggle { - display: block !important; - position: fixed; - top: 15px; - left: 15px; - z-index: 1060; - background: rgba(0, 90, 156, 0.9); - color: white; - border: none; - padding: 12px; - border-radius: 8px; - font-size: 18px; - cursor: pointer; - box-shadow: 0 2px 8px rgba(0,0,0,0.2); - } + - body.mobile-nav-open .mobile-nav-toggle { - display: none !important; - } + /* Overlay for mobile sidebar */ - .mobile-overlay { - display: none; - position: fixed; - top: 0; - left: 0; - width: 100%; - height: 100%; - background: rgba(0,0,0,0.5); - z-index: 1040; - } - .mobile-overlay.active { - display: block; - } + + /* Hero section adjustments */ - .hero { - width: 100%; - max-width: 100%; - overflow-x: hidden; - } - .hero .hero-body { - padding: 1.5rem 1rem; - } - .hero .title.is-1 { - font-size: 2rem !important; - line-height: 1.2; - margin-bottom: 1rem; - word-wrap: break-word; - hyphens: auto; - } + + + /* Collaborator logos - stack vertically on mobile */ .collaborator-logos { @@ -903,78 +564,27 @@ } /* CTA Banner adjustments */ - .cta-banner { - padding: 15px 45px 15px 15px !important; /* Extra right padding for close button */ - text-align: left !important; - width: 100%; - max-width: 100%; - overflow: hidden; - box-sizing: border-box; - } - .cta-banner .container { - padding-left: 0 !important; - padding-right: 0 !important; - max-width: 100% !important; - } - .cta-banner p { - font-size: 0.9rem !important; - line-height: 1.4 !important; - margin: 0 !important; - word-wrap: break-word; - hyphens: auto; - padding-right: 0; - } - .cta-banner a { - display: inline-block !important; - margin-top: 8px !important; - margin-left: 0 !important; - word-wrap: break-word; - } - #cta-close-btn { - top: 10px !important; - right: 10px !important; - width: 32px !important; - height: 32px !important; - font-size: 18px !important; - flex-shrink: 0; - } + + + + + /* Section spacing adjustments */ - .section { - padding: 2rem 1rem; - width: 100%; - max-width: 100%; - overflow-x: hidden; - } + /* Container adjustments for mobile */ - .container { - width: 100%; - max-width: 100%; - padding-left: 1rem; - padding-right: 1rem; - margin-left: 0; - margin-right: 0; - } - .container.is-max-desktop { - width: 100%; - max-width: 100%; - padding-left: 1rem; - padding-right: 1rem; - } - .title.is-2 { - font-size: 1.75rem !important; - } - .title.is-3 { - font-size: 1.5rem !important; - } + + + + /* News section mobile optimization */ .news-section { @@ -1011,78 +621,41 @@ } /* Contact links mobile optimization */ - .publication-authors p.is-size-5 { - font-size: 0.9rem !important; - } + /* Button and link touch targets */ - .nav-toggle-btn, - .mobile-nav-toggle, - #cta-close-btn { - min-height: 44px; - min-width: 44px; - } + /* Ensure proper spacing for touch */ - .side-navigation .nav-item, - .side-navigation .dropdown-toggle { - padding: 15px 20px; - min-height: 48px; - } + /* Mobile dropdown improvements */ - .side-navigation .nav-item.has-dropdown > .dropdown-toggle { - cursor: pointer; - user-select: none; - -webkit-tap-highlight-color: transparent; - touch-action: manipulation; - } + /* Disable hover CSS effects on mobile for dropdowns */ - .side-navigation .nav-item.has-dropdown:hover > .dropdown-menu-items.level-1 { - display: none !important; - } + /* Only show dropdown when explicitly opened via JS */ - .side-navigation .nav-item.has-dropdown.open > .dropdown-menu-items.level-1 { - display: block !important; - } + /* Make dropdown arrows more touch-friendly */ - .side-navigation .dropdown-arrow { - padding: 8px; - margin-left: 5px; - border-radius: 4px; - } + /* Improve touch targets */ - .side-navigation .nav-item.has-dropdown { - position: relative; - } } /* Extra small mobile devices */ @media screen and (max-width: 480px) { - .hero .title.is-1 { - font-size: 1.75rem !important; - } + .flip-card-anchor { height: 240px !important; max-width: 280px; } - .section { - padding: 1.5rem 0.75rem; - } - .container, - .container.is-max-desktop { - padding-left: 0.75rem; - padding-right: 0.75rem; - width: 100%; - max-width: 100%; - } + + .columns.is-multiline .column.is-half-tablet.is-one-third-desktop { padding-left: 0.5rem; @@ -1090,26 +663,6 @@ } /* Extra small CTA banner adjustments */ - .cta-banner { - padding: 12px 40px 12px 12px !important; - } - - .cta-banner p { - font-size: 0.85rem !important; - line-height: 1.3 !important; - } - - #cta-close-btn { - width: 28px !important; - height: 28px !important; - font-size: 16px !important; - top: 8px !important; - right: 8px !important; - } - - .publication-title { - font-size: 1.6rem !important; - } } .procgen-gif { @@ -2098,127 +1651,12 @@ } - - - - - - -
- - + +
-
- -

- Interested in evaluating your model? Follow the submission instructions here! -

-
+
@@ -3496,363 +2934,6 @@

Citation

} }); -
+ diff --git a/static/pages/Multinetv2R1.html b/static/pages/Multinetv2R1.html new file mode 100644 index 0000000..3e35e85 --- /dev/null +++ b/static/pages/Multinetv2R1.html @@ -0,0 +1,1111 @@ + + + + + + + + + + + + + + + + + + + + + + + MultiNet v2.0 Release 1: A Substrate for Benchmarking Long-Horizon Action with Causal Reasoning in Frontier Models + + + + + + + + + + + + + + + + + + +
+ +
+
+ + +
+
+
+
+
+

+ MultiNet v2.0 Release 1: A Substrate for Benchmarking Long-Horizon Action with Causal Reasoning in Frontier Models +

+ +
+ + Pranav Guruprasad*12, + + Sean Rivera*1, + + Helen Lu14, + + Arushi Jain1, + + Hangliang Ren15, + + Harsh Sikka123 +
+ +
+ 1 Manifold Research, 2 Fig, 3 Georgia Tech, + 4 Tufts University, 5 Northeastern University +
*Indicates Equal Contribution +
+ +
+
+ + + + + Technical Report + + + + + + Code + + + + + + Play the maze + + + + + + + Why living benchmarks + + +
+
+
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+ + +
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+ 6 / 149 + Episodes solved +
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+ 45 / 50 + Mazes never solved +
+
+ 0 / 105 + Switch mazes solved +
+
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+ + +
+
+
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+

+ Watch frontier VLMs fail on 2D grid mazes +

+ +
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+ +
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+ + +
+
+
+
+
+

Abstract

+

+ An agentic benchmark returns one number per episode, and that number contains at least three + separable things: what the agent can do, how the world was presented to it, and the harness it + ran inside. In a fixed world, none of the three can be varied independently of the others. So + a model that never worked out what an object does, a model that had the right plan and drifted + mid-execution, and a model that took the distractor bait all arrive as the same failed episode + — even though they are different problems with different fixes. +

+

+ MultiNet v2.0 is built so those things stay separable. The task is an egocentric + agent in a 2D grid with walls, keys, doors, switches, gates and distractors, and a goal tile. + There are six actions and the mechanics are never explained. Nothing is explained + because prior domain knowledge is the confound the design removes: a failure here cannot be + attributed to an unfamiliar API, library or interface, because there is none. +

+

+ Release 1 is the first measurement on that substrate, in its most basic rendering. + We evaluate three frontier models — Claude Opus 4.8, Kimi k2.6 and Qwen3.6-27B — on 50 + generated mazes, 150 episodes in total, under a single evaluation protocol chosen by a controlled + 540-episode sweep rather than by intuition. Frontier performance is near zero: 6 solves in + 149 valid episodes, and 45 of the 50 mazes were never solved by any model. The stage that + breaks is discovery. Models operate the mechanisms they already understand — 27 successful + pickups, 15 doors opened, and 4 of the 6 solves on key-door mazes — and never work out the one + they would have to learn during the episode: 133 TOGGLE actions produced 2 switch flips, and agents + stood on a live switch in 38 episodes without pressing it. +

+

+ R1 is a substrate and design thesis plus a first measurement. Because the representation is + projectable, it is also the first step toward A/B testing modality, complexity and other + downstream variables against the same underlying puzzle. +

+
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+ + +
+
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+
+
+

Why mazes with mechanisms

+

+ Evaluating long-horizon agentic capability needs a substrate with four properties at once. Mazes + with causal mechanisms are the simplest structure we know of that has all four. +

+
+ +
+
+

Knowledge-free

+

+ No domain knowledge, no API or tool familiarity, no jargon, no goal interpretation. What it does + require is what agentic systems actually need: exploring and discovering the environment, causal + reasoning, planning an order that respects preconditions, acting, and recovering from mistakes. + It is also why a human baseline is meaningful — people need zero training to attempt it. +

+
+
+

Generative

+

+ The structure is parameterized, not fixed: dependency depth, horizon length, distractor density, + spatial complexity. Instances are sampled rather than authored, so there is no static answer key + to contaminate, and difficulty scales with the models instead of saturating. +

+
+
+

Projectable

+

+ Because the structure carries no domain knowledge, the identical task can be re-rendered in + language or in 3D. That is what makes it a measurement of the capability rather than of domain + familiarity — and it turns “did it generalize?” into a direct comparison. +

+
+
+

Verifiable

+

+ Breadth-first search gives the exact optimal path from any state. That yields an objective + difficulty scale, partial credit through a progress score, steps-to-failure, and the ability to + label a single move as strictly wrong. +

+
+
+ +
+

+ Why this exposes failure meaningfully. The trajectory plus the oracle let us + separate never discovering a mechanism from having the right plan and drifting mid-execution from + taking the distractor bait. And because there is nothing to know, a failure here cannot be + explained away as an unfamiliar interface. +

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+ + +
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+

Maze Solve and Progress Statistics

+

+ How did frontier Vision-Language Models do on 2D mazes? +

+ +
+
+

Solve rate

+

+ The share of episodes in which the agent actually reached the goal tile. Binary per episode, + with no credit for getting close. +

+
+ Solve rate = episodes reaching the goaltotal episodes × 100 +
+
+ +
+

Progress score

+

+ How much of the distance to the goal was closed, measured at the agent's closest ever + approach. 1.0 is a solve; 0 means it never got nearer than where it started. Distances are + exact shortest paths from the BFS oracle, so this is not an estimate. +

+
+ Progress = 1 − dclosest → goaldstart → goal +
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+ + +
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+

The environment

+

+ An egocentric agent on a 2D grid, built on + MiniGrid. + Six actions: TURN_LEFT, TURN_RIGHT, MOVE_FORWARD, + PICKUP, TOGGLE, DONE. The goal is a target tile. +

+

+ Each turn the agent receives a persistent start-pose line, a prose activity summary of every + mechanism event so far, and four rendered frames: the three most recent steps, each followed by + the inventory and the action the model itself chose there, then the current frame. It receives + no coordinates, no map, no progress signal, and no statement that a move failed. + Detecting a failed move requires noticing that the picture did not change. +

+

+ Solving a maze takes five things in sequence: work out what the objects do, reason about which + one unlocks which, plan an order that respects those dependencies, carry the moves out, and + recover when something goes wrong. Each mechanism is in the environment because it isolates one + of those five, and because each can be added or removed without disturbing the others, a failure + can be traced to a stage instead of being averaged across all of them. +

+
+ +
+ + + + + + + + + + + + + + + + + + + + + + + + + + +
MechanismWhat it isolates
Keys & doorsOperating an object the model already understands. Every model has seen a key open a door long before it arrives here.
SwitchesWorking out an object it has never been told about. A switch toggles from the same cell, while doors and gates act on the cell ahead — and the prompt names TOGGLE as valid without explaining either convention.
Dependency chainsOrdering. A gate that opens only once a switch is toggled, behind a door that opens only once its key is carried.
DistractorsRecovery. Decoy keys, inactive switches and dead-end branches that cost moves without advancing the task.
WallsExecution. Walking into one is an action the world rejects outright — the cheapest possible signal that a plan and the world have diverged.
+
+ +
+

+ Validation is more than a solvability check. Every instance is confirmed reachable by exhaustive + search, and the optimal action count is computed with an executable-action planner rather than an + abstract one, so the figure charges what an agent actually pays: a locked door costs + TOGGLE plus MOVE_FORWARD. Three further checks run against each spec. + Mechanism necessity reports any mechanism whose removal still leaves the task + solvable. Chain ordering confirms each stage is unreachable until the prior stage + has fired. Distractor safety confirms no single distractor interaction can render + the task unsolvable. +

+
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+ + +
+
+
+
+
+

Play one yourself

+

+ These are puzzles people solve without instruction. Try one, then look back at the table above. +

+
+ + +
+
+

The playable maze lands with the release.

+

Same environment, same rules, same absence of instructions.

+
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+ + +
+
+
+
+
+

How much of a score belongs to the protocol

+

+ A benchmark score is partly a property of the harness. We measured how much before + running the benchmark rather than after. The design holds one standard cell fixed and varies + twelve conditions across seven axes, each changing exactly one field. The maze manifest is fixed + at 15 instances and is completely disjoint from the R1 fifty, so tuning the + protocol could not leak into the benchmark it later scored. 540 episodes in total. +

+
+ +
+ + + + + + + + + + + + + + + + + + +
ConditionWhat it changesSolves / 45
baseline_thinkingNot one of the seven axes. Re-runs the standard cell with reasoning enabled on all three models.30
cond_prompt·standardThe baseline itself: task, action list and mechanism positions, no full rules block.27
cond_prompt·minimalPrompt reduced to the task statement and the action list.27
cond_prompt·verbosePrompt extended with a full rules block.25
icl_zero_shotThe worked example removed from the prompt.25
qry_subgoalThe model commits a multi-step segment per call instead of a single action.20
ctx_text_summaryHistory given as a text summary in place of the three recent frames.17
hist_multiturnRolling chat history across turns instead of one self-contained message per query.15
ctx_currentHistory removed entirely, leaving only the current frame.14
act_cardinalEgocentric turn-and-move replaced with absolute cardinal directions. Observation untouched.12
qry_full_trajectoryThe model commits a complete action sequence in one call.11
obs_image_onlyThe text description of the world removed, leaving the rendered image alone.5
+
+ +
+

+ The two choices that most determine an agent benchmark's difficulty are not prompt + wording. Removing the text description of the world costs 22 of 27 solves. Changing only + the action interface, with the observation untouched, costs 15 of 27. Prompt detail across three + levels barely moves the score at all. +

+
+ +
+

+ R1 took from this: thinking on; the minimal prompt, which scores identically to + standard while giving the model less to lean on; image_only adopted + deliberately because it is the hard setting; the stall watchdog at K=30; and equal 64k + output budgets across all three models. +

+
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+ + +
+
+
+
+
+

Results

+

+ Three models, 50 mazes, 150 episodes of which 149 are valid; one Kimi episode was terminated by a + provider network outage. The protocol cell is + minimal / image_only / egocentric / zero_shot / text_summary_and_last3 / stateless / + stall-K 30 / 3× BFS cap. Parity was verified: one distinct system prompt across all + 150 episodes, first-user text byte-identical across models for every maze, identical task-spec + hashes, zero parse failures and zero refusals. +

+
+ +
Loading results…
+ +
+

+ Read all three columns together. Claude is first on solves and last on progress: + it dies early at a median of 35 steps by walking into walls, while Kimi and Qwen survive to around + 58 and cover more ground without converting it. Which model “wins” depends entirely on + which metric you pick, which is why we publish success, progress and steps-to-termination side by + side rather than ranking. +

+
+ +
+ Progress score for every maze and model, with solves marked +
+ Every episode in the run. Each column is a maze, each row a model, colour is how much of the + distance to the goal was closed. Stars mark the six solves. The right-hand side of the grid — + the longer mazes — is almost uniformly pale. +
+
+ +
+ Failure taxonomy by model +
+ Identical failure rate, three different ways of failing. All three models end 46 of their 50 + episodes on the stall watchdog, but Claude's terminal window is dominated by blocked forward + pushes while Kimi and Qwen churn and spin. +
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+ + +
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+

What we find

+ +
+

1. Frontier performance is near zero, and the split that separates every solve is sharp

+

+ 6 solves in 149 valid episodes. 45 of the 50 mazes were never solved by any model, and one maze + was solved by two. Mazes with no switches and a shortest path of 45 moves or fewer + produced 6 solves in 24 episodes; all 125 remaining episodes failed. Nothing approaches the goal + either — the median episode's closest approach is 19 to 20 tiles, and the only episodes + reaching within 3 tiles are the solves themselves. +

+
+ +
+

2. Discovery fails outright, while prior-supported affordances are operated competently

+

+ No solve in 105 switch-maze episodes. It survives the difficulty control: hold the shortest path + at 45 moves or fewer and switch mazes still go 0 for 45 while switchless mazes go 6 for 24. Of + 133 TOGGLE actions issued across the run, 2 flipped a switch, 15 opened a door and + 116 did nothing — and 84 were issued somewhere a toggle could not possibly work. Agents + stood on a live switch in 38 of 105 episodes and pressed it in 2. +

+

+ The contrast is what makes this specific rather than a complaint that switch mazes are hard. + Keys and doors get the same absence of instruction and are operated fine, because they require + no discovery: the model already knows a key is picked up and opens a door before the episode + starts. On mechanisms that draw on what a model already knows, all three are competent. + On the one that requires learning something during the episode, none of them begin. +

+
+ +
+

3. Shortest-path length is the one verified difficulty axis — but that is a limit of the measurement

+

+ Shortest path in executable actions holds at R² 0.31. Grid size reaches 0.30 but correlates + with path length at r = 0.93, so it is the same axis under another name. No other property clears + significance across all 149 episodes. +

+

+ These are not null results. Restrict to the 69 episodes on mazes short enough to leave headroom + — a shortest path of 45 or fewer — and the ordering inverts: gates rise from + R² 0.06 to 0.16 (p = 0.007), switches from 0.05 to 0.15 (p = 0.010), while path length + collapses from 0.31 to 0.04 and stops being significant at all. On long mazes, path length + swamps everything, because an agent asked to sustain eighty correct moves fails on length alone + before any mechanism gets a chance to matter. +

+
+ +
+

4. Test-time compute buys survival, not solves

+

+ Kimi and Qwen spend 20 to 26 times more output tokens per newly discovered tile than Claude, + survive roughly 1.6× longer, see slightly more of the maze — and solve fewer of them. + Claude's median query is 289 output tokens, 0.5% of its 64k ceiling, with no truncation anywhere + in the run. Its thinking also contracts over an episode rather than escalating, and + contracts hardest exactly where it should expand: after a move that achieved nothing, median + thinking is 234 tokens against 579 after a move that worked. +

+
+ +
+ Output tokens spent per newly discovered tile, by model +
Output tokens spent for every new tile reached. The extra spending buys episode length, not completion.
+
+ +
+

5. The evidence that an action failed is on screen every turn, and none of it changes what the model does next

+

+ Across all 8,128 queries in the run, not one prompt contains the word “blocked”, + “failed” or “wall”. The only evidence available is that the picture did + not change, so noticing a failure is itself a perceptual act. In all three models the share of + wasted actions rises over the episode rather than falling: Claude's blocked + forward moves go from 43.7% of its actions in the first quarter to 80–83% thereafter, while + moves that work fall from 38.8% to 6.7%. Its stalled episodes end at 0.80× the steps an + optimal solution needs — on average it has given up before a perfect solver would have + finished — and 28 of 46 touched four or fewer distinct tiles on grids of 64 to 196 cells. +

+

+ Whether a plan was wrong because the maze was misread, or right and wrongly executed, is not + decidable from 149 episodes in a single rendering. That separation is what the language and 3D + renderings are for. +

+
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+
+ + +
+
+
+
+
+

Limitations

+
    +
  • This run cannot rank the three models. Six solves across 149 episodes is far too few, and once maze difficulty is accounted for the remaining gap in progress is indistinguishable from noise. What predicts how far an agent gets is the maze, not the model.
    • +
  • Discovery rests on a single mechanism type. The claim would be stronger with a second unfamiliar affordance.
    • +
  • There is no human baseline yet, so the knowledge-free property is argued rather than measured.
    • +
  • Every axis except path length should be read as untested rather than inert. With mean progress at 0.215 and 6 solves, secondary effects have little room to show.
    • +
  • We did not ablate telling the model how many steps it has left, which might prompt more efficient and cautious movement.
    • +
  • The stall watchdog is defeatable. Because its signature includes inventory and mechanism state, a single pickup or toggle re-arms the entire visited map. No model shows evidence of gaming it, but the rule lets an agent survive longer than intended.
    • +
+
+
+
+
+
+ + +
+
+
+
+
+

Looking forward

+

+ R1 verifies that puzzle complexity in this modality is genuinely hard for current models. Because + the representation is projectable, it is the first step toward A/B testing modality, complexity + and other downstream variables against the same underlying puzzle. +

+

The full v2.0 benchmark renders the identical maze in three domains:

+
    +
  • GridWorld — 2D visual input, discrete action space. Shipped in R1.
    • +
  • Natural language — the same maze in prose, where the model must build and hold a spatial model of a world it only reads.
    • +
  • 3D — the same maze as an egocentric simulated environment with a continuous action space.
    • +
+

+ A model that clears one domain still has to clear the other two, which is what turns + “did it generalize?” from an inference into a measurement. Alongside that: a calibrated + generator emitting fresh instances at a target difficulty, a failure-mode taxonomy per model and + per domain, a leaderboard with non-model baselines, and a submission pipeline. +

+

+ The open questions R1 leaves are the ones we most want help with — whether an agent framework + that supplies its own memory closes the discovery gap; whether the failure survives a text + rendering of the identical task; whether a second unfamiliar mechanism reproduces the switch + result; and how to establish that two different mazes of the same shortest-path length are + actually equally hard. +

+
+ +
+

+ Want to run your model on MultiNet v2.0? + The submission flow for the full benchmark is being built now, and we would rather build it around + real requirements than guess. If you would like your model or agent on the v2.0 leaderboard, tell + us what your harness needs — + get in touch with us + or join the working group on + Discord. +

+
+
+
+
+
+ + +
+
+

Citation

+ + 
@techreport{guruprasad2026multinetv2r1,
+  author = {Pranav Guruprasad and Sean Rivera and Helen Lu and Arushi Jain and Hangliang Ren and Harshvardhan Sikka},
+  title  = {MultiNet v2.0 Release 1: A Substrate for Benchmarking Long-Horizon Action with Causal Reasoning in Frontier Models},
+  institution = {Manifold Research and Metarch AI},
+  year   = {2026},
+  note   = {https://multinet.ai/static/pages/Multinetv2R1.html}
+}
+
+
+ + +
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02/11] Updates to v2.0/R1 page --- static/data/v2_r1_results.json | 100 ++---- static/images/r1/difficulty_scope_curve.png | Bin 392799 -> 593697 bytes .../images/r1/failure_taxonomy_by_model.png | Bin 180920 -> 311644 bytes static/images/r1/phase_h_maze_type_matrix.png | Bin 308332 -> 379965 bytes static/images/r1/progress_grid_actions.png | Bin 201977 -> 156954 bytes static/images/r1/progress_vs_bfsmin.png | Bin 261428 -> 90291 bytes static/images/r1/tokens_per_new_tile.png | Bin 91816 -> 46464 bytes static/js/v2_r1_headline_chart.js | 19 +- static/js/v2_r1_results_table.js | 9 +- static/pages/Multinetv2R1.html | 290 +++++++++++++----- 10 files changed, 253 insertions(+), 165 deletions(-) diff --git a/static/data/v2_r1_results.json b/static/data/v2_r1_results.json index 2ccd25f..79c6356 100644 --- a/static/data/v2_r1_results.json +++ b/static/data/v2_r1_results.json @@ -1,10 +1,9 @@ { - "_comment": "MultiNet v2.0 R1 headline results. Per-model rows are derived from Multinet-v2-results/r1-20260717/analysis/metrics/canonical_results_table.csv. progress* is the tile variant of the progress score, which is what every R1 summary document reports.", + "_comment": "MultiNet v2.0 R1 headline results, derived from the r1-publication branch of Multinet-v2-results (r1-20260717/analysis/metrics/canonical_results_table.csv). All 150 episodes are in-stats. Maze families follow the analysis outline: the blind switch-gate probes (condition B) are part of the mechanism family. progress* is the tile variant of the progress score.", "run": { "mazes": 50, "models": 3, "episodes": 150, - "validEpisodes": 149, "protocol": "minimal / image_only / egocentric / zero_shot / text_summary_and_last3 / stateless / stall-K 30 / 3x BFS cap", "tokenBudget": "64k, equal for all three models", "totalSolved": 6, @@ -23,7 +22,6 @@ "coverage": 0.2, "stallKills": 46, "capKills": 0, - "infraTerminated": 0, "tokensPerNewTile": 6297, "noEffectRate": 0.77, "medianOutputTokens": 289 @@ -33,15 +31,14 @@ "name": "Kimi k2.6", "episodes": 50, "solved": 1, - "progressMean": 0.23, + "progressMean": 0.233, "progressMedian": 0.191, - "stepsMean": 61.8, - "stepsSd": 21.5, + "stepsMean": 62.5, + "stepsSd": 26.0, "coverage": 0.22, - "stallKills": 46, + "stallKills": 47, "capKills": 2, - "infraTerminated": 1, - "tokensPerNewTile": 163222, + "tokensPerNewTile": 162222, "tokensLowerBound": true, "noEffectRate": 0.32, "medianOutputTokens": 20199 @@ -58,7 +55,6 @@ "coverage": 0.21, "stallKills": 46, "capKills": 3, - "infraTerminated": 0, "tokensPerNewTile": 123120, "noEffectRate": 0.26, "medianOutputTokens": 16444 @@ -80,19 +76,15 @@ } }, "byFamily": { - "Switch-gate probe": { - "solved": 0, - "episodes": 24 - }, - "Distractors": { + "Distractor": { "solved": 0, "episodes": 30 }, - "Mechanism chains": { + "Mechanism": { "solved": 4, - "episodes": 87 + "episodes": 111 }, - "Scale (plain navigation)": { + "Scale": { "solved": 2, "episodes": 9 } @@ -107,23 +99,6 @@ "note": "no switches and a shortest path of 45 moves or fewer" } }, - "metricInfo": { - "solved": { - "label": "Success", - "hint": "Episodes where the agent reached the goal, out of 50.", - "better": "high" - }, - "progressMean": { - "label": "Progress", - "hint": "1 - (closest remaining BFS distance / total distance from start), averaged over episodes.", - "better": "high" - }, - "stepsMean": { - "label": "Steps to termination", - "hint": "Environment steps at the point the episode ended.", - "better": "neutral" - } - }, "charts": { "path": { "label": "Shortest path (moves)", @@ -173,13 +148,13 @@ 0.356, 0.252, 0.287, - 0.121 + 0.14 ], "episodes": [ 13, 10, 5, - 21 + 22 ], "solves": [ 1, @@ -237,9 +212,9 @@ }, { "bucket": "61+", - "episodes": 65, + "episodes": 66, "solves": 0, - "progress": 0.086 + "progress": 0.093 } ] }, @@ -284,12 +259,12 @@ "progress": [ 0.386, 0.243, - 0.12 + 0.141 ], "episodes": [ 11, 19, - 19 + 20 ], "solves": [ 1, @@ -336,9 +311,9 @@ }, { "bucket": "14x14", - "episodes": 59, + "episodes": 60, "solves": 0, - "progress": 0.079 + "progress": 0.087 } ] }, @@ -347,7 +322,6 @@ "buckets": [ "Scale", "Mechanism", - "Switch-gate", "Distractor" ], "series": [ @@ -355,26 +329,22 @@ "model": "Claude Opus 4.8", "solveRate": [ 33.3, - 10.3, - 0.0, + 8.1, 0.0 ], "progress": [ 0.368, - 0.212, - 0.164, + 0.202, 0.109 ], "episodes": [ 3, - 29, - 8, + 37, 10 ], "solves": [ 1, 3, - 0, 0 ] }, @@ -382,26 +352,22 @@ "model": "Kimi k2.6", "solveRate": [ 0.0, - 3.6, - 0.0, + 2.7, 0.0 ], "progress": [ 0.216, - 0.243, - 0.214, + 0.245, 0.197 ], "episodes": [ 3, - 28, - 8, + 37, 10 ], "solves": [ 0, 1, - 0, 0 ] }, @@ -410,25 +376,21 @@ "solveRate": [ 33.3, 0.0, - 0.0, 0.0 ], "progress": [ 0.448, - 0.24, - 0.152, + 0.221, 0.179 ], "episodes": [ 3, - 29, - 8, + 37, 10 ], "solves": [ 1, 0, - 0, 0 ] } @@ -442,15 +404,9 @@ }, { "bucket": "Mechanism", - "episodes": 86, + "episodes": 111, "solves": 4, - "progress": 0.232 - }, - { - "bucket": "Switch-gate", - "episodes": 24, - "solves": 0, - "progress": 0.177 + "progress": 0.222 }, { "bucket": "Distractor", diff --git a/static/images/r1/difficulty_scope_curve.png b/static/images/r1/difficulty_scope_curve.png index c74c457ad56774122041c6832914b3cf65bf88ae..8faf8bf8a28df2306237e8d7e0b74bb51f7df2cd 100644 GIT binary patch literal 593697 zcmeEvcU0Ba)-8#NCMudlu^>WX7Zjy;h#`Ush;ryvMSAZYG%Cgd*pLn)aNr!8^bRT_ 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@@ -552,7 +660,10 @@

Maze Solve and Progress Statistics

-

Solve rate

+
+ +

Solve rate

+

The share of episodes in which the agent actually reached the goal tile. Binary per episode, with no credit for getting close. @@ -560,18 +671,30 @@

Solve rate

Solve rate = episodes reaching the goaltotal episodes × 100
+
+ In this run + 4.0% + — 6 of 150 episodes +
-

Progress score

+
+ +

Progress score

+

How much of the distance to the goal was closed, measured at the agent's closest ever - approach. 1.0 is a solve; 0 means it never got nearer than where it started. Distances are - exact shortest paths from the BFS oracle, so this is not an estimate. + approach. 1.0 is a solve; 0 means it never got nearer than where it started.

Progress = 1 − dclosest → goaldstart → goal
+
+ In this run + 0.22 + — mean across 150 episodes +
@@ -772,8 +895,7 @@

How much of a score belongs to the prot

Results

- Three models, 50 mazes, 150 episodes of which 149 are valid; one Kimi episode was terminated by a - provider network outage. The protocol cell is + Three models, 50 mazes, 150 episodes, nothing excluded. The protocol cell is minimal / image_only / egocentric / zero_shot / text_summary_and_last3 / stateless / stall-K 30 / 3× BFS cap. Parity was verified: one distinct system prompt across all 150 episodes, first-user text byte-identical across models for every maze, identical task-spec @@ -826,9 +948,9 @@

What we find

1. Frontier performance is near zero, and the split that separates every solve is sharp

- 6 solves in 149 valid episodes. 45 of the 50 mazes were never solved by any model, and one maze + 6 solves in 150 episodes. 45 of the 50 mazes were never solved by any model, and one maze was solved by two. Mazes with no switches and a shortest path of 45 moves or fewer - produced 6 solves in 24 episodes; all 125 remaining episodes failed. Nothing approaches the goal + produced 6 solves in 24 episodes; all 126 remaining episodes failed. Nothing approaches the goal either — the median episode's closest approach is 19 to 20 tiles, and the only episodes reaching within 3 tiles are the solves themselves.

@@ -839,8 +961,8 @@

2. Discovery fails outright, while prior-supported affordances are operated

No solve in 105 switch-maze episodes. It survives the difficulty control: hold the shortest path at 45 moves or fewer and switch mazes still go 0 for 45 while switchless mazes go 6 for 24. Of - 133 TOGGLE actions issued across the run, 2 flipped a switch, 15 opened a door and - 116 did nothing — and 84 were issued somewhere a toggle could not possibly work. Agents + 132 TOGGLE actions issued across the run, 2 flipped a switch, 15 opened a door and + 115 did nothing — and 83 were issued somewhere a toggle could not possibly work. Agents stood on a live switch in 38 of 105 episodes and pressed it in 2.

@@ -857,7 +979,7 @@

3. Shortest-path length is the one verified difficulty axis — but that

Shortest path in executable actions holds at R² 0.31. Grid size reaches 0.30 but correlates with path length at r = 0.93, so it is the same axis under another name. No other property clears - significance across all 149 episodes. + significance across all 150 episodes.

These are not null results. Restrict to the 69 episodes on mazes short enough to leave headroom @@ -889,7 +1011,7 @@

4. Test-time compute buys survival, not solves

5. The evidence that an action failed is on screen every turn, and none of it changes what the model does next

- Across all 8,128 queries in the run, not one prompt contains the word “blocked”, + Across all 8,158 queries in the run, not one prompt contains the word “blocked”, “failed” or “wall”. The only evidence available is that the picture did not change, so noticing a failure is itself a perceptual act. In all three models the share of wasted actions rises over the episode rather than falling: Claude's blocked @@ -900,7 +1022,7 @@

5. The evidence that an action failed is on screen every turn, and none of i

Whether a plan was wrong because the maze was misread, or right and wrongly executed, is not - decidable from 149 episodes in a single rendering. That separation is what the language and 3D + decidable from 150 episodes in a single rendering. That separation is what the language and 3D renderings are for.

@@ -918,7 +1040,7 @@

5. The evidence that an action failed is on screen every turn, and none of i

Limitations

    -
  • This run cannot rank the three models. Six solves across 149 episodes is far too few, and once maze difficulty is accounted for the remaining gap in progress is indistinguishable from noise. What predicts how far an agent gets is the maze, not the model.
    • +
  • This run cannot rank the three models. Six solves across 150 episodes is far too few, and once maze difficulty is accounted for the remaining gap in progress is indistinguishable from noise. What predicts how far an agent gets is the maze, not the model.
  • Discovery rests on a single mechanism type. The claim would be stronger with a second unfamiliar affordance.
  • There is no human baseline yet, so the knowledge-free property is argued rather than measured.
  • Every axis except path length should be read as untested rather than inert. With mean progress at 0.215 and 6 solves, secondary effects have little room to show.
    • From 4e64c01986319463cf1e47fec0e5407ffe8f6c3c Mon Sep 17 00:00:00 2001 From: pranavguru Date: Wed, 5 Aug 2026 17:47:27 -0700 Subject: [PATCH 03/11] Updates to visuals and copy on v2.0/R1 page --- static/data/v2_r1_results.json | 1904 +++++++++++++++++++++++++++++ static/js/v2_r1_finding_charts.js | 359 ++++++ static/js/v2_r1_results_table.js | 97 +- static/pages/Multinetv2R1.html | 885 ++++++++++---- 4 files changed, 3001 insertions(+), 244 deletions(-) create mode 100644 static/js/v2_r1_finding_charts.js diff --git a/static/data/v2_r1_results.json b/static/data/v2_r1_results.json index 79c6356..48e41a3 100644 --- a/static/data/v2_r1_results.json +++ b/static/data/v2_r1_results.json @@ -416,5 +416,1909 @@ } ] } + }, + "scatter": { + "xLabel": "Shortest path (moves)", + "yLabel": "Progress score", + "series": [ + { + "model": "Claude Opus 4.8", + "points": [ + { + "x": 23, + "y": 0.188, + "solved": false + }, + { + "x": 23, + "y": 1.0, + "solved": true + }, + { + "x": 26, + "y": 0.45, + "solved": false + }, + { + "x": 26, + "y": 0.45, + "solved": false + }, + { + "x": 27, + "y": 0.25, + "solved": false + }, + { + "x": 27, + "y": 1.0, + "solved": true + }, + { + "x": 27, + "y": 0.25, + "solved": false + }, + { + "x": 28, + "y": 1.0, + "solved": true + }, + { + "x": 29, + "y": 0.25, + "solved": false + }, + { + "x": 29, + "y": 0.35, + "solved": false + }, + { + "x": 29, + "y": 0.25, + "solved": false + }, + { + "x": 30, + "y": 0.25, + "solved": false + }, + { + "x": 30, + "y": 0.35, + "solved": false + }, + { + "x": 36, + "y": 0.143, + "solved": false + }, + { + "x": 42, + "y": 0.143, + "solved": false + }, + { + "x": 42, + "y": 0.143, + "solved": false + }, + { + "x": 43, + "y": 0.257, + "solved": false + }, + { + "x": 43, + "y": 0.091, + "solved": false + }, + { + "x": 43, + "y": 0.143, + "solved": false + }, + { + "x": 44, + "y": 0.143, + "solved": false + }, + { + "x": 44, + "y": 0.091, + "solved": false + }, + { + "x": 44, + "y": 0.143, + "solved": false + 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"Mechanism", + "grid": 14, + "optimal": 91, + "v": [ + 0.0, + 0.154, + 0.044 + ], + "solved": [ + false, + false, + false + ] + }, + { + "id": "r1_M6_14x14_dense_kr_sg_kb_0", + "family": "Mechanism", + "grid": 14, + "optimal": 95, + "v": [ + 0.021, + 0.095, + 0.032 + ], + "solved": [ + false, + false, + false + ] + }, + { + "id": "r1_M6_14x14_dense_kr_sg_kb_1", + "family": "Mechanism", + "grid": 14, + "optimal": 106, + "v": [ + 0.009, + 0.396, + 0.057 + ], + "solved": [ + false, + false, + false + ] + }, + { + "id": "r1_D3_10x10_dense_deadend_ky_dy_1", + "family": "Distractor", + "grid": 10, + "optimal": 23, + "v": [ + 0.174, + 0.0, + 0.261 + ], + "solved": [ + false, + false, + false + ] + }, + { + "id": "r1_D2_8x8_corridor_wrong_ky_inactive_sb_sg_kr_1", + "family": "Distractor", + "grid": 8, + "optimal": 29, + "v": [ + 0.069, + 0.069, + 0.069 + ], + "solved": [ + false, + false, + false + ] + }, + { + "id": "r1_D2_10x10_corridor_wrong_ky_kr_inactive_sb_sg_kb_0", + "family": "Distractor", + "grid": 10, + "optimal": 47, + "v": [ + 0.17, + 0.489, + 0.128 + ], + "solved": [ + false, + false, + false + ] + }, + { + "id": "r1_D1_10x10_dense_wrong_ky_kr_sg_kb_1", + "family": "Distractor", + "grid": 10, + "optimal": 58, + "v": [ + 0.069, + 0.172, + 0.086 + ], + "solved": [ + false, + false, + false + ] + }, + { + "id": "r1_D1_10x10_dense_wrong_ky_kr_sg_kb_0", + "family": "Distractor", + "grid": 10, + "optimal": 61, + "v": [ + 0.049, + 0.082, + 0.049 + ], + "solved": [ + false, + false, + false + ] + }, + { + "id": "r1_D2_10x10_dense_wrong_ky_kr_inactive_sb_sg_kb_0", + "family": "Distractor", + "grid": 10, + "optimal": 61, + "v": [ + 0.049, + 0.082, + 0.18 + ], + "solved": [ + false, + false, + false + ] + }, + { + "id": "r1_D2_14x14_dense_wrong_ky_kr_inactive_sb_sg_kb_0", + "family": "Distractor", + "grid": 14, + "optimal": 95, + "v": [ + 0.021, + 0.116, + 0.095 + ], + "solved": [ + false, + false, + false + ] + }, + { + "id": "r1_D2_14x14_dense_wrong_ky_inactive_sb_sg_kr_1", + "family": "Distractor", + "grid": 14, + "optimal": 96, + "v": [ + 0.01, + 0.104, + 0.083 + ], + "solved": [ + false, + false, + false + ] + }, + { + "id": "r1_D2_14x14_dense_wrong_ky_kr_inactive_sb_sg_1", + "family": "Distractor", + "grid": 14, + "optimal": 96, + "v": [ + 0.01, + 0.094, + 0.062 + ], + "solved": [ + false, + false, + false + ] + }, + { + "id": "r1_D2_14x14_dense_wrong_ky_kr_inactive_sb_sg_kb_1", + "family": "Distractor", + "grid": 14, + "optimal": 106, + "v": [ + 0.009, + 0.047, + 0.075 + ], + "solved": [ + false, + false, + false + ] + } + ] + }, + "inversion": { + "note": "R-squared of progress against each maze property on its own, with model held constant.", + "features": [ + { + "name": "Shortest path", + "all": 0.283, + "short": 0.04, + "shortP": "0.23" + }, + { + "name": "Gates", + "all": 0.057, + "short": 0.16, + "shortP": "0.007" + }, + { + "name": "Switches", + "all": 0.05, + "short": 0.15, + "shortP": "0.010" + }, + { + "name": "Distractors", + "all": 0.02, + "short": 0.03, + "shortP": "0.05" + } + ], + "series": [ + { + "key": "all", + "label": "All 150 episodes" + }, + { + "key": "short", + "label": "Only the 69 short mazes" + } + ] + }, + "thinking": { + "turns": [ + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30 + ], + "series": [ + { + "model": "Claude Opus 4.8", + "median": [ + 17, + 553, + 566, + 569, + 630, + 390, + 348, + 307, + 277, + 266, + 276, + 229, + 264, + 269, + 227, + 237, + 236, + 222, + 247, + 245, + 282, + 229, + 233, + 300, + 276, + 290, + 237, + 269, + 202, + 263 + ] + }, + { + "model": "Kimi k2.6", + "median": [ + 10535, + 11077, + 15900, + 17471, + 20114, + 19812, + 21247, + 20857, + 23073, + 20643, + 20355, + 20938, + 19540, + 21171, + 23822, + 16462, + 19998, + 18769, + 19397, + 21191, + 23233, + 22458, + 23294, + 24570, + 21617, + 24344, + 19003, + 21644, + 21365, + 20396 + ] + }, + { + "model": "Qwen3.6-27B", + "median": [ + 15933, + 12399, + 12022, + 12990, + 17059, + 16287, + 17920, + 15624, + 16577, + 15221, + 17072, + 15912, + 17258, + 16664, + 17397, + 15649, + 16684, + 16709, + 16702, + 17226, + 16488, + 14882, + 17727, + 17915, + 16384, + 18107, + 17250, + 16637, + 15725, + 17569 + ] + } + ] } } \ No newline at end of file diff --git a/static/js/v2_r1_finding_charts.js b/static/js/v2_r1_finding_charts.js new file mode 100644 index 0000000..5a5c884 --- /dev/null +++ b/static/js/v2_r1_finding_charts.js @@ -0,0 +1,359 @@ +/* ============================================================ + MultiNet v2.0 R1 - charts that carry the findings + + Three visuals, each attached to the claim it evidences: + + 1. #r1-switch-funnel - the discovery wall. Agents reach the + switch and walk over it. Rendered as HTML rather than a + chart because it is a drop-off, not a distribution. + 2. #r1-scatter-chart - every episode against shortest path, + with solves marked. Shows the one verified difficulty axis. + 3. #r1-quarter-chart - how the composition of an agent's + actions shifts across an episode. Carries both "it gets + worse, not better" and the three failure styles. + + All three use the model brand colours so a reader can follow a + model across the page. + + Data: static/data/v2_r1_results.json + ============================================================ */ +(function () { + "use strict"; + + var COLOUR = { + "Claude Opus 4.8": "#D97757", + "Kimi k2.6": "#111111", + "Qwen3.6-27B": "#6950EF" + }; + + // ---- 0. every episode, as a grid --------------------------------------- + // 50 mazes x 3 models. Colour is how much of the way to the goal the agent + // got; a star marks a solve. Grouped by maze family, and within a family + // ordered by shortest path, so the left-to-right fade is the difficulty axis. + function renderGrid(data, el) { + var g = data.episodeGrid; + if (!g) return; + + var families = []; + g.mazes.forEach(function (m) { + var last = families[families.length - 1]; + if (!last || last.name !== m.family) families.push({ name: m.family, count: 1 }); + else last.count++; + }); + + var head = families.map(function (f) { + return '
    ' + f.name + + ' ' + f.count + "
    "; + }).join(""); + + var rows = g.models.map(function (model, mi) { + var cells = g.mazes.map(function (m) { + var v = m.v[mi]; + var solved = m.solved[mi]; + var title = m.id + " · " + m.family + " · " + m.grid + "x" + m.grid + + " · " + m.optimal + " moves · progress " + v.toFixed(2) + + (solved ? " · SOLVED" : ""); + return '' + + (solved ? "★" : "") + ""; + }).join(""); + return '
    ' + model + "
    " + + '
    ' + cells + "
    "; + }).join(""); + + el.innerHTML = + '
    ' + + '
    ' + head + "
    " + + rows + + '
    ' + + '
    shorter mazeslonger mazes →
    ' + + "
    " + + '
    ' + + "less progress" + + '' + + "more" + + '★ solved' + + "
    "; + } + + // ---- 1. switch discovery funnel ---------------------------------------- + function renderFunnel(data, el) { + var f = data.switchFunnel; + if (!f) return; + var top = f.steps[0].value; + + var steps = f.steps.map(function (s, i) { + var pct = (s.value / top) * 100; + return "" + + '
    ' + + '
    ' + s.label + "
    " + + '
    ' + + '' + + '' + s.value + "" + + "
    " + + "
    "; + }).join('
    ↓
    '); + + var contrast = f.contrast.map(function (c) { + return '
  • ' + c.value + "" + c.label + "
    • "; + }).join(""); + + el.innerHTML = + '
    ' + + '
    ' + + '

    The mechanism they had to discover

    ' + + steps + + "
    " + + '
    ' + + '

    The mechanisms they already knew

    ' + + "
      " + contrast + "
    " + + "

    Keys and doors were explained exactly as much as switches were: not at all.

    " + + "
    " + + "
    "; + } + + // ---- 2. progress vs shortest path -------------------------------------- + function renderScatter(data, canvas) { + if (!data.scatter || typeof Chart === "undefined") return; + + var datasets = []; + data.scatter.series.forEach(function (s) { + var c = COLOUR[s.model] || "#666"; + datasets.push({ + label: s.model, + data: s.points.filter(function (p) { return !p.solved; }), + backgroundColor: c + "99", + borderColor: "transparent", + pointRadius: 4, + pointHoverRadius: 6 + }); + datasets.push({ + label: s.model + " - solved", + data: s.points.filter(function (p) { return p.solved; }), + // Chart.js draws "star" as a stroked asterisk, so the visible colour + // comes from borderColor - a white border here renders invisibly. + backgroundColor: c, + borderColor: c, + borderWidth: 3, + pointStyle: "star", + pointRadius: 10, + pointHoverRadius: 13 + }); + }); + + new Chart(canvas.getContext("2d"), { + type: "scatter", + data: { datasets: datasets }, + options: { + responsive: true, + maintainAspectRatio: false, + plugins: { + legend: { + labels: { + usePointStyle: true, boxWidth: 8, + // one entry per model; the solve series share the name + filter: function (item) { return item.text.indexOf(" - solved") === -1; } + } + }, + tooltip: { + callbacks: { + label: function (ctx) { + return ctx.dataset.label.replace(" - solved", "") + + " · " + ctx.parsed.x + " moves · progress " + ctx.parsed.y.toFixed(2); + } + } + } + }, + scales: { + x: { title: { display: true, text: data.scatter.xLabel }, grid: { color: "rgba(0,0,0,0.05)" } }, + y: { title: { display: true, text: data.scatter.yLabel }, min: 0, max: 1.08, + grid: { color: "rgba(0,0,0,0.05)" } } + } + } + }); + } + + // ---- 3. how actions change across an episode --------------------------- + function renderQuarters(data, canvas, buttonBar, noteEl) { + if (!data.quarters || typeof Chart === "undefined") return; + var q = data.quarters; + var metric = "new"; + var chart = null; + + function draw() { + var m = q.metrics[metric]; + if (chart) chart.destroy(); + chart = new Chart(canvas.getContext("2d"), { + type: "line", + data: { + labels: q.xLabels, + datasets: q.series.map(function (s) { + var c = COLOUR[s.model] || "#666"; + return { + label: s.model, + data: s[metric], + borderColor: c, + backgroundColor: c, + pointRadius: 4, + pointHoverRadius: 6, + borderWidth: 2.5, + tension: 0.25 + }; + }) + }, + options: { + responsive: true, + maintainAspectRatio: false, + animation: { duration: 350 }, + interaction: { mode: "index", intersect: false }, + plugins: { + legend: { labels: { usePointStyle: true, boxWidth: 8 } }, + tooltip: { + callbacks: { + label: function (ctx) { return ctx.dataset.label + ": " + ctx.parsed.y + "%"; } + } + } + }, + scales: { + x: { title: { display: true, text: "Position within the episode" }, grid: { display: false } }, + y: { beginAtZero: true, title: { display: true, text: "% of the agent's actions" }, + grid: { color: "rgba(0,0,0,0.05)" } } + } + } + }); + if (noteEl) noteEl.textContent = m.hint; + } + + Object.keys(q.metrics).forEach(function (key) { + var b = document.createElement("button"); + b.className = "r1-metric-button" + (key === metric ? " active" : ""); + b.textContent = q.metrics[key].label; + b.addEventListener("click", function () { + metric = key; + Array.prototype.forEach.call(buttonBar.children, function (o) { + o.classList.toggle("active", o === b); + }); + draw(); + }); + buttonBar.appendChild(b); + }); + + draw(); + } + + // ---- 4. what each maze property explains, before and after the + // path-length term stops swamping it ------------------------------ + function renderInversion(data, canvas) { + if (!data.inversion || typeof Chart === "undefined") return; + var inv = data.inversion; + var labels = inv.features.map(function (f) { return f.name; }); + + new Chart(canvas.getContext("2d"), { + type: "bar", + data: { + labels: labels, + datasets: [ + { label: inv.series[0].label, data: inv.features.map(function (f) { return f.all; }), + backgroundColor: "#cbd5e1", borderRadius: 3 }, + { label: inv.series[1].label, data: inv.features.map(function (f) { return f.short; }), + backgroundColor: "#005A9C", borderRadius: 3 } + ] + }, + options: { + indexAxis: "y", + responsive: true, + maintainAspectRatio: false, + plugins: { + legend: { labels: { usePointStyle: true, pointStyle: "rect", boxWidth: 10 } }, + tooltip: { + callbacks: { + label: function (ctx) { + return ctx.dataset.label + ": R² " + ctx.parsed.x.toFixed(2); + } + } + } + }, + scales: { + x: { beginAtZero: true, title: { display: true, text: "R² - share of progress the property explains" }, + grid: { color: "rgba(0,0,0,0.05)" } }, + y: { grid: { display: false } } + } + } + }); + } + + // ---- 5. thinking spent per turn ---------------------------------------- + function renderThinking(data, canvas) { + if (!data.thinking || typeof Chart === "undefined") return; + var t = data.thinking; + + new Chart(canvas.getContext("2d"), { + type: "line", + data: { + labels: t.turns, + datasets: t.series.map(function (s) { + var c = COLOUR[s.model] || "#666"; + return { + label: s.model, data: s.median, + borderColor: c, backgroundColor: c, + pointRadius: 0, pointHoverRadius: 4, + borderWidth: 2.2, tension: 0.25 + }; + }) + }, + options: { + responsive: true, + maintainAspectRatio: false, + interaction: { mode: "index", intersect: false }, + plugins: { + legend: { labels: { usePointStyle: true, boxWidth: 8 } }, + tooltip: { + callbacks: { + title: function (items) { return "Turn " + items[0].label; }, + label: function (ctx) { + return ctx.dataset.label + ": " + ctx.parsed.y.toLocaleString() + " tokens"; + } + } + } + }, + scales: { + x: { title: { display: true, text: "Turn within the episode" }, grid: { display: false } }, + y: { type: "logarithmic", title: { display: true, text: "Median thinking tokens" }, + grid: { color: "rgba(0,0,0,0.05)" } } + } + } + }); + } + + function init() { + var gridEl = document.getElementById("r1-episode-grid"); + var invEl = document.getElementById("r1-inversion-chart"); + var thinkEl = document.getElementById("r1-thinking-chart"); + var funnelEl = document.getElementById("r1-switch-funnel"); + var scatterEl = document.getElementById("r1-scatter-chart"); + var quarterEl = document.getElementById("r1-quarter-chart"); + if (!gridEl && !funnelEl && !scatterEl && !quarterEl && !invEl && !thinkEl) return; + + var onHome = /\/(index\.html)?$/.test(window.location.pathname); + var path = (onHome ? "static/data/" : "../data/") + "v2_r1_results.json"; + + fetch(path) + .then(function (r) { return r.json(); }) + .then(function (data) { + if (gridEl) renderGrid(data, gridEl); + if (funnelEl) renderFunnel(data, funnelEl); + if (scatterEl) renderScatter(data, scatterEl); + if (quarterEl) { + renderQuarters(data, quarterEl, + document.getElementById("r1-quarter-metrics"), + document.getElementById("r1-quarter-note")); + } + if (invEl) renderInversion(data, invEl); + if (thinkEl) renderThinking(data, thinkEl); + }) + .catch(function (err) { console.error("R1 finding charts:", err); }); + } + + if (document.readyState === "loading") document.addEventListener("DOMContentLoaded", init); + else init(); +})(); diff --git a/static/js/v2_r1_results_table.js b/static/js/v2_r1_results_table.js index 160ce21..f573799 100644 --- a/static/js/v2_r1_results_table.js +++ b/static/js/v2_r1_results_table.js @@ -15,53 +15,71 @@ function fmt(n, dp) { return Number(n).toFixed(dp); } - function render(data, container) { - var run = data.run; + // Brand marks, so each model card is identifiable at a glance. + var BRAND = { + "Claude Opus 4.8": { colour: "#D97757", logo: "claude.svg" }, + "Kimi k2.6": { colour: "#000000", logo: "kimi.svg" }, + "Qwen3.6-27B": { colour: "#6950EF", logo: "qwen.svg" } + }; + + function bar(value, max, cls) { + var pct = Math.max(0, Math.min(100, (value / max) * 100)); + return ''; + } + + function render(data, container, assetBase) { var models = data.models; - var rows = models.map(function (m) { - var tokens = (m.tokensLowerBound ? "≥" : "") + m.tokensPerNewTile.toLocaleString(); + // scale every bar against the strongest value in its own column + var maxSteps = Math.max.apply(null, models.map(function (m) { return m.stepsMean; })); + var maxTokens = Math.max.apply(null, models.map(function (m) { return m.tokensPerNewTile; })); + + var cards = models.map(function (m) { + var b = BRAND[m.name] || { colour: "#64748b", logo: null }; + var tokens = (m.tokensLowerBound ? "≥" : "") + Math.round(m.tokensPerNewTile / 1000) + "k"; var ended = [ m.stallKills + " stalled", m.capKills ? m.capKills + " hit the step cap" : null - ].filter(Boolean).join(", "); + ].filter(Boolean).join(" · "); + + var mark = b.logo + ? '' + : ""; return "" + - "" + - '' + m.name + "" + - '' + m.solved + "" + - ' / ' + m.episodes + "" + - '' + fmt(m.progressMean, 2) + "" + - ' median ' + fmt(m.progressMedian, 2) + "" + - '' + fmt(m.stepsMean, 1) + "" + - ' ± ' + fmt(m.stepsSd, 1) + "" + - "" + tokens + "" + - "" + fmt(m.noEffectRate, 2) + "" + - '' + ended + "" + - ""; + '
    ' + + '
    ' + mark + "

    " + m.name + "

    " + + + '
    ' + + '' + m.solved + '/' + m.episodes + "" + + 'mazes solved' + + "
    " + + + '
    ' + + '
    ' + + "
    Average progress
    " + + "
    " + bar(m.progressMean, 1) + '' + fmt(m.progressMean, 2) + "
    " + + "
    " + + '
    ' + + "
    Average steps before the episode ended
    " + + "
    " + bar(m.stepsMean, maxSteps) + '' + fmt(m.stepsMean, 1) + "
    " + + "
    " + + '
    ' + + "
    Tokens per new tile reached
    " + + "
    " + bar(m.tokensPerNewTile, maxTokens) + '' + tokens + "
    " + + "
    " + + '
    ' + + "
    Actions that changed nothing
    " + + "
    " + bar(m.noEffectRate, 1) + '' + + Math.round(m.noEffectRate * 100) + "%
    " + + "
    " + + "
    " + + + '
    ' + ended + "
    " + + "
    "; }).join(""); - container.innerHTML = "" + - '
    ' + - '' + - "" + - "" + - '' + - '' + - '' + - '' + - '' + - "" + - "" + - "" + rows + "" + - "
    ModelSolvedreached the goalProgressshare of the distance closedSteps to terminationmean ± SDTokens per new tilepooledActions with no effectpooled rateHow episodes ended
    " + - "
    " + - '

    ' + - run.mazes + " mazes × " + run.models + " models = " + run.episodes + - " episodes, nothing excluded. Every model ran under the same protocol " + - "and the same " + run.tokenBudget + ". Kimi token counts are lower bounds: a provider " + - "incident left usage fields missing on some turns." + - "

    "; + container.innerHTML = '
    ' + cards + "
    "; } function init() { @@ -70,13 +88,14 @@ var onHome = /\/(index\.html)?$/.test(window.location.pathname); var path = (onHome ? "static/data/" : "../data/") + "v2_r1_results.json"; + var assetBase = onHome ? "static/" : "../"; fetch(path) .then(function (r) { if (!r.ok) throw new Error("HTTP " + r.status); return r.json(); }) - .then(function (data) { render(data, container); }) + .then(function (data) { render(data, container, assetBase); }) .catch(function (err) { container.innerHTML = '
    Could not load R1 results: ' + err.message + "
    "; diff --git a/static/pages/Multinetv2R1.html b/static/pages/Multinetv2R1.html index 72feb28..5a3e7b5 100644 --- a/static/pages/Multinetv2R1.html +++ b/static/pages/Multinetv2R1.html @@ -371,39 +371,273 @@ width: 100%; aspect-ratio: 16 / 10; border-radius: 10px; background: #000; box-shadow: 0 4px 16px rgba(0,0,0,0.15); display: block; } - /* ---------- Results table ---------- */ - .r1-table-wrap { overflow-x: auto; border-radius: 8px; box-shadow: 0 2px 8px rgba(0,0,0,0.1); background: #fff; } - .r1-table { width: 100%; border-collapse: collapse; font-size: 14px; } - .r1-table th, .r1-table td { padding: 12px 10px; border: 1px solid #e5e7eb; text-align: center; } - .r1-table th { - background: #f8f9fa; font-weight: 600; color: #374151; - vertical-align: top; font-size: 13px; - } - .r1-table .r1-hint { - display: block; font-weight: 400; font-size: 10px; - color: #6b7280; margin-top: 3px; line-height: 1.3; - } - .r1-table .r1-model { text-align: left; font-weight: 700; color: #1e293b; font-size: 15px; } - .r1-table .r1-big { font-weight: 600; color: #374151; font-size: 15px; } - .r1-table .r1-sub { color: #6b7280; font-size: 12px; } - .r1-table .r1-ended { font-size: 12px; color: #4b5563; } - .r1-table tbody tr:hover { background: #f8f9fa; } - .r1-table-note { font-size: 0.85rem; color: #666; margin-top: 0.85rem; line-height: 1.55; } - - /* ---------- Mechanism table ---------- */ - .r1-mech { width: 100%; border-collapse: collapse; font-size: 0.92rem; } - .r1-mech th, .r1-mech td { padding: 12px 14px; border-bottom: 1px solid #e5e7eb; text-align: left; vertical-align: top; } - .r1-mech th { background: #f8f9fa; font-weight: 600; } - .r1-mech td:first-child { font-weight: 600; color: #005A9C; white-space: nowrap; } - - /* ---------- Protocol sweep table ---------- */ - .r1-sweep { width: 100%; border-collapse: collapse; font-size: 0.9rem; } - .r1-sweep th, .r1-sweep td { padding: 10px 12px; border-bottom: 1px solid #e5e7eb; text-align: left; } - .r1-sweep th { background: #f8f9fa; font-weight: 600; } - .r1-sweep td:last-child, .r1-sweep th:last-child { text-align: right; white-space: nowrap; } - .r1-sweep tr.is-baseline { background: #eef6ff; } - .r1-sweep tr.is-worst { background: #fff4f4; } - .r1-sweep code { background: #f1f5f9; padding: 1px 5px; border-radius: 3px; font-size: 0.85em; } + /* ---------- Results: one card per model ---------- */ + .r1-results { + display: grid; + grid-template-columns: repeat(3, 1fr); + gap: 1.1rem; + } + @media screen and (max-width: 860px) { .r1-results { grid-template-columns: 1fr; } } + + .r1-rc { + display: flex; flex-direction: column; + border: 1px solid #e8ebee; + border-radius: 14px; + background: #fff; + overflow: hidden; + transition: border-color 0.25s ease, box-shadow 0.25s ease, transform 0.25s ease; + } + .r1-rc:hover { + transform: translateY(-3px); + border-color: color-mix(in srgb, var(--c) 32%, transparent); + box-shadow: 0 12px 26px color-mix(in srgb, var(--c) 14%, transparent); + } + + .r1-rc__head { + display: flex; align-items: center; gap: 0.55em; + padding: 0.9rem 1.15rem; + border-bottom: 1px solid #f1f5f9; + } + .r1-rc__logo { + width: 20px; height: 20px; flex: 0 0 auto; + background-color: var(--c); + -webkit-mask: var(--logo) center / contain no-repeat; + mask: var(--logo) center / contain no-repeat; + } + .r1-rc__head h4 { + margin: 0; font-size: 0.98rem; font-weight: 700; color: #1e293b; + } + + /* the headline number for this model */ + .r1-rc__hero { + padding: 1.3rem 1.15rem 1.1rem; + text-align: center; + background: linear-gradient(180deg, color-mix(in srgb, var(--c) 7%, transparent), transparent); + } + .r1-rc__hero-num { + display: block; + font-size: 2.5rem; font-weight: 700; line-height: 1; + color: var(--c); font-variant-numeric: tabular-nums; + } + .r1-rc__hero-num .den { + font-size: 1.15rem; font-weight: 500; color: #94a3b8; + } + .r1-rc__hero-lab { + display: block; margin-top: 0.3rem; + font-size: 0.85rem; color: #64748b; + } + + .r1-rc__metrics { margin: 0; padding: 0 1.15rem 0.4rem; } + .r1-rc__metric { padding: 0.6rem 0; border-top: 1px solid #f1f5f9; } + .r1-rc__metric dt { + font-size: 0.78rem; font-weight: 600; color: #475569; + margin-bottom: 0.35rem; line-height: 1.35; + } + .r1-rc__metric dd { + margin: 0; display: flex; align-items: center; gap: 0.6rem; + } + .r1-rc__metric dd .v { + flex: 0 0 auto; min-width: 3.1em; text-align: right; + font-size: 0.9rem; font-weight: 700; color: #1e293b; + font-variant-numeric: tabular-nums; + } + + .r1-bar { + flex: 1 1 auto; height: 7px; border-radius: 999px; + background: #eef2f6; position: relative; overflow: hidden; + } + .r1-bar > span { + position: absolute; inset: 0 auto 0 0; + width: var(--w); border-radius: 999px; + background: color-mix(in srgb, var(--c) 78%, #fff); + } + + .r1-rc__foot { + margin-top: auto; + padding: 0.7rem 1.15rem; + border-top: 1px solid #f1f5f9; + background: #fafbfc; + font-size: 0.78rem; color: #64748b; text-align: center; + } + + /* Keep the same metric on the same line across all three cards, even when + one description runs to an extra line. Two levels of subgrid: the card + shares the grid's rows, and the metric list shares four of them. */ + @supports (grid-template-rows: subgrid) { + .r1-results { grid-template-rows: auto auto repeat(4, auto) auto; } + .r1-rc { + display: grid; + grid-row: span 7; + grid-template-rows: subgrid; + row-gap: 0; + } + .r1-rc__metrics { + display: grid; + grid-row: span 4; + grid-template-rows: subgrid; + row-gap: 0; + } + .r1-rc__metric { display: flex; flex-direction: column; justify-content: flex-end; } + } + + /* ---------- Mechanisms: what each one isolates ---------- */ + .r1-mechs { + list-style: none; + margin: 0; + padding: 0 0 0 0.25rem; + position: relative; + } + /* the spine running through the nodes */ + .r1-mechs::before { + content: ""; + position: absolute; + left: 21px; top: 12px; bottom: 12px; + width: 2px; + background: linear-gradient(180deg, #e2e8f0, #cbd5e1 12%, #cbd5e1 88%, #e2e8f0); + } + .r1-mech-item { + position: relative; + display: flex; + align-items: flex-start; + gap: 1rem; + padding: 0.55rem 0; + } + .r1-mech-item__node { + position: relative; + z-index: 1; + flex: 0 0 auto; + width: 44px; height: 44px; + display: inline-flex; align-items: center; justify-content: center; + border-radius: 50%; + background: #fff; + border: 2px solid color-mix(in srgb, var(--c) 30%, #fff); + color: var(--c); + font-size: 1rem; + transition: background 0.25s ease, border-color 0.25s ease, + color 0.25s ease, transform 0.25s ease; + } + .r1-mech-item__body { + flex: 1 1 auto; + border: 1px solid #e8ebee; + border-left: 3px solid color-mix(in srgb, var(--c) 45%, #fff); + border-radius: 10px; + padding: 0.85rem 1.1rem; + background: #fff; + transition: border-color 0.25s ease, box-shadow 0.25s ease, transform 0.25s ease; + } + .r1-mech-item:hover .r1-mech-item__node { + background: var(--c); border-color: var(--c); color: #fff; transform: scale(1.06); + } + .r1-mech-item:hover .r1-mech-item__body { + border-left-color: var(--c); + box-shadow: 0 6px 18px color-mix(in srgb, var(--c) 13%, transparent); + transform: translateX(2px); + } + .r1-mech-item__tag { + display: inline-block; + font-size: 0.66rem; font-weight: 700; + letter-spacing: 0.09em; text-transform: uppercase; + color: var(--c); + background: color-mix(in srgb, var(--c) 11%, transparent); + border-radius: 4px; padding: 0.15em 0.5em; + margin-bottom: 0.3rem; + } + .r1-mech-item h4 { + font-weight: 700; font-size: 1.02rem; color: #1e293b; + margin: 0 0 0.25rem; + } + .r1-mech-item p { font-size: 0.89rem; line-height: 1.55; color: #4a4a4a; margin: 0; } + + @media screen and (max-width: 520px) { + .r1-mechs::before { display: none; } + .r1-mech-item { gap: 0.7rem; } + .r1-mech-item__node { width: 36px; height: 36px; font-size: 0.85rem; } + } + + /* ---------- Protocol sweep ---------- */ + .r1-sweep { + border: 1px solid #e8ebee; + border-radius: 12px; + overflow: hidden; + background: #fff; + } + .r1-sweep__head, + .r1-sweep__row { + display: grid; + grid-template-columns: 148px 1fr 168px; + gap: 1rem; + align-items: center; + padding: 0.7rem 1.1rem; + } + .r1-sweep__head { + background: #f8fafc; + border-bottom: 1px solid #e8ebee; + font-size: 0.72rem; font-weight: 700; + letter-spacing: 0.08em; text-transform: uppercase; color: #64748b; + } + .r1-sweep__score-head { text-align: right; } + .r1-sweep__row { + border-bottom: 1px solid #f1f5f9; + transition: background 0.18s ease; + } + .r1-sweep__row:last-child { border-bottom: 0; } + .r1-sweep__row:hover { background: #f8fafc; } + + .r1-sweep__axis { + font-size: 0.78rem; font-weight: 700; color: #475569; + line-height: 1.3; + } + /* the one row every other row is a deviation from */ + .r1-sweep__flag { + display: block; margin-top: 2px; + font-style: normal; font-size: 0.62rem; font-weight: 700; + letter-spacing: 0.08em; text-transform: uppercase; + color: #005A9C; + } + .r1-sweep__row.is-baseline { background: #f6fafe; } + .r1-sweep__row.is-baseline:hover { background: #eef6fd; } + + .r1-sweep__what p { font-size: 0.9rem; line-height: 1.5; color: #334155; margin: 0; } + .r1-sweep__what code { + display: inline-block; margin-top: 3px; + background: transparent; padding: 0; color: #94a3b8; + font-size: 0.72rem; + } + + /* score as a bar so the collapse is visible, not just readable */ + .r1-sweep__score { display: flex; align-items: center; gap: 0.65rem; } + .r1-sweep__score .bar { + flex: 1 1 auto; height: 8px; border-radius: 999px; + background: #eef2f6; position: relative; overflow: hidden; + } + .r1-sweep__score .bar::after { + content: ""; position: absolute; inset: 0 auto 0 0; + width: var(--w); border-radius: 999px; + background: linear-gradient(90deg, #4A9BD1, #005A9C); + } + .r1-sweep__score .n { + flex: 0 0 auto; width: 1.9em; text-align: right; + font-weight: 700; font-size: 0.95rem; color: #1e293b; + font-variant-numeric: tabular-nums; + } + /* the largest single effect in the sweep */ + .r1-sweep__row.is-worst .bar::after { background: linear-gradient(90deg, #E4796B, #C0392B); } + .r1-sweep__row.is-worst .n { color: #C0392B; } + + .r1-sweep__legend { + font-size: 0.82rem; color: #64748b; line-height: 1.5; + margin: 0.85rem 0 0; text-align: center; + } + + @media screen and (max-width: 720px) { + .r1-sweep__head { display: none; } + .r1-sweep__row { + grid-template-columns: 1fr; + gap: 0.4rem; + padding: 0.9rem 1rem; + } + .r1-sweep__score .bar { max-width: 200px; } + } /* ---------- Callout ---------- */ .r1-note { @@ -437,6 +671,125 @@ margin-top: 0.75rem; line-height: 1.5; font-style: italic; } + /* ---------- Every-episode grid ---------- */ + .r1-eg { + display: grid; + grid-template-columns: 108px 1fr; + gap: 4px 10px; + align-items: center; + } + .r1-eg__label { + font-size: 0.78rem; font-weight: 600; color: #475569; + text-align: right; line-height: 1.2; + } + .r1-eg__fams, .r1-eg__row { + display: grid; + grid-template-columns: repeat(50, 1fr); + gap: 2px; + } + .r1-eg__fam { + grid-column: span var(--span); + font-size: 0.68rem; font-weight: 700; letter-spacing: 0.05em; + text-transform: uppercase; color: #64748b; + border-bottom: 2px solid #e2e8f0; + padding-bottom: 3px; margin-bottom: 2px; + overflow: hidden; white-space: nowrap; + } + .r1-eg__fam span { font-weight: 400; color: #94a3b8; } + + .r1-eg__cell { + /* --v is the progress score, 0-1 */ + aspect-ratio: 1 / 3.4; + border-radius: 2px; + background: rgba(0, 90, 156, calc(0.06 + var(--v) * 0.94)); + display: flex; align-items: center; justify-content: center; + font-size: 0.6rem; color: #fff; line-height: 1; + cursor: default; + transition: transform 0.12s ease, outline-color 0.12s ease; + outline: 1px solid transparent; + } + .r1-eg__cell:hover { + transform: scaleY(1.06); + outline-color: #1e293b; + } + .r1-eg__cell.is-solved { background: #0B7285; } + + .r1-eg__axis { + display: flex; justify-content: space-between; + font-size: 0.7rem; color: #94a3b8; margin-top: 2px; + } + .r1-eg__key { + display: flex; align-items: center; justify-content: center; + gap: 0.5rem; margin-top: 0.9rem; + font-size: 0.75rem; color: #64748b; + } + .r1-eg__ramp { + width: 110px; height: 9px; border-radius: 999px; + background: linear-gradient(90deg, rgba(0,90,156,0.06), rgba(0,90,156,1)); + } + .r1-eg__keystar { margin-left: 0.8rem; color: #0B7285; font-weight: 600; } + + @media screen and (max-width: 700px) { + .r1-eg { grid-template-columns: 74px 1fr; gap: 3px 6px; } + .r1-eg__label { font-size: 0.68rem; } + .r1-eg__cell { aspect-ratio: 1 / 4.5; } + } + + /* ---------- Switch discovery funnel ---------- */ + .r1-fn { + display: grid; + grid-template-columns: 1.35fr 1fr; + gap: 1.25rem; + align-items: start; + } + @media screen and (max-width: 760px) { .r1-fn { grid-template-columns: 1fr; } } + + .r1-fn__title { + font-size: 0.72rem; font-weight: 700; letter-spacing: 0.08em; + text-transform: uppercase; color: #64748b; margin: 0 0 0.75rem; + } + .r1-fn__main, .r1-fn__aside { + border: 1px solid #e8ebee; border-radius: 12px; + padding: 1.15rem 1.25rem; background: #fff; + } + .r1-fn__step { margin: 0; } + .r1-fn__label { font-size: 0.85rem; color: #334155; margin-bottom: 0.3rem; } + .r1-fn__track { + display: flex; align-items: center; gap: 0.7rem; + height: 30px; + } + .r1-fn__fill { + height: 100%; width: var(--w); min-width: 3px; + border-radius: 6px; + background: linear-gradient(90deg, #7FB2DA, #005A9C); + } + .r1-fn__value { + font-weight: 700; font-size: 1.05rem; color: #1e293b; + font-variant-numeric: tabular-nums; + } + .r1-fn__step.is-zero .r1-fn__fill { background: #fde2e0; } + .r1-fn__step.is-zero .r1-fn__value { color: #C0392B; } + .r1-fn__arrow { + color: #cbd5e1; font-size: 0.9rem; line-height: 1; + margin: 0.35rem 0 0.35rem 0.2rem; + } + + .r1-fn__aside ul { list-style: none; margin: 0 0 0.9rem; padding: 0; } + .r1-fn__aside li { + display: flex; align-items: baseline; gap: 0.6rem; + font-size: 0.85rem; color: #334155; + padding: 0.4rem 0; border-bottom: 1px solid #f1f5f9; + } + .r1-fn__aside li:last-child { border-bottom: 0; } + .r1-fn__aside li .n { + flex: 0 0 auto; min-width: 1.8em; + font-weight: 700; font-size: 1.05rem; color: #1E8449; + font-variant-numeric: tabular-nums; + } + .r1-fn__aside p { font-size: 0.8rem; color: #64748b; margin: 0; line-height: 1.5; } + + .r1-figure--flush figcaption { margin-top: 1rem; } + /* ---------- Findings ---------- */ .r1-finding { margin-bottom: 1.75rem; } .r1-finding h4 { @@ -721,6 +1074,15 @@

    Progress score

+ +
+
+
+ Every episode in the run. Each column is a maze, each row a model, and colour is how much of the + way to the goal the agent got. Within each family the mazes run shortest to longest, so the fade + from left to right is difficulty. Stars mark the six solves — all of them at the short end. +
+

@@ -734,7 +1096,7 @@

Progress score

The environment

- An egocentric agent on a 2D grid, built on + An agent on a 2D grid, built on MiniGrid. Six actions: TURN_LEFT, TURN_RIGHT, MOVE_FORWARD, PICKUP, TOGGLE, DONE. The goal is a target tile. @@ -755,39 +1117,52 @@

The environment

-
- - - - - - - - - - - - - - - - - - - - - - - - - - -
MechanismWhat it isolates
Keys & doorsOperating an object the model already understands. Every model has seen a key open a door long before it arrives here.
SwitchesWorking out an object it has never been told about. A switch toggles from the same cell, while doors and gates act on the cell ahead — and the prompt names TOGGLE as valid without explaining either convention.
Dependency chainsOrdering. A gate that opens only once a switch is toggled, behind a door that opens only once its key is carried.
DistractorsRecovery. Decoy keys, inactive switches and dead-end branches that cost moves without advancing the task.
WallsExecution. Walking into one is an action the world rejects outright — the cheapest possible signal that a plan and the world have diverged.
-
+
    +
  1. + +
    + Control +

    Keys & doors

    +

    Operating an object the model already understands. Every model has seen a key open a door long before it arrives here.

    +
    +
    2. +
  2. + +
    + Discovery +

    Switches

    +

    Working out an object it has never been told about. A switch toggles from the same cell, while doors and gates act on the cell ahead — and the prompt names TOGGLE as valid without explaining either convention.

    +
    +
    3. +
  3. + +
    + Ordering +

    Dependency chains

    +

    A gate that opens only once a switch is toggled, behind a door that opens only once its key is carried.

    +
    +
    4. +
  4. + +
    + Recovery +

    Distractors

    +

    Decoy keys, inactive switches and dead-end branches that cost moves without advancing the task.

    +
    +
    5. +
  5. + +
    + Execution +

    Walls

    +

    Walking into one is an action the world rejects outright — the cheapest possible signal that a plan and the world have diverged.

    +
    +
    6. +

- Validation is more than a solvability check. Every instance is confirmed reachable by exhaustive + Every instance is confirmed reachable by exhaustive search, and the optimal action count is computed with an executable-action planner rather than an abstract one, so the figure charges what an agent actually pays: a locked door costs TOGGLE plus MOVE_FORWARD. Three further checks run against each spec. @@ -808,9 +1183,10 @@

The environment

-

Play one yourself

+

Play the Maze

- These are puzzles people solve without instruction. Try one, then look back at the table above. + Give some of the mazes a shot yourself. Try solving them, then compare how you did against the + frontier models.

@@ -833,53 +1209,158 @@

Play one yourself

-

How much of a score belongs to the protocol

+

Designing the benchmark with structured ablations

- A benchmark score is partly a property of the harness. We measured how much before - running the benchmark rather than after. The design holds one standard cell fixed and varies - twelve conditions across seven axes, each changing exactly one field. The maze manifest is fixed - at 15 instances and is completely disjoint from the R1 fifty, so tuning the - protocol could not leak into the benchmark it later scored. 540 episodes in total. + How a benchmark is run is part of what it measures, so we settled those choices by experiment + rather than by intuition. + A 540-episode sweep varies twelve conditions across seven axes of the evaluation protocol, + each changing exactly one field against a single fixed baseline, so any movement in the score + can be attributed to that one decision. +

+

+ The sweep ran on its own 15-maze manifest, completely disjoint from the 50 benchmark + mazes, so tuning the protocol could not leak into the benchmark it was later used to + score. Every setting the benchmark runs under was chosen from the evidence below.

-
- - - - - - - - - - - - - - - - - - -
ConditionWhat it changesSolves / 45
baseline_thinkingNot one of the seven axes. Re-runs the standard cell with reasoning enabled on all three models.30
cond_prompt·standardThe baseline itself: task, action list and mechanism positions, no full rules block.27
cond_prompt·minimalPrompt reduced to the task statement and the action list.27
cond_prompt·verbosePrompt extended with a full rules block.25
icl_zero_shotThe worked example removed from the prompt.25
qry_subgoalThe model commits a multi-step segment per call instead of a single action.20
ctx_text_summaryHistory given as a text summary in place of the three recent frames.17
hist_multiturnRolling chat history across turns instead of one self-contained message per query.15
ctx_currentHistory removed entirely, leaving only the current frame.14
act_cardinalEgocentric turn-and-move replaced with absolute cardinal directions. Observation untouched.12
qry_full_trajectoryThe model commits a complete action sequence in one call.11
obs_image_onlyThe text description of the world removed, leaving the rendered image alone.5
-
+
+
+ Axis + What the model was given + Solves / 45 +
-
-

- The two choices that most determine an agent benchmark's difficulty are not prompt - wording. Removing the text description of the world costs 22 of 27 solves. Changing only - the action interface, with the observation untouched, costs 15 of 27. Prompt detail across three - levels barely moves the score at all. -

+
+ Reasoning +
+

Reasoning turned on for all three models.

+ baseline_thinking +
+
30
+
+ +
+ Prompt baseline +
+

The task, the list of valid actions, and where the mechanisms are.

+ cond_prompt · standard +
+
27
+
+ +
+ Prompt +
+

Only the task and the list of valid actions — nothing about the mechanisms.

+ cond_prompt · minimal +
+
27
+
+ +
+ Prompt +
+

The baseline plus a full written rules block explaining how everything works.

+ cond_prompt · verbose +
+
25
+
+ +
+ Worked example +
+

No example solution to learn from — the model meets its first maze cold.

+ icl_zero_shot +
+
25
+
+ +
+ Decisions per call +
+

Commits several moves at a time instead of one move per turn.

+ qry_subgoal +
+
20
+
+ +
+ Memory +
+

A written summary of what has happened, instead of pictures of the last three steps.

+ ctx_text_summary +
+
17
+
+ +
+ Memory +
+

An ongoing conversation carried across turns, rather than one self-contained question each time.

+ hist_multiturn +
+
15
+
+ +
+ Memory +
+

Only the current view. No record of anything it has already done.

+ ctx_current +
+
14
+
+ +
+ Controls +
+

Move north, south, east or west, instead of turning and stepping forward.

+ act_cardinal +
+
12
+
+ +
+ Decisions per call +
+

Commits the entire route to the goal in a single answer, with no chance to adjust.

+ qry_full_trajectory +
+
11
+
+ +
+ What it sees +
+

Only the picture of the maze, with no text describing what is in it.

+ obs_image_only +
+
5
+
+

+ Each row changes one setting away from the baseline and leaves everything else untouched. + Bars are solves out of 45 — 15 mazes attempted by each of the three models. +

- R1 took from this: thinking on; the minimal prompt, which scores identically to - standard while giving the model less to lean on; image_only adopted - deliberately because it is the hard setting; the stall watchdog at K=30; and equal 64k - output budgets across all three models. + The above results set the benchmark's configuration. We take the minimal prompt, + because it scores identically to the fuller one while giving the model less to lean on — the + environment stays minimal, and anyone evaluating a model is free to add information through their + own harness. We take image_only deliberately, because the sweep identifies it as the + hardest setting and we would rather the benchmark have room to improve than saturate. Reasoning is + on for every model, at an equal 64k output budget, so no model is handed a bigger allowance than + another. +

+

+ Episodes have to end somehow, so two limits close them. A stall watchdog ends an + episode once the agent goes 30 consecutive steps without reaching a state it has not already been + in — a new tile, a key picked up, a door opened — which catches an agent that is still + issuing actions but no longer getting anywhere. A step cap ends it at three times + the number of moves a perfect solver would need, which keeps the budget relative to the difficulty + of the maze rather than a flat action count.

@@ -895,11 +1376,12 @@

How much of a score belongs to the prot

Results

- Three models, 50 mazes, 150 episodes, nothing excluded. The protocol cell is - minimal / image_only / egocentric / zero_shot / text_summary_and_last3 / stateless / - stall-K 30 / 3× BFS cap. Parity was verified: one distinct system prompt across all - 150 episodes, first-user text byte-identical across models for every maze, identical task-spec - hashes, zero parse failures and zero refusals. + Three models, 50 mazes, 150 episodes. The protocol the ablations above settled on: the model is + given the task and the list of valid actions and nothing else, sees only the rendered picture of + the maze with no text describing it, moves by turning and stepping forward, gets no worked example + to learn from, and is asked for one action at a time. Each question stands on its own and carries + a written summary of what has happened so far alongside pictures of the last three steps. Episodes + end on the stall watchdog or the 3× step cap.

@@ -907,31 +1389,14 @@

Results

- Read all three columns together. Claude is first on solves and last on progress: - it dies early at a median of 35 steps by walking into walls, while Kimi and Qwen survive to around - 58 and cover more ground without converting it. Which model “wins” depends entirely on - which metric you pick, which is why we publish success, progress and steps-to-termination side by - side rather than ranking. + Claude is first on solves and last on progress. It ends early, after 37.5 steps on average, by + walking into walls — 77% of its actions change nothing at all. Kimi and Qwen last around 61 + steps and cover more ground, at 0.23 progress against Claude's 0.19, without converting any of it + into solves. Which model “wins” depends entirely on which metric you pick, which is + why we publish solves, progress and steps side by side rather than ranking.

-
- Progress score for every maze and model, with solves marked -
- Every episode in the run. Each column is a maze, each row a model, colour is how much of the - distance to the goal was closed. Stars mark the six solves. The right-hand side of the grid — - the longer mazes — is almost uniformly pale. -
-
- -
- Failure taxonomy by model -
- Identical failure rate, three different ways of failing. All three models end 46 of their 50 - episodes on the stall watchdog, but Claude's terminal window is dominated by blocked forward - pushes while Kimi and Qwen churn and spin. -
-
@@ -943,110 +1408,119 @@

Results

-

What we find

- -
-

1. Frontier performance is near zero, and the split that separates every solve is sharp

-

- 6 solves in 150 episodes. 45 of the 50 mazes were never solved by any model, and one maze - was solved by two. Mazes with no switches and a shortest path of 45 moves or fewer - produced 6 solves in 24 episodes; all 126 remaining episodes failed. Nothing approaches the goal - either — the median episode's closest approach is 19 to 20 tiles, and the only episodes - reaching within 3 tiles are the solves themselves. -

-
+

Findings and Analysis

-

2. Discovery fails outright, while prior-supported affordances are operated competently

+

1. In a setting with nothing to know, failure cannot be blamed on missing knowledge

- No solve in 105 switch-maze episodes. It survives the difficulty control: hold the shortest path - at 45 moves or fewer and switch mazes still go 0 for 45 while switchless mazes go 6 for 24. Of - 132 TOGGLE actions issued across the run, 2 flipped a switch, 15 opened a door and - 115 did nothing — and 83 were issued somewhere a toggle could not possibly work. Agents - stood on a live switch in 38 of 105 episodes and pressed it in 2. + The usual escape hatch for a poor benchmark score is that the model was unfamiliar with the + interface. That reading is not available here, and the environment contains its own control to + prove it. Keys and doors are objects every model already understands; a switch is one it has to + work out during the episode. Both are given exactly the same treatment by the prompt — + which is to say, no explanation at all.

- The contrast is what makes this specific rather than a complaint that switch mazes are hard. - Keys and doors get the same absence of instruction and are operated fine, because they require - no discovery: the model already knows a key is picked up and opens a door before the episode - starts. On mechanisms that draw on what a model already knows, all three are competent. - On the one that requires learning something during the episode, none of them begin. + Models operate the familiar mechanism competently and never acquire the unfamiliar one. + The gap is not knowledge of an interface, it is the ability to acquire an affordance by + interacting with the world. That is also the actionable part: if a model will not pick + up an unfamiliar affordance on its own, the scaffolding around it has to, and this names exactly + which capability the scaffolding is compensating for.

+
+
+
+ Reaching the switch was never the bottleneck. Agents walked onto a live switch in 38 of the 105 + switch-maze episodes and pressed it twice. None of the 83 misplaced presses were even the + wrong-convention attempt a MiniGrid-trained prior would produce — the object is treated as + scenery rather than as something that might do anything. +
+
+
-

3. Shortest-path length is the one verified difficulty axis — but that is a limit of the measurement

+

2. Path length dominates so heavily that this run cannot resolve the other difficulty axes

- Shortest path in executable actions holds at R² 0.31. Grid size reaches 0.30 but correlates - with path length at r = 0.93, so it is the same axis under another name. No other property clears - significance across all 150 episodes. + Shortest path is the one property that clearly predicts how far an agent gets. Everything else + fails to clear significance across all 150 episodes — but that is a statement about the + measurement, not about the mechanisms. An agent asked to sustain eighty correct moves fails on + length alone, long before a switch or a distractor gets a chance to matter.

- These are not null results. Restrict to the 69 episodes on mazes short enough to leave headroom - — a shortest path of 45 or fewer — and the ordering inverts: gates rise from - R² 0.06 to 0.16 (p = 0.007), switches from 0.05 to 0.15 (p = 0.010), while path length - collapses from 0.31 to 0.04 and stops being significant at all. On long mazes, path length - swamps everything, because an agent asked to sustain eighty correct moves fails on length alone - before any mechanism gets a chance to matter. + Restrict the analysis to the 69 episodes on mazes short enough to leave headroom and the ordering + inverts. Gates and switches roughly triple in explanatory power while path length + collapses and stops being significant at all. Switch mazes also record zero solves in 105 + episodes while the progress regression on switches returns only p = 0.08 — the outcome + measure cannot see an effect the solve counts make obvious. + Path length is verified as a difficulty axis; the rest are untested at this difficulty + rather than shown to be inert.

+
+
+
+ How much of the variation in progress each maze property explains on its own. Across the whole + set, shortest path swamps everything. Among the short mazes, where finishing is actually + possible, it explains almost nothing and the mechanisms take over. +
+
+ +
+
+
+ Every one of the 150 episodes. Stars are the six solves, all on the shortest mazes in the set. + Past roughly 45 moves nothing is ever solved and progress decays toward zero. +
+
+
-

4. Test-time compute buys survival, not solves

+

3. Three models, three failure styles, and none of the differences convert into solves

- Kimi and Qwen spend 20 to 26 times more output tokens per newly discovered tile than Claude, - survive roughly 1.6× longer, see slightly more of the maze — and solve fewer of them. - Claude's median query is 289 output tokens, 0.5% of its 64k ceiling, with no truncation anywhere - in the run. Its thinking also contracts over an episode rather than escalating, and - contracts hardest exactly where it should expand: after a move that achieved nothing, median - thinking is 234 tokens against 579 after a move that worked. + All three end essentially every episode on the stall watchdog, but they arrive there by + different routes. Claude dies early, at a median of 35 steps, by pushing repeatedly into walls. + Kimi and Qwen survive to a median of 59 and 57 by turning and retreading ground they have + already covered. Kimi operates mechanisms more successfully than either of the others. +

+

+ Because the ranking inverts depending on whether you read solves or progress, this run cannot + say which of the three is better at the task — which is why the results above are reported + side by side rather than ranked.

- Output tokens spent per newly discovered tile, by model -
Output tokens spent for every new tile reached. The extra spending buys episode length, not completion.
+
+
+
-

5. The evidence that an action failed is on screen every turn, and none of it changes what the model does next

+

4. Test-time compute buys survival, not solves

- Across all 8,158 queries in the run, not one prompt contains the word “blocked”, - “failed” or “wall”. The only evidence available is that the picture did - not change, so noticing a failure is itself a perceptual act. In all three models the share of - wasted actions rises over the episode rather than falling: Claude's blocked - forward moves go from 43.7% of its actions in the first quarter to 80–83% thereafter, while - moves that work fall from 38.8% to 6.7%. Its stalled episodes end at 0.80× the steps an - optimal solution needs — on average it has given up before a perfect solver would have - finished — and 28 of 46 touched four or fewer distinct tiles on grids of 64 to 196 cells. + Kimi and Qwen spend 20 to 26 times more output tokens per newly discovered tile than Claude, + last around 1.6× longer, and see slightly more of the maze — and solve fewer of them. + Spending is not the constraint either: Claude's median query is 289 output tokens, half a + percent of the 64k it was given, with no truncation anywhere in the run.

- Whether a plan was wrong because the maze was misread, or right and wrongly executed, is not - decidable from 150 episodes in a single rendering. That separation is what the language and 3D - renderings are for. + Where the extra thinking goes is more telling than how much of it there is. Claude's thinking + contracts as an episode runs rather than escalating, and contracts hardest exactly + where it should expand — after a move that achieved nothing, its median thinking is 234 + tokens against 579 after a move that worked. Reasoning depth is not what is missing. + The agent is thinking hard about a state it has misread, and thinking less precisely when the + world tells it so.

-
-
-
-
- - -
-
-
-
-
-

Limitations

-
    -
  • This run cannot rank the three models. Six solves across 150 episodes is far too few, and once maze difficulty is accounted for the remaining gap in progress is indistinguishable from noise. What predicts how far an agent gets is the maze, not the model.
    • -
  • Discovery rests on a single mechanism type. The claim would be stronger with a second unfamiliar affordance.
    • -
  • There is no human baseline yet, so the knowledge-free property is argued rather than measured.
    • -
  • Every axis except path length should be read as untested rather than inert. With mean progress at 0.215 and 6 solves, secondary effects have little room to show.
    • -
  • We did not ablate telling the model how many steps it has left, which might prompt more efficient and cautious movement.
    • -
  • The stall watchdog is defeatable. Because its signature includes inventory and mechanism state, a single pickup or toggle re-arms the entire visited map. No model shows evidence of gaming it, but the rule lets an agent survive longer than intended.
    • -
+
+
+
+ Median thinking tokens by turn, on a log scale. Claude opens with an effectively thought-free + move, spikes once it engages, then settles into a decline it never comes out of. Kimi and Qwen + spend two orders of magnitude more throughout and convert none of it into solves. +
+
@@ -1140,6 +1614,7 @@

Citation

+ + + +

Continue to task page

+ + + diff --git a/static/pages/task.html b/static/pages/task.html new file mode 100644 index 0000000..37adf9f --- /dev/null +++ b/static/pages/task.html @@ -0,0 +1,106 @@ + + + + + + MultiNet Task + + + + + +
+ + MultiNet + MultiNet + + +
+ +
+
+
+

R1 human play

+

Loading…

+

+
+
+ + +
+
+ +
+ +
+
+

MultiNet v2.0 Benchmark

+

Can you solve what frontier models cannot?

+ +
+
+ +
+
+
+
MultiNet v2.0 Benchmark
+
+
+
+ + +
+
+ +
+ + +
+ MiniGrid +
+
+

+

+

+

+

+

+ + + + + +
PlayerResult
+

R reset · [ ] switch task · Q quit

+
+
+
+ + +
+ +
+
Solve the task using only the information visible in the maze.
+
[ / ] switch task · Tab settings · M model view · Q quit
+
+
+
+ + + + From 989bebdec52787cfd75973d0c41927b131568dab Mon Sep 17 00:00:00 2001 From: Arushi Jain Date: Tue, 4 Aug 2026 22:17:02 -0400 Subject: [PATCH 06/11] Embed the game in dummy page --- static/css/play.css | 25 ++- static/css/v2.css | 334 +++++++++++++++++++++++++++++++++++ static/js/play.js | 46 +++++ static/pages/Multinetv2.html | 251 ++++++++++++++++++++++++++ static/pages/task.html | 107 +++++------ 5 files changed, 710 insertions(+), 53 deletions(-) create mode 100644 static/css/v2.css create mode 100644 static/pages/Multinetv2.html diff --git a/static/css/play.css b/static/css/play.css index 90d1f82..d55bc02 100644 --- a/static/css/play.css +++ b/static/css/play.css @@ -24,7 +24,8 @@ * { box-sizing: border-box; } -body { +/* Standalone player page (task.html). Content hosts override via .play-host. */ +body.play-standalone { margin: 0; min-height: 100vh; display: grid; @@ -34,6 +35,19 @@ body { font-family: "Segoe UI", system-ui, sans-serif; } +.play-host { + position: relative; + width: max-content; + max-width: 100%; + margin: 0 auto; + outline: none; +} + +.play-host:focus-visible { + box-shadow: 0 0 0 3px rgba(0, 90, 156, 0.35); + border-radius: 22px; +} + .card, #end .panel { color: var(--text); @@ -340,6 +354,15 @@ body { padding: 24px; } +/* On content pages, splash is in-flow so the embed keeps height before play. */ +body:not(.play-standalone) .play-host #splash { + position: relative; + inset: auto; + border-radius: 20px; + min-height: 420px; + width: min(1100px, 96vw); +} + #splash.show { display: grid; } diff --git a/static/css/v2.css b/static/css/v2.css new file mode 100644 index 0000000..97b107a --- /dev/null +++ b/static/css/v2.css @@ -0,0 +1,334 @@ +/* MultiNet v2.0 research/content page — game + scrollable site content. */ + +body.v2-page { + margin: 0; + background: #f7f8fb; + color: #1f2430; + font-family: "Google Sans", "Noto Sans", "Castoro", sans-serif; +} + +.v2-top { + display: flex; + align-items: center; + justify-content: space-between; + gap: 16px; + padding: 14px 28px; + background: #fff; + border-bottom: 1px solid #e4e7ee; + position: sticky; + top: 0; + z-index: 20; +} + +.v2-brand { + display: inline-flex; + align-items: center; + gap: 10px; + color: #1f2430; + font-weight: 700; + text-decoration: none; +} + +.v2-brand img { + border-radius: 8px; +} + +.v2-nav { + display: flex; + flex-wrap: wrap; + gap: 14px; + align-items: center; + font-size: 0.95rem; +} + +.v2-nav a { + color: #4a5160; + text-decoration: none; +} + +.v2-nav a:hover { + color: #005a9c; +} + +.v2-nav .current { + color: #005a9c; + font-weight: 700; +} + +.v2-main { + width: min(1180px, 96vw); + margin: 0 auto; + padding: 0 12px 64px; +} + +.v2-hero { + padding: 40px 0 18px; + text-align: center; +} + +.v2-hero .eyebrow { + margin: 0 0 8px; + text-transform: uppercase; + letter-spacing: 0.12em; + font-size: 0.75rem; + color: #6b7280; +} + +.v2-hero h1 { + margin: 0 0 12px; + font-size: clamp(1.7rem, 3.4vw, 2.5rem); + line-height: 1.2; + color: #12151c; +} + +.v2-hero .lede { + margin: 0 auto 18px; + max-width: 46rem; + color: #4a5160; + line-height: 1.5; + font-size: 1.05rem; +} + +.v2-links { + display: flex; + flex-wrap: wrap; + gap: 10px; + justify-content: center; + margin-bottom: 8px; +} + +.v2-links a { + display: inline-flex; + align-items: center; + gap: 8px; + padding: 8px 14px; + border-radius: 999px; + background: #1f2430; + color: #fff; + text-decoration: none; + font-size: 0.92rem; + font-weight: 600; +} + +.v2-links a:hover { + background: #005a9c; +} + +.v2-play-section { + padding: 12px 0 36px; +} + +.v2-play-section .section-label { + margin: 0 0 14px; + text-align: center; + letter-spacing: 0.14em; + text-transform: uppercase; + font-size: 0.78rem; + font-weight: 700; + color: #6b7280; +} + +.v2-play-frame { + background: #fff; + border: 1px solid #e4e7ee; + border-radius: 24px; + padding: 18px 14px 22px; + box-shadow: 0 10px 30px rgba(18, 21, 28, 0.06); +} + +.v2-play-meta { + display: flex; + flex-wrap: wrap; + align-items: flex-start; + justify-content: space-between; + gap: 12px; + margin-bottom: 14px; + padding: 0 6px; +} + +.v2-play-meta h2 { + margin: 0 0 4px; + font-size: 1.15rem; + color: #12151c; +} + +.v2-play-meta p { + margin: 0; + color: #4a5160; + font-size: 0.95rem; +} + +.v2-play-meta .task-heading-nav { + display: flex; + gap: 8px; +} + +.v2-play-meta .task-heading-nav button { + font: inherit; + padding: 8px 12px; + border: 1px solid #d5dae3; + border-radius: 8px; + background: #fff; + cursor: pointer; +} + +.v2-play-meta .task-heading-nav button:hover { + border-color: #9aa3b5; +} + +.v2-page #error { + margin: 0 6px 14px; + background: #fff5f5; + border: 1px solid #ffc9c9; + border-radius: 10px; + color: #c92a2a; +} + +.v2-play-hint { + margin: 14px 6px 0; + text-align: center; + color: #6b7280; + font-size: 0.88rem; +} + +.v2-section { + padding: 36px 0; + border-top: 1px solid #e4e7ee; +} + +.v2-section h2 { + margin: 0 0 14px; + text-align: center; + font-size: 1.6rem; + color: #12151c; +} + +.v2-section .body { + margin: 0 auto; + max-width: 48rem; + color: #3a4150; + line-height: 1.65; +} + +.v2-section .body p { + margin: 0 0 12px; +} + +.v2-section .body ul { + margin: 0 0 12px; + padding-left: 1.2rem; +} + +.v2-figure { + margin: 20px auto 0; + max-width: 720px; + text-align: center; +} + +.v2-figure .placeholder { + display: grid; + place-items: center; + min-height: 220px; + border-radius: 16px; + border: 1px dashed #c5ccd8; + background: + linear-gradient(135deg, rgba(0, 90, 156, 0.06), rgba(0, 90, 156, 0.02)), + #fff; + color: #6b7280; + font-weight: 600; +} + +.v2-figure figcaption { + margin-top: 10px; + color: #6b7280; + font-size: 0.9rem; + font-style: italic; +} + +.v2-table-wrap { + margin-top: 18px; + overflow-x: auto; + border: 1px solid #e4e7ee; + border-radius: 12px; + background: #fff; +} + +.v2-table { + width: 100%; + border-collapse: collapse; + min-width: 520px; + font-size: 0.95rem; +} + +.v2-table th, +.v2-table td { + padding: 12px 14px; + border-bottom: 1px solid #eef1f6; + text-align: left; +} + +.v2-table th { + background: #f3f5f9; + color: #1f2430; + font-weight: 700; +} + +.v2-table tr:last-child td { + border-bottom: 0; +} + +.v2-resource-grid { + display: grid; + grid-template-columns: repeat(auto-fit, minmax(220px, 1fr)); + gap: 14px; + margin-top: 18px; +} + +.v2-resource { + display: block; + padding: 16px 18px; + border-radius: 12px; + border: 1px solid #e4e7ee; + background: #fff; + text-decoration: none; + color: inherit; +} + +.v2-resource:hover { + border-color: #005a9c; +} + +.v2-resource strong { + display: block; + margin-bottom: 6px; + color: #005a9c; +} + +.v2-resource span { + color: #4a5160; + font-size: 0.92rem; + line-height: 1.4; +} + +.v2-footer { + margin-top: 24px; + padding: 28px 0 8px; + text-align: center; + color: #6b7280; + font-size: 0.9rem; + border-top: 1px solid #e4e7ee; +} + +@media (max-width: 720px) { + .v2-top { + padding: 12px 16px; + } + + .v2-play-frame { + padding: 12px 8px 16px; + } + + .v2-hero { + padding-top: 28px; + } +} diff --git a/static/js/play.js b/static/js/play.js index bf93918..384c207 100644 --- a/static/js/play.js +++ b/static/js/play.js @@ -60,11 +60,53 @@ pageDesc: document.getElementById("page-desc"), }; + const playHost = document.getElementById("play-host"); + const focusKeyboard = document.body.classList.contains("play-focus-keys"); + let gameId = null; let task = null; let view = null; let playing = false; let busy = false; + let hostFocused = !focusKeyboard; + let hostVisible = true; + + function keyboardActive() { + if (!focusKeyboard) return true; + return hostFocused && hostVisible; + } + + function releaseGameKeys() { + hostFocused = false; + if (playHost && document.activeElement === playHost) playHost.blur(); + } + + if (playHost && focusKeyboard) { + playHost.addEventListener("pointerdown", () => { + hostFocused = true; + playHost.focus({ preventScroll: true }); + }); + playHost.addEventListener("focusin", () => { + hostFocused = true; + }); + playHost.addEventListener("focusout", (ev) => { + if (!playHost.contains(ev.relatedTarget)) hostFocused = false; + }); + document.addEventListener("pointerdown", (ev) => { + if (!playHost.contains(ev.target)) releaseGameKeys(); + }); + // Scrolling away keeps DOM focus on the board; release keys when mostly off-screen. + if ("IntersectionObserver" in window) { + const io = new IntersectionObserver( + ([entry]) => { + hostVisible = entry.isIntersecting && entry.intersectionRatio >= 0.35; + if (!hostVisible) releaseGameKeys(); + }, + { threshold: [0, 0.35, 0.7, 1] }, + ); + io.observe(playHost); + } + } function svgIcon(kind, color) { const c = color || "#c9ccd9"; @@ -315,6 +357,7 @@ playing = true; els.splash.classList.remove("show"); els.card.style.display = "block"; + if (playHost) playHost.focus({ preventScroll: true }); } document.getElementById("splash-play").onclick = beginPlay; @@ -337,6 +380,7 @@ if (pageNext) pageNext.onclick = () => document.getElementById("next").click(); window.addEventListener("keydown", (ev) => { + // Splash: Enter/Space always start play (matches on-screen copy). if (!playing) { if (ev.key === "Enter" || ev.key === " ") { ev.preventDefault(); @@ -344,6 +388,8 @@ } return; } + // After splash, content pages only take game keys while the board is focused. + if (!keyboardActive()) return; if (ev.key === "r" || ev.key === "R") { ev.preventDefault(); doReset(); diff --git a/static/pages/Multinetv2.html b/static/pages/Multinetv2.html new file mode 100644 index 0000000..288a4bb --- /dev/null +++ b/static/pages/Multinetv2.html @@ -0,0 +1,251 @@ + + + + + + MultiNet v2.0 — Spatial Reasoning Benchmark + + + + + + + + + +
+ + MultiNet + MultiNet + + +
+ +
+
+

Benchmark release · dummy page

+

MultiNet v2.0: Spatial Reasoning on Grid Worlds

+

+ Play the interactive R1 mazes below — the same tasks used to score frontier models. + Scroll for overview, sample results, figures, and resources. +

+
+ Play + Abstract + Code + Cite +
+
+ +
+

Interactive demo

+
+
+
+

Loading…

+

Click the board, then use keyboard or on-screen controls.

+
+
+ + +
+
+ +
+ +
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+

MultiNet v2.0 Benchmark

+

Can you solve what frontier models cannot?

+ +
+
+ +
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MultiNet v2.0 Benchmark
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+ + +
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+ +
+ + +
+ MiniGrid +
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+ + + + + +
PlayerResult
+

R reset · [ ] switch task

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+ +
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Solve the task using only the information visible in the maze.
+
Click the board for keyboard control · [ / ] switch task · R reset
+
+
+
+ +

+ Tip: click inside the game to capture keys. Click outside (or scroll away) to use normal page scrolling. +

+
+
+ +
+

Abstract

+
+

+ MultiNet v2.0 evaluates spatial reasoning on grid-based puzzle tasks across + multiple topologies and observation modalities. Models receive egocentric observations and + must plan sequences of actions — turn, move, pickup, drop, toggle — under partial information. +

+

+ This page is a dummy research shell for the playable embed: the interactive demo above + coexists with placeholder release content below (tables, figures, links). +

+
    +
  • Human-playable R1 mazes with the same rules used in model evaluation
    • +
  • Per-maze comparison against published R1 model outcomes
    • +
  • Research narrative, figures, and resources on one scrollable page
    • +
+
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+ +
+

Sample results

+
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+ Placeholder leaderboard-style summary. Replace with real R1 aggregates when the release lands. +

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+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Model / agentSolved (R1)Mean scoreNotes
Human (you)——Play above to compare per maze
Frontier VLM ATBDTBDPlaceholder row
Frontier VLM BTBDTBDPlaceholder row
Specialist baselineTBDTBDPlaceholder row
+
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Figures

+
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+ Placeholder figure slots for topology diagrams, failure cases, and score breakdowns. +

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Figure 1 — Topology / observation overview (placeholder)
+
Replace with a release figure or diagram from the v2.0 paper.
+
+
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Figure 2 — Per-task model comparison (placeholder)
+
Charts and images can live here without affecting the playable embed above.
+
+
+ +
+

Resources

+
+

Links and artifacts that normally sit on a MultiNet release page.

+
+
+ + Code + MultiNet repositories and evaluation harness. + + + Standalone player + Minimal task page without the research chrome. + + + v1.0 release + Prior MultiNet generalist benchmark page. + + + MultiNet home + Project overview, citations, and other releases. + +
+
+ +
+ MultiNet v2.0 dummy content page · playable embed + scrollable research shell +
+
+ + + + diff --git a/static/pages/task.html b/static/pages/task.html index 37adf9f..012f90b 100644 --- a/static/pages/task.html +++ b/static/pages/task.html @@ -8,7 +8,7 @@ - +
MultiNet @@ -16,6 +16,7 @@ @@ -36,67 +37,69 @@

Loading…

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MultiNet v2.0 Benchmark

-

Can you solve what frontier models cannot?

- -
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MultiNet v2.0 Benchmark
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MultiNet v2.0 Benchmark

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Can you solve what frontier models cannot?

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MultiNet v2.0 Benchmark
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- MiniGrid -
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PlayerResult
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R reset · [ ] switch task · Q quit

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PlayerResult
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R reset · [ ] switch task · Q quit

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Controls

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Solve the task using only the information visible in the maze.
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[ / ] switch task · Tab settings · M model view · Q quit
+
+
Solve the task using only the information visible in the maze.
+
[ / ] switch task · Tab settings · M model view · Q quit
+
From 7c6dd954fe7df94901e38b26b6d637107ced0838 Mon Sep 17 00:00:00 2001 From: Arushi Jain Date: Tue, 4 Aug 2026 22:19:15 -0400 Subject: [PATCH 07/11] Delete task.html --- static/css/play.css | 20 +----- static/css/task.css | 122 ----------------------------------- static/pages/Multinetv2.html | 5 -- static/pages/play.html | 16 ----- static/pages/task.html | 109 ------------------------------- 5 files changed, 1 insertion(+), 271 deletions(-) delete mode 100644 static/css/task.css delete mode 100644 static/pages/play.html delete mode 100644 static/pages/task.html diff --git a/static/css/play.css b/static/css/play.css index d55bc02..d610239 100644 --- a/static/css/play.css +++ b/static/css/play.css @@ -24,17 +24,6 @@ * { box-sizing: border-box; } -/* Standalone player page (task.html). Content hosts override via .play-host. */ -body.play-standalone { - margin: 0; - min-height: 100vh; - display: grid; - place-items: center; - background: var(--page-bg); - color: var(--text); - font-family: "Segoe UI", system-ui, sans-serif; -} - .play-host { position: relative; width: max-content; @@ -345,19 +334,12 @@ body.play-standalone { #splash { display: none; - position: fixed; - inset: 0; + position: relative; background: rgba(8, 9, 13, 0.92); place-items: center; z-index: 5; text-align: center; padding: 24px; -} - -/* On content pages, splash is in-flow so the embed keeps height before play. */ -body:not(.play-standalone) .play-host #splash { - position: relative; - inset: auto; border-radius: 20px; min-height: 420px; width: min(1100px, 96vw); diff --git a/static/css/task.css b/static/css/task.css deleted file mode 100644 index c708bb0..0000000 --- a/static/css/task.css +++ /dev/null @@ -1,122 +0,0 @@ -body.task-page { - display: block; - place-items: unset; - background: #f5f6f8; - color: #1f2430; - font-family: "Google Sans", "Noto Sans", system-ui, sans-serif; -} - -.task-top { - display: flex; - align-items: center; - justify-content: space-between; - gap: 16px; - padding: 14px 28px; - background: #fff; - border-bottom: 1px solid #e4e7ee; -} - -.task-brand { - display: inline-flex; - align-items: center; - gap: 10px; - color: #1f2430; - font-weight: 700; - text-decoration: none; -} - -.task-brand img { - border-radius: 8px; -} - -.task-nav { - display: flex; - gap: 16px; - align-items: center; - font-size: 0.95rem; -} - -.task-nav a { - color: #4a5160; - text-decoration: none; -} - -.task-nav a:hover { - color: #1f2430; -} - -.task-nav .current { - color: #1f2430; - font-weight: 700; -} - -.task-main { - width: min(1180px, 96vw); - margin: 0 auto; - padding: 28px 12px 48px; -} - -.task-heading { - display: flex; - flex-direction: column; - gap: 14px; - align-items: stretch; - margin-bottom: 22px; -} - -.task-heading-text { - min-width: 0; -} - -.eyebrow { - margin: 0 0 6px; - text-transform: uppercase; - letter-spacing: 0.12em; - font-size: 0.75rem; - color: #6b7280; -} - -#page-title { - margin: 0 0 8px; - font-size: clamp(1.4rem, 2.6vw, 1.9rem); - line-height: 1.25; - color: #12151c; - overflow-wrap: anywhere; -} - -#page-desc { - margin: 0; - max-width: 48rem; - color: #4a5160; - line-height: 1.45; -} - -.task-heading-nav { - display: flex; - gap: 8px; - flex-shrink: 0; -} - -.task-heading-nav button { - font: inherit; - padding: 8px 12px; - border: 1px solid #d5dae3; - border-radius: 8px; - background: #fff; - cursor: pointer; -} - -.task-heading-nav button:hover { - border-color: #9aa3b5; -} - -.task-page #error { - margin-bottom: 16px; - background: #fff5f5; - border: 1px solid #ffc9c9; - border-radius: 10px; -} - -.task-page .card { - margin: 0 auto; -} diff --git a/static/pages/Multinetv2.html b/static/pages/Multinetv2.html index 288a4bb..2ff0005 100644 --- a/static/pages/Multinetv2.html +++ b/static/pages/Multinetv2.html @@ -24,7 +24,6 @@ v1.0 v0.2 v0.1 - Player only
@@ -226,10 +225,6 @@

Resources

Code MultiNet repositories and evaluation harness. - - Standalone player - Minimal task page without the research chrome. - v1.0 release Prior MultiNet generalist benchmark page. diff --git a/static/pages/play.html b/static/pages/play.html deleted file mode 100644 index 2ff83a2..0000000 --- a/static/pages/play.html +++ /dev/null @@ -1,16 +0,0 @@ - - - - - Redirecting… - - - -

Continue to task page

- - - diff --git a/static/pages/task.html b/static/pages/task.html deleted file mode 100644 index 012f90b..0000000 --- a/static/pages/task.html +++ /dev/null @@ -1,109 +0,0 @@ - - - - - - MultiNet Task - - - - - -
- - MultiNet - MultiNet - - -
- -
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-
-

R1 human play

-

Loading…

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MultiNet v2.0 Benchmark

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Can you solve what frontier models cannot?

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R reset · [ ] switch task · Q quit

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Solve the task using only the information visible in the maze.
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[ / ] switch task · Tab settings · M model view · Q quit
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- - - - From b8ac694e333da6f0b881b9552d2bb69a003c2842 Mon Sep 17 00:00:00 2001 From: Arushi Jain Date: Thu, 6 Aug 2026 01:14:19 -0400 Subject: [PATCH 08/11] Rebase on v2 r1 changes --- static/css/play.css | 159 ++++++++-------- static/css/v2.css | 334 --------------------------------- static/js/mn-shell.js | 3 +- static/js/play.js | 16 +- static/pages/Multinetv2.html | 246 ------------------------ static/pages/Multinetv2R1.html | 156 +++++++++++++-- 6 files changed, 234 insertions(+), 680 deletions(-) delete mode 100644 static/css/v2.css delete mode 100644 static/pages/Multinetv2.html diff --git a/static/css/play.css b/static/css/play.css index d610239..f61869c 100644 --- a/static/css/play.css +++ b/static/css/play.css @@ -37,23 +37,23 @@ border-radius: 22px; } -.card, -#end .panel { +.play-host .card, +.play-host #end .panel { color: var(--text); } /* Keep player chrome independent of any site-wide CSS. */ -.card h1, -.card h2, -.card p, -.card ul, -.card li, -.card button, -#end h2, -#end p, -#end td, -#end th, -#end button { +.play-host .card h1, +.play-host .card h2, +.play-host .card p, +.play-host .card ul, +.play-host .card li, +.play-host .card button, +.play-host #end h2, +.play-host #end p, +.play-host #end td, +.play-host #end th, +.play-host #end button { margin: 0; padding: 0; font: inherit; @@ -63,7 +63,8 @@ border: none; } -#error { +.play-host #error, +#play-the-maze #error { display: none; max-width: 40rem; padding: 1.5rem; @@ -71,7 +72,7 @@ color: var(--red); } -.card { +.play-host .card { display: none; width: max-content; max-width: 100%; @@ -81,7 +82,7 @@ box-shadow: 0 18px 50px rgba(0, 0, 0, 0.45); } -.topbar { +.play-host .topbar { display: flex; align-items: center; justify-content: space-between; @@ -90,28 +91,28 @@ border-bottom: 1px solid var(--sep); } -.brand { +.play-host .brand { font-weight: 700; font-size: 1.15rem; color: var(--text-title); } -.task-id { +.play-host .task-id { color: var(--text-sub); font-size: 0.85rem; font-weight: 600; margin-top: 2px; } -.nav { +.play-host .nav { display: flex; gap: 8px; } -.nav button, -.ctrl button, -#splash-play, -.end-actions button { +.play-host .nav button, +.play-host .ctrl button, +.play-host #splash-play, +.play-host .end-actions button { font: inherit; color: var(--text); background: var(--btn-bg); @@ -121,19 +122,19 @@ cursor: pointer; } -.nav button:hover, -.ctrl button:hover, -#splash-play:hover { +.play-host .nav button:hover, +.play-host .ctrl button:hover, +.play-host #splash-play:hover { border-color: var(--text-dim); } -.board { +.play-host .board { display: grid; grid-template-columns: var(--rail) var(--grid) var(--rail); align-items: stretch; } -.rail { +.play-host .rail { padding: 18px 16px; border-right: 1px solid var(--sep); font-size: 0.9rem; @@ -141,12 +142,12 @@ width: var(--rail); } -.rail.right { +.play-host .rail.right { border-right: 0; border-left: 1px solid var(--sep); } -.section { +.play-host .section { letter-spacing: 0.18em; font-size: 0.88rem; font-weight: 700; @@ -155,11 +156,11 @@ text-transform: uppercase; } -.section.muted { +.play-host .section.muted { color: var(--text); } -.rail p#task-text { +.play-host .rail p#task-text { margin: 0 0 10px; font-size: 0.92rem; font-weight: 600; @@ -167,11 +168,11 @@ color: var(--text); } -.stat { +.play-host .stat { margin: 0 0 14px; } -.stat .stat-label { +.play-host .stat .stat-label { display: block; letter-spacing: 0.16em; font-size: 0.72rem; @@ -181,7 +182,7 @@ margin-bottom: 4px; } -.stat .stat-value { +.play-host .stat .stat-value { display: inline-flex; align-items: center; gap: 8px; @@ -192,15 +193,16 @@ line-height: 1.3; } -.stat.facing .stat-value { color: var(--facing); } +.play-host .stat.facing .stat-value { color: var(--facing); } -.facing-icon { +.play-host .facing-icon { display: inline-block; font-size: 1.1rem; line-height: 1; } -.icon { +/* Avoid Bulma .icon / .progress collisions on the R1 page. */ +.play-host .play-icon { width: 18px; height: 18px; flex: 0 0 18px; @@ -208,23 +210,28 @@ vertical-align: middle; } -.icon.bullet { +.play-host .play-icon.bullet { width: 8px; height: 8px; border-radius: 50%; margin: 5px; } -.progress { +.play-host .play-progress { list-style: none; padding: 14px 0 0; margin: 14px 0 0; border-top: 1px solid var(--sep); + height: auto; max-height: 280px; overflow: auto; + width: auto; + display: block; + appearance: none; + -webkit-appearance: none; } -.progress li { +.play-host .play-progress li { display: flex; align-items: flex-start; gap: 8px; @@ -235,19 +242,19 @@ color: var(--text); } -.progress li .icon { +.play-host .play-progress li .play-icon { margin-top: 2px; } -.progress li .progress-text { +.play-host .play-progress li .progress-text { min-width: 0; } -.progress li .mech { +.play-host .play-progress li .mech { font-weight: 700; } -.progress .label { +.play-host .play-progress .label { letter-spacing: 0.18em; font-size: 0.88rem; font-weight: 700; @@ -257,7 +264,7 @@ display: block; } -.stage { +.play-host .stage { position: relative; width: var(--grid); height: var(--grid); @@ -275,17 +282,17 @@ object-fit: fill; } -.stat strong { +.play-host .stat strong { color: var(--text-title); } -.ctrl { +.play-host .ctrl { display: grid; gap: 8px; margin-top: 8px; } -.ctrl button { +.play-host .ctrl button { display: grid; grid-template-columns: 3.4rem 1fr; column-gap: 10px; @@ -294,39 +301,39 @@ font-weight: 700; } -.ctrl button .key { +.play-host .ctrl button .key { font-weight: 700; white-space: nowrap; } -.ctrl button .desc { +.play-host .ctrl button .desc { min-width: 0; } -.ctrl button.move .key { color: var(--ctrl-move); } -.ctrl button.interact .key { color: var(--ctrl-interact); } -.ctrl button.meta .key { color: var(--text-dim); } -.ctrl button .desc { color: var(--text-sub); } +.play-host .ctrl button.move .key { color: var(--ctrl-move); } +.play-host .ctrl button.interact .key { color: var(--ctrl-interact); } +.play-host .ctrl button.meta .key { color: var(--text-dim); } +.play-host .ctrl button .desc { color: var(--text-sub); } -.nav button { +.play-host .nav button { min-width: 36px; font-weight: 700; } -.hint { +.play-host .hint { padding: 10px 18px 12px; border-top: 1px solid var(--sep); text-align: center; } -.hint-main { +.play-host .hint-main { color: var(--text); font-size: 0.85rem; font-weight: 700; margin-bottom: 4px; } -.hint-meta { +.play-host .hint-meta { color: var(--text-dim); font-size: 0.82rem; font-weight: 600; @@ -439,14 +446,14 @@ #end-score .score.low { color: var(--amber); } #end-score .score.bad { color: var(--red); } -.compare { +.play-host .compare { width: min(100%, 460px); border-collapse: collapse; margin: 14px auto 0; text-align: left; } -.compare th { +.play-host .compare th { color: var(--text-label); font-size: 0.72rem; letter-spacing: 0.16em; @@ -455,18 +462,18 @@ font-weight: 700; } -.compare td { +.play-host .compare td { padding: 8px 0; border-top: 1px solid var(--sep); color: var(--text); font-weight: 700; } -.compare td:last-child { +.play-host .compare td:last-child { padding-left: 16px; } -.compare .you { +.play-host .compare .you { color: var(--green); } @@ -474,11 +481,11 @@ color: var(--red); } -.compare .fail-result { +.play-host .compare .fail-result { color: #ff8c8c; } -.compare .ok-result { +.play-host .compare .ok-result { color: var(--green); } @@ -490,47 +497,47 @@ } @media (max-width: 1100px) { - :root { +:root { --rail: 180px; --grid: 520px; } - .rail, - .ctrl button { + .play-host .rail, + .play-host .ctrl button { font-size: 0.82rem; } } @media (max-width: 900px) { - :root { +:root { --rail: 150px; --grid: 420px; } } @media (max-width: 720px) { - .board { +.play-host .board { grid-template-columns: 1fr; } - .rail { +.play-host .rail { width: auto; border: 0; border-bottom: 1px solid var(--sep); } - .rail.right { +.play-host .rail.right { border-left: 0; } - .stage, - #grid { + .play-host .stage, + .play-host #grid { width: min(var(--grid), 100%); height: auto; aspect-ratio: 1; } - .stage { + .play-host .stage { order: -1; justify-self: center; } diff --git a/static/css/v2.css b/static/css/v2.css deleted file mode 100644 index 97b107a..0000000 --- a/static/css/v2.css +++ /dev/null @@ -1,334 +0,0 @@ -/* MultiNet v2.0 research/content page — game + scrollable site content. */ - -body.v2-page { - margin: 0; - background: #f7f8fb; - color: #1f2430; - font-family: "Google Sans", "Noto Sans", "Castoro", sans-serif; -} - -.v2-top { - display: flex; - align-items: center; - justify-content: space-between; - gap: 16px; - padding: 14px 28px; - background: #fff; - border-bottom: 1px solid #e4e7ee; - position: sticky; - top: 0; - z-index: 20; -} - -.v2-brand { - display: inline-flex; - align-items: center; - gap: 10px; - color: #1f2430; - font-weight: 700; - text-decoration: none; -} - -.v2-brand img { - border-radius: 8px; -} - -.v2-nav { - display: flex; - flex-wrap: wrap; - gap: 14px; - align-items: center; - font-size: 0.95rem; -} - -.v2-nav a { - color: #4a5160; - text-decoration: none; -} - -.v2-nav a:hover { - color: #005a9c; -} - -.v2-nav .current { - color: #005a9c; - font-weight: 700; -} - -.v2-main { - width: min(1180px, 96vw); - margin: 0 auto; - padding: 0 12px 64px; -} - -.v2-hero { - padding: 40px 0 18px; - text-align: center; -} - -.v2-hero .eyebrow { - margin: 0 0 8px; - text-transform: uppercase; - letter-spacing: 0.12em; - font-size: 0.75rem; - color: #6b7280; -} - -.v2-hero h1 { - margin: 0 0 12px; - font-size: clamp(1.7rem, 3.4vw, 2.5rem); - line-height: 1.2; - color: #12151c; -} - -.v2-hero .lede { - margin: 0 auto 18px; - max-width: 46rem; - color: #4a5160; - line-height: 1.5; - font-size: 1.05rem; -} - -.v2-links { - display: flex; - flex-wrap: wrap; - gap: 10px; - justify-content: center; - margin-bottom: 8px; -} - -.v2-links a { - display: inline-flex; - align-items: center; - gap: 8px; - padding: 8px 14px; - border-radius: 999px; - background: #1f2430; - color: #fff; - text-decoration: none; - font-size: 0.92rem; - font-weight: 600; -} - -.v2-links a:hover { - background: #005a9c; -} - -.v2-play-section { - padding: 12px 0 36px; -} - -.v2-play-section .section-label { - margin: 0 0 14px; - text-align: center; - letter-spacing: 0.14em; - text-transform: uppercase; - font-size: 0.78rem; - font-weight: 700; - color: #6b7280; -} - -.v2-play-frame { - background: #fff; - border: 1px solid #e4e7ee; - border-radius: 24px; - padding: 18px 14px 22px; - box-shadow: 0 10px 30px rgba(18, 21, 28, 0.06); -} - -.v2-play-meta { - display: flex; - flex-wrap: wrap; - align-items: flex-start; - justify-content: space-between; - gap: 12px; - margin-bottom: 14px; - padding: 0 6px; -} - -.v2-play-meta h2 { - margin: 0 0 4px; - font-size: 1.15rem; - color: #12151c; -} - -.v2-play-meta p { - margin: 0; - color: #4a5160; - font-size: 0.95rem; -} - -.v2-play-meta .task-heading-nav { - display: flex; - gap: 8px; -} - -.v2-play-meta .task-heading-nav button { - font: inherit; - padding: 8px 12px; - border: 1px solid #d5dae3; - border-radius: 8px; - background: #fff; - cursor: pointer; -} - -.v2-play-meta .task-heading-nav button:hover { - border-color: #9aa3b5; -} - -.v2-page #error { - margin: 0 6px 14px; - background: #fff5f5; - border: 1px solid #ffc9c9; - border-radius: 10px; - color: #c92a2a; -} - -.v2-play-hint { - margin: 14px 6px 0; - text-align: center; - color: #6b7280; - font-size: 0.88rem; -} - -.v2-section { - padding: 36px 0; - border-top: 1px solid #e4e7ee; -} - -.v2-section h2 { - margin: 0 0 14px; - text-align: center; - font-size: 1.6rem; - color: #12151c; -} - -.v2-section .body { - margin: 0 auto; - max-width: 48rem; - color: #3a4150; - line-height: 1.65; -} - -.v2-section .body p { - margin: 0 0 12px; -} - -.v2-section .body ul { - margin: 0 0 12px; - padding-left: 1.2rem; -} - -.v2-figure { - margin: 20px auto 0; - max-width: 720px; - text-align: center; -} - -.v2-figure .placeholder { - display: grid; - place-items: center; - min-height: 220px; - border-radius: 16px; - border: 1px dashed #c5ccd8; - background: - linear-gradient(135deg, rgba(0, 90, 156, 0.06), rgba(0, 90, 156, 0.02)), - #fff; - color: #6b7280; - font-weight: 600; -} - -.v2-figure figcaption { - margin-top: 10px; - color: #6b7280; - font-size: 0.9rem; - font-style: italic; -} - -.v2-table-wrap { - margin-top: 18px; - overflow-x: auto; - border: 1px solid #e4e7ee; - border-radius: 12px; - background: #fff; -} - -.v2-table { - width: 100%; - border-collapse: collapse; - min-width: 520px; - font-size: 0.95rem; -} - -.v2-table th, -.v2-table td { - padding: 12px 14px; - border-bottom: 1px solid #eef1f6; - text-align: left; -} - -.v2-table th { - background: #f3f5f9; - color: #1f2430; - font-weight: 700; -} - -.v2-table tr:last-child td { - border-bottom: 0; -} - -.v2-resource-grid { - display: grid; - grid-template-columns: repeat(auto-fit, minmax(220px, 1fr)); - gap: 14px; - margin-top: 18px; -} - -.v2-resource { - display: block; - padding: 16px 18px; - border-radius: 12px; - border: 1px solid #e4e7ee; - background: #fff; - text-decoration: none; - color: inherit; -} - -.v2-resource:hover { - border-color: #005a9c; -} - -.v2-resource strong { - display: block; - margin-bottom: 6px; - color: #005a9c; -} - -.v2-resource span { - color: #4a5160; - font-size: 0.92rem; - line-height: 1.4; -} - -.v2-footer { - margin-top: 24px; - padding: 28px 0 8px; - text-align: center; - color: #6b7280; - font-size: 0.9rem; - border-top: 1px solid #e4e7ee; -} - -@media (max-width: 720px) { - .v2-top { - padding: 12px 16px; - } - - .v2-play-frame { - padding: 12px 8px 16px; - } - - .v2-hero { - padding-top: 28px; - } -} diff --git a/static/js/mn-shell.js b/static/js/mn-shell.js index 931e2a6..9017e9c 100644 --- a/static/js/mn-shell.js +++ b/static/js/mn-shell.js @@ -69,8 +69,7 @@ { label: "Model Adaptations", icon: "fas fa-microchip", href: GH_V1, external: true } ] }, - // Points at the demo section of the R1 page until the standalone - // player (static/pages/play.html) is wired to a hosted API. + // Embedded player lives in the R1 page Play the Maze section. { id: "play", label: "Play the Maze", icon: "fas fa-gamepad", href: url("static/pages/Multinetv2R1.html#play-the-maze") }, { id: "submit", label: "Submit Your Model", icon: "fas fa-paper-plane", href: EVAL_HARNESS, external: true }, { id: "about", label: "About Multinet", icon: "fas fa-info-circle", href: url("static/pages/Multinet.html") }, diff --git a/static/js/play.js b/static/js/play.js index 384c207..323032b 100644 --- a/static/js/play.js +++ b/static/js/play.js @@ -111,27 +111,27 @@ function svgIcon(kind, color) { const c = color || "#c9ccd9"; if (kind === "key") { - return ``; + return ``; } if (kind === "bag") { - return ``; + return ``; } if (kind === "door") { - return ``; + return ``; } if (kind === "switch") { - return ``; + return ``; } if (kind === "gate") { - return ``; + return ``; } if (kind === "goal") { - return ``; + return ``; } if (kind === "block") { - return ``; + return ``; } - return ``; + return ``; } function doReset() { diff --git a/static/pages/Multinetv2.html b/static/pages/Multinetv2.html deleted file mode 100644 index 2ff0005..0000000 --- a/static/pages/Multinetv2.html +++ /dev/null @@ -1,246 +0,0 @@ - - - - - - MultiNet v2.0 — Spatial Reasoning Benchmark - - - - - - - - - -
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Benchmark release · dummy page

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MultiNet v2.0: Spatial Reasoning on Grid Worlds

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- Play the interactive R1 mazes below — the same tasks used to score frontier models. - Scroll for overview, sample results, figures, and resources. -

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MultiNet v2.0 Benchmark

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Click the board for keyboard control · [ / ] switch task · R reset
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Abstract

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- MultiNet v2.0 evaluates spatial reasoning on grid-based puzzle tasks across - multiple topologies and observation modalities. Models receive egocentric observations and - must plan sequences of actions — turn, move, pickup, drop, toggle — under partial information. -

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- This page is a dummy research shell for the playable embed: the interactive demo above - coexists with placeholder release content below (tables, figures, links). -

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  • Human-playable R1 mazes with the same rules used in model evaluation
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  • Per-maze comparison against published R1 model outcomes
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  • Research narrative, figures, and resources on one scrollable page
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Sample results

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- Placeholder leaderboard-style summary. Replace with real R1 aggregates when the release lands. -

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- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
Model / agentSolved (R1)Mean scoreNotes
Human (you)——Play above to compare per maze
Frontier VLM ATBDTBDPlaceholder row
Frontier VLM BTBDTBDPlaceholder row
Specialist baselineTBDTBDPlaceholder row
-
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- -
-

Figures

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-

- Placeholder figure slots for topology diagrams, failure cases, and score breakdowns. -

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Figure 1 — Topology / observation overview (placeholder)
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Replace with a release figure or diagram from the v2.0 paper.
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Figure 2 — Per-task model comparison (placeholder)
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Charts and images can live here without affecting the playable embed above.
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- -
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Resources

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Links and artifacts that normally sit on a MultiNet release page.

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- - Code - MultiNet repositories and evaluation harness. - - - v1.0 release - Prior MultiNet generalist benchmark page. - - - MultiNet home - Project overview, citations, and other releases. - -
-
- -
- MultiNet v2.0 dummy content page · playable embed + scrollable research shell -
-
- - - - diff --git a/static/pages/Multinetv2R1.html b/static/pages/Multinetv2R1.html index 577b9c7..64fcf3e 100644 --- a/static/pages/Multinetv2R1.html +++ b/static/pages/Multinetv2R1.html @@ -45,6 +45,7 @@ + @@ -650,15 +651,65 @@ .r1-note p { margin: 0; font-size: 0.95rem; line-height: 1.6; } .r1-note strong { color: #005A9C; } - /* ---------- Demo slot ---------- */ + /* ---------- Embedded playable demo ---------- */ .r1-demo-slot { - border: 2px dashed #cbd5e1; - border-radius: 12px; - padding: 3rem 1.5rem; + border: 1px solid #e4e7ee; + border-radius: 16px; + padding: 1.1rem 0.85rem 1.25rem; + background: #fff; + box-shadow: 0 10px 30px rgba(18, 21, 28, 0.06); + overflow-x: auto; + } + .r1-demo-meta { + display: flex; + flex-wrap: wrap; + align-items: flex-start; + justify-content: space-between; + gap: 12px; + margin-bottom: 12px; + padding: 0 6px; + } + .r1-demo-meta h3 { + margin: 0 0 4px; + font-size: 1.05rem; + color: #12151c; + } + .r1-demo-meta p { + margin: 0; + color: #4a5160; + font-size: 0.92rem; + } + .r1-demo-meta .task-heading-nav { + display: flex; + gap: 8px; + } + .r1-demo-meta .task-heading-nav button { + font: inherit; + padding: 8px 12px; + border: 1px solid #d5dae3; + border-radius: 8px; + background: #fff; + cursor: pointer; + } + .r1-demo-meta .task-heading-nav button:hover { + border-color: #9aa3b5; + } + #play-the-maze #error { + margin: 0 6px 12px; + background: #fff5f5; + border: 1px solid #ffc9c9; + border-radius: 10px; + color: #c92a2a; + } + .r1-demo-hint { + margin: 12px 6px 0; text-align: center; - background: #f8fafc; + color: #6b7280; + font-size: 0.88rem; + } + .r1-play-container { + max-width: 1180px; } - .r1-demo-slot .icon { font-size: 3rem; color: #94a3b8; margin-bottom: 0.75rem; } /* ---------- Figure ---------- */ .r1-figure { margin: 2rem 0; } @@ -806,7 +857,7 @@ - +
@@ -1179,7 +1230,7 @@

Walls

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+
@@ -1190,13 +1241,89 @@

Play the Maze

-
-
-

The playable maze lands with the release.

-

Same environment, same rules, same absence of instructions.

+
+
+

Loading…

+

Click the board, then use keyboard or on-screen controls.

+
+
+ + +
+
+ +
+ +
+
+
+

MultiNet v2.0 Benchmark

+

Can you solve what frontier models cannot?

+ +
+
+ +
+
+
+
MultiNet v2.0 Benchmark
+
+
+
+ + +
+
+ +
+ + +
+ MiniGrid +
+
+

+

+

+

+

+

+ + + + + +
PlayerResult
+

R reset · [ ] switch task

+
+
+
+ + +
+ +
+
Solve the task using only the information visible in the maze.
+
Click the board for keyboard control · [ / ] switch task · R reset
+
+
+
+ +

+ Tip: click inside the game to capture keys. Click outside (or scroll away) to use normal page scrolling. +

@@ -1617,6 +1744,7 @@

Citation

+ From 21aa8af8e9039707dbaadef93427315ccd4c8417 Mon Sep 17 00:00:00 2001 From: Arushi Jain Date: Thu, 6 Aug 2026 03:46:03 -0400 Subject: [PATCH 09/11] Add sfx/ vfx --- static/css/play.css | 100 ++++++- static/js/play.js | 521 ++++++++++++++++++++++++++++++++- static/pages/Multinetv2R1.html | 4 +- 3 files changed, 609 insertions(+), 16 deletions(-) diff --git a/static/css/play.css b/static/css/play.css index f61869c..340a818 100644 --- a/static/css/play.css +++ b/static/css/play.css @@ -131,6 +131,8 @@ .play-host .board { display: grid; grid-template-columns: var(--rail) var(--grid) var(--rail); + /* Row height is the maze — rails must not grow the card. */ + grid-template-rows: var(--grid); align-items: stretch; } @@ -140,6 +142,12 @@ font-size: 0.9rem; min-width: 0; width: var(--rail); + height: 100%; + max-height: var(--grid); + display: flex; + flex-direction: column; + min-height: 0; + overflow: hidden; } .play-host .rail.right { @@ -222,13 +230,36 @@ padding: 14px 0 0; margin: 14px 0 0; border-top: 1px solid var(--sep); - height: auto; - max-height: 280px; - overflow: auto; + /* Fill leftover left-rail height; scroll inside the card only. */ + flex: 1 1 auto; + min-height: 0; + max-height: none; + overflow-x: hidden; + overflow-y: auto; width: auto; display: block; appearance: none; -webkit-appearance: none; + scrollbar-width: thin; + scrollbar-color: #3a3f52 transparent; +} + +.play-host .play-progress::-webkit-scrollbar { + width: 6px; +} + +.play-host .play-progress::-webkit-scrollbar-track { + background: transparent; + margin: 4px 0; +} + +.play-host .play-progress::-webkit-scrollbar-thumb { + background: #3a3f52; + border-radius: 999px; +} + +.play-host .play-progress::-webkit-scrollbar-thumb:hover { + background: #52586e; } .play-host .play-progress li { @@ -269,9 +300,12 @@ width: var(--grid); height: var(--grid); background: #0b0c11; + overflow: hidden; } #grid { + position: relative; + z-index: 1; width: var(--grid); height: var(--grid); max-width: none; @@ -280,6 +314,59 @@ image-rendering: pixelated; box-sizing: border-box; object-fit: fill; + will-change: transform; +} + +.play-host .fx-layer { + position: absolute; + inset: 4px; /* sit inside the grid border */ + z-index: 2; + pointer-events: none; + overflow: hidden; +} + +.play-host .fx-pulse { + position: absolute; + border-radius: 2px; + background: rgba(90, 220, 140, 0); + mix-blend-mode: screen; + will-change: background-color; +} + +.play-host .fx-cell { + position: absolute; + overflow: hidden; + pointer-events: none; +} + +.play-host .fx-cell img { + display: block; + width: 100%; + height: 100%; + image-rendering: pixelated; + object-fit: fill; +} + +.play-host .fx-flash-white { + position: absolute; + inset: 0; + background: #fff; + opacity: 0; + pointer-events: none; + mix-blend-mode: screen; +} + +.play-host .fx-cell.press { + background: #12131a; + display: flex; + align-items: center; + justify-content: center; +} + +.play-host .fx-cell.press img { + width: 100%; + height: 100%; + transform-origin: center center; } .play-host .stat strong { @@ -518,14 +605,21 @@ @media (max-width: 720px) { .play-host .board { grid-template-columns: 1fr; + grid-template-rows: auto; } .play-host .rail { width: auto; + height: auto; + max-height: none; border: 0; border-bottom: 1px solid var(--sep); } + .play-host .rail:not(.right) { + max-height: min(280px, 50vh); + } + .play-host .rail.right { border-left: 0; } diff --git a/static/js/play.js b/static/js/play.js index 323032b..5c6d517 100644 --- a/static/js/play.js +++ b/static/js/play.js @@ -3,6 +3,269 @@ const FACING = ["East", "South", "West", "North"]; const FACING_ARROW = ["→", "↓", "←", "↑"]; + // --------------------------------------------------------------------------- + // DemoSounds — cute / high web voicing (not desktop). Soft blips & chimes. + // --------------------------------------------------------------------------- + const SAMPLE_RATE = 22050; + const MASTER_GAIN = 0.2; + + function envelope(n, attack, release) { + const attackN = Math.max(1, Math.floor(n * attack)); + const releaseN = Math.max(1, Math.floor(n * release)); + const sustainN = Math.max(0, n - attackN - releaseN); + const env = new Float32Array(n); + for (let i = 0; i < attackN; i++) env[i] = i / attackN; + for (let i = 0; i < sustainN; i++) env[attackN + i] = 1; + for (let i = 0; i < releaseN; i++) env[attackN + sustainN + i] = 1 - i / releaseN; + return env; + } + + function applyEnv(wave, attack, release) { + const env = envelope(wave.length, attack, release); + for (let i = 0; i < wave.length; i++) wave[i] *= env[i]; + return wave; + } + + function sine(freq, durationMs, volume = 1, attack = 0.05, release = 0.4) { + const n = Math.max(1, Math.floor((SAMPLE_RATE * durationMs) / 1000)); + const wave = new Float32Array(n); + for (let i = 0; i < n; i++) { + wave[i] = Math.sin(2 * Math.PI * freq * (i / SAMPLE_RATE)) * volume; + } + return applyEnv(wave, attack, release); + } + + /** Soft triangle — rounder / cuter than square, less harsh than sine alone. */ + function tri(freq, durationMs, volume = 1, attack = 0.05, release = 0.4) { + const n = Math.max(1, Math.floor((SAMPLE_RATE * durationMs) / 1000)); + const wave = new Float32Array(n); + for (let i = 0; i < n; i++) { + const t = (freq * (i / SAMPLE_RATE)) % 1; + wave[i] = (t < 0.5 ? 4 * t - 1 : 3 - 4 * t) * volume; + } + return applyEnv(wave, attack, release); + } + + /** Upward or downward frequency sweep (chirp). */ + function chirp(f0, f1, durationMs, volume = 1, attack = 0.05, release = 0.45) { + const n = Math.max(1, Math.floor((SAMPLE_RATE * durationMs) / 1000)); + const wave = new Float32Array(n); + let phase = 0; + for (let i = 0; i < n; i++) { + const f = f0 + ((f1 - f0) * i) / Math.max(1, n - 1); + phase += (2 * Math.PI * f) / SAMPLE_RATE; + wave[i] = Math.sin(phase) * volume; + } + return applyEnv(wave, attack, release); + } + + function noise(durationMs, volume = 1, attack = 0.02, release = 0.5, seed = 0) { + const n = Math.max(1, Math.floor((SAMPLE_RATE * durationMs) / 1000)); + const wave = new Float32Array(n); + let s = (seed + 1) >>> 0; + const rand = () => { + s |= 0; + s = (s + 0x6d2b79f5) | 0; + let t = Math.imul(s ^ (s >>> 15), 1 | s); + t = (t + Math.imul(t ^ (t >>> 7), 61 | t)) ^ t; + return ((t ^ (t >>> 14)) >>> 0) / 4294967296; + }; + for (let i = 0; i < n; i++) wave[i] = (rand() * 2 - 1) * volume; + return applyEnv(wave, attack, release); + } + + function lowpass(wave, alpha) { + const out = new Float32Array(wave.length); + let acc = 0; + for (let i = 0; i < wave.length; i++) { + acc = acc + alpha * (wave[i] - acc); + out[i] = acc; + } + return out; + } + + function mix(...parts) { + let length = 0; + for (const p of parts) length = Math.max(length, p.length); + const out = new Float32Array(length); + for (const part of parts) { + for (let i = 0; i < part.length; i++) out[i] += part[i]; + } + let peak = 0; + for (let i = 0; i < length; i++) peak = Math.max(peak, Math.abs(out[i])); + if (peak > 1) { + for (let i = 0; i < length; i++) out[i] /= peak; + } + return out; + } + + function concatParts(...parts) { + let length = 0; + for (const p of parts) length += p.length; + const out = new Float32Array(length); + let offset = 0; + for (const part of parts) { + out.set(part, offset); + offset += part.length; + } + return out; + } + + function buildWaveLibrary() { + // Soft footfall tick — bright, short, playful + const step = mix( + tri(1680, 42, 0.42, 0.01, 0.85), + sine(2520, 28, 0.18, 0.01, 0.9), + ); + // Tiny upward wink on turn + const turn = mix( + chirp(1500, 2100, 48, 0.38, 0.01, 0.8), + sine(2400, 30, 0.12, 0.02, 0.9), + ); + // Soft “bonk” — cute reject, not a thud + const wall = mix( + sine(340, 90, 0.38, 0.02, 0.7), + chirp(720, 480, 70, 0.28, 0.02, 0.75), + sine(1100, 45, 0.12, 0.03, 0.85), + ); + // Sparkly pickup chime + const pickup = mix( + chirp(980, 1560, 110, 0.4, 0.02, 0.55), + sine(1960, 140, 0.28, 0.08, 0.6), + sine(2940, 100, 0.12, 0.12, 0.7), + ); + // Door open — light rising shimmer, not a rumble + const door = mix( + chirp(620, 980, 160, 0.35, 0.03, 0.55), + sine(1310, 120, 0.22, 0.08, 0.6), + sine(1960, 90, 0.1, 0.12, 0.7), + ); + // Crisp candy click + const switchClick = mix( + sine(2800, 28, 0.45, 0.005, 0.9), + sine(1680, 36, 0.22, 0.01, 0.85), + chirp(2200, 3200, 22, 0.15, 0.005, 0.95), + ); + // Soft “nope” — higher, gentle + const invalid = mix( + chirp(620, 420, 100, 0.32, 0.04, 0.6), + sine(840, 70, 0.12, 0.05, 0.7), + ); + + // Bright major sparkle: C6 → E6 → G6 + const noteMs = 120; + const gap = Math.floor(SAMPLE_RATE * 0.028); + const success = concatParts( + mix(sine(1046.5, noteMs, 0.42, 0.03, 0.5), sine(1568, noteMs, 0.12, 0.08, 0.6)), + new Float32Array(gap), + mix(sine(1318.5, noteMs, 0.42, 0.03, 0.5), sine(1976, noteMs, 0.12, 0.08, 0.6)), + new Float32Array(gap), + mix( + sine(1568, 180, 0.48, 0.03, 0.55), + sine(2349, 180, 0.16, 0.1, 0.65), + chirp(1568, 2093, 100, 0.12, 0.05, 0.7), + ), + ); + + // Light restart whoosh — airy, high + const whoosh = mix( + chirp(1400, 480, 140, 0.28, 0.04, 0.55), + lowpass(noise(130, 0.18, 0.03, 0.6, 6), 0.35), + sine(2200, 50, 0.08, 0.05, 0.85), + ); + + // Soft page-flip navigate + const navigate = mix( + chirp(900, 1600, 90, 0.28, 0.03, 0.6), + sine(1800, 55, 0.14, 0.04, 0.8), + lowpass(noise(70, 0.1, 0.02, 0.75, 7), 0.4), + ); + + return { + step, + turn, + wall, + pickup, + door, + switch: switchClick, + invalid, + success, + restart: whoosh, + navigate, + }; + } + + function buffersFromWaves(ctx, waves) { + const outRate = ctx.sampleRate || SAMPLE_RATE; + const buffers = {}; + for (const [name, wave] of Object.entries(waves)) { + const outLen = Math.max(1, Math.round((wave.length * outRate) / SAMPLE_RATE)); + const buf = ctx.createBuffer(1, outLen, outRate); + const data = buf.getChannelData(0); + for (let i = 0; i < outLen; i++) { + const srcPos = (i * (wave.length - 1)) / Math.max(1, outLen - 1); + const i0 = Math.floor(srcPos); + const i1 = Math.min(wave.length - 1, i0 + 1); + const t = srcPos - i0; + const sample = wave[i0] * (1 - t) + wave[i1] * t; + data[i] = Math.max(-1, Math.min(1, sample * MASTER_GAIN)); + } + buffers[name] = buf; + } + return buffers; + } + + const sounds = { + ctx: null, + master: null, + buffers: null, + waves: null, + enabled: true, + ready: null, + async unlock() { + if (!this.enabled) return false; + if (!this.ctx) { + const AC = window.AudioContext || window.webkitAudioContext; + if (!AC) { + this.enabled = false; + return false; + } + this.ctx = new AC(); + this.master = this.ctx.createGain(); + this.master.gain.value = 1; + this.master.connect(this.ctx.destination); + this.waves = buildWaveLibrary(); + this.buffers = buffersFromWaves(this.ctx, this.waves); + } + if (this.ctx.state === "suspended") { + try { + await this.ctx.resume(); + } catch (_) { + return false; + } + } + return this.ctx.state === "running"; + }, + async play(name) { + if (!name || !this.enabled) return; + const ok = await this.unlock(); + if (!ok || !this.buffers) return; + const buf = this.buffers[name]; + if (!buf) return; + try { + const src = this.ctx.createBufferSource(); + src.buffer = buf; + src.connect(this.master || this.ctx.destination); + src.start(0); + } catch (_) { + /* ignore */ + } + }, + }; + + // Expose for debugging in DevTools: window.__mnSounds + window.__mnSounds = sounds; + const CONTROLS = [ ["↑", "Move Forward", "MOVE_FORWARD", "move"], ["←", "Turn Left", "TURN_LEFT", "move"], @@ -25,16 +288,16 @@ const KEY_TO_ACTION = { w: "MOVE_FORWARD", - ArrowUp: "MOVE_FORWARD", + arrowup: "MOVE_FORWARD", a: "TURN_LEFT", - ArrowLeft: "TURN_LEFT", + arrowleft: "TURN_LEFT", d: "TURN_RIGHT", - ArrowRight: "TURN_RIGHT", + arrowright: "TURN_RIGHT", " ": "PICKUP", x: "DROP", t: "TOGGLE", e: "TOGGLE", - Backspace: "DONE", + backspace: "DONE", }; const els = { @@ -60,6 +323,190 @@ pageDesc: document.getElementById("page-desc"), }; + // --------------------------------------------------------------------------- + // DemoFx — bounce, flash, fade, press, goal pulse + // --------------------------------------------------------------------------- + const fx = { + layer: null, + raf: 0, + clear() { + if (this.raf) cancelAnimationFrame(this.raf); + this.raf = 0; + if (els.grid) els.grid.style.transform = ""; + if (this.layer) this.layer.innerHTML = ""; + }, + ensureLayer() { + if (this.layer || !els.grid) return; + const stage = els.grid.parentElement; + if (!stage) return; + this.layer = document.createElement("div"); + this.layer.className = "fx-layer"; + this.layer.setAttribute("aria-hidden", "true"); + stage.appendChild(this.layer); + }, + placeCell(effect) { + const [cx, cy] = effect.cell || [0, 0]; + const gridW = Math.max(1, effect.gridW || 1); + const gridH = Math.max(1, effect.gridH || 1); + const el = document.createElement("div"); + el.className = "fx-cell"; + el.style.left = `${(cx / gridW) * 100}%`; + el.style.top = `${(cy / gridH) * 100}%`; + el.style.width = `${100 / gridW}%`; + el.style.height = `${100 / gridH}%`; + return el; + }, + loadTile(img) { + if (img.complete && img.naturalWidth) return Promise.resolve(); + return new Promise((resolve) => { + img.onload = () => resolve(); + img.onerror = () => resolve(); + }); + }, + play(effects) { + this.clear(); + if (!effects || !effects.length) return Promise.resolve(); + this.ensureLayer(); + const waiters = []; + for (const effect of effects) { + if (effect.kind === "bounce") waiters.push(this.bounce(effect)); + else if (effect.kind === "pulse") waiters.push(this.pulse(effect)); + else if (effect.kind === "flash") waiters.push(this.flash(effect)); + else if (effect.kind === "fade") waiters.push(this.fade(effect)); + else if (effect.kind === "press") waiters.push(this.press(effect)); + } + return Promise.all(waiters); + }, + bounce(effect) { + const dx = effect.dx || 0; + const dy = effect.dy || 0; + const duration = Math.max(1, effect.durationMs || 100); + const start = performance.now(); + return new Promise((resolve) => { + const tick = (now) => { + const t = Math.min(1, (now - start) / duration); + const amp = (1 - t) * (1 - t); + els.grid.style.transform = `translate(${dx * amp}px, ${dy * amp}px)`; + if (t < 1) this.raf = requestAnimationFrame(tick); + else { + els.grid.style.transform = ""; + resolve(); + } + }; + this.raf = requestAnimationFrame(tick); + }); + }, + pulse(effect) { + if (!this.layer) return Promise.resolve(); + const cell = this.placeCell(effect); + cell.classList.add("fx-pulse"); + this.layer.appendChild(cell); + const duration = Math.max(1, effect.durationMs || 320); + const start = performance.now(); + return new Promise((resolve) => { + const tick = (now) => { + const t = Math.min(1, (now - start) / duration); + const amp = Math.sin(t * Math.PI); + cell.style.background = `rgba(90, 220, 140, ${0.43 * amp})`; + if (t < 1) requestAnimationFrame(tick); + else { + cell.remove(); + resolve(); + } + }; + requestAnimationFrame(tick); + }); + }, + async flash(effect) { + if (!this.layer || !effect.tileImage) return; + const cell = this.placeCell(effect); + const img = document.createElement("img"); + img.src = effect.tileImage; + img.alt = ""; + const white = document.createElement("div"); + white.className = "fx-flash-white"; + cell.appendChild(img); + cell.appendChild(white); + this.layer.appendChild(cell); + await this.loadTile(img); + const duration = Math.max(1, effect.durationMs || 140); + const start = performance.now(); + await new Promise((resolve) => { + const tick = (now) => { + const t = Math.min(1, (now - start) / duration); + // Brief white flash, then fade the pre-pickup key out. + if (t < 0.35) { + white.style.opacity = String(0.55 * (t / 0.35)); + img.style.opacity = "1"; + } else { + white.style.opacity = "0"; + img.style.opacity = String(1 - t); + } + if (t < 1) requestAnimationFrame(tick); + else { + cell.remove(); + resolve(); + } + }; + requestAnimationFrame(tick); + }); + }, + async fade(effect) { + if (!this.layer || !effect.tileImage) return; + const cell = this.placeCell(effect); + const img = document.createElement("img"); + img.src = effect.tileImage; + img.alt = ""; + cell.appendChild(img); + this.layer.appendChild(cell); + await this.loadTile(img); + const duration = Math.max(1, effect.durationMs || 150); + const start = performance.now(); + await new Promise((resolve) => { + const tick = (now) => { + const t = Math.min(1, (now - start) / duration); + img.style.opacity = String(1 - t); + if (t < 1) requestAnimationFrame(tick); + else { + cell.remove(); + resolve(); + } + }; + requestAnimationFrame(tick); + }); + }, + async press(effect) { + if (!this.layer) return; + const cell = this.placeCell(effect); + cell.classList.add("press"); + let img = null; + if (effect.tileImage) { + img = document.createElement("img"); + img.src = effect.tileImage; + img.alt = ""; + cell.appendChild(img); + } + this.layer.appendChild(cell); + if (img) await this.loadTile(img); + const duration = Math.max(1, effect.durationMs || 80); + const start = performance.now(); + await new Promise((resolve) => { + const tick = (now) => { + const t = Math.min(1, (now - start) / duration); + const amp = Math.sin(t * Math.PI); + const scale = 1 - 0.06 * amp; + if (img) img.style.transform = `scale(${scale})`; + if (t < 1) requestAnimationFrame(tick); + else { + cell.remove(); + resolve(); + } + }; + requestAnimationFrame(tick); + }); + }, + }; + const playHost = document.getElementById("play-host"); const focusKeyboard = document.body.classList.contains("play-focus-keys"); @@ -137,6 +584,8 @@ function doReset() { withBusy(async () => { const data = await api(`/api/game/${gameId}/reset`); + fx.clear(); + await sounds.play(data.sfx); render(null, data.view); }); } @@ -193,6 +642,10 @@ li.appendChild(text); els.progress.appendChild(li); }); + // Keep the latest milestone in view once the list overflows. + requestAnimationFrame(() => { + els.progress.scrollTop = els.progress.scrollHeight; + }); } function scoreClass(pct) { @@ -296,7 +749,25 @@ document.title = `MultiNet · ${task.taskId}`; } - function render(nextTask, nextView) { + function waitForGrid() { + return new Promise((resolve) => { + if (!els.grid) return resolve(); + if (els.grid.complete) { + // Force a paint before FX so overlays aren't eaten by decode work. + requestAnimationFrame(() => resolve()); + return; + } + const done = () => { + els.grid.removeEventListener("load", done); + els.grid.removeEventListener("error", done); + requestAnimationFrame(() => resolve()); + }; + els.grid.addEventListener("load", done); + els.grid.addEventListener("error", done); + }); + } + + async function render(nextTask, nextView, opts = {}) { task = nextTask || task; view = nextView; els.taskId.textContent = `Task ${task.taskIndex + 1} / ${task.taskCount}`; @@ -309,7 +780,12 @@ ? `${task.taskId} · ${task.taskIndex + 1} / ${task.taskCount}` : task.instruction; } - els.grid.src = view.gridImage; + if (els.grid.src !== view.gridImage) { + els.grid.src = view.gridImage; + await waitForGrid(); + } else { + await new Promise((r) => requestAnimationFrame(r)); + } const dir = FACING[view.facing]; setStat( @@ -328,8 +804,18 @@ renderProgress(view.progress); syncUrl(); - if (view.done) renderEnd(view); - else els.end.className = ""; + if (!view.done) { + els.end.className = ""; + return; + } + + // Defer success overlay so the goal pulse can play on the open grid. + if (view.success && opts.deferEnd) { + els.end.className = ""; + return; + } + + renderEnd(view); } async function withBusy(fn) { @@ -349,15 +835,24 @@ if (!playing || (view && view.done)) return; withBusy(async () => { const data = await api(`/api/game/${gameId}/action`, { action }); - render(null, data.view); + await sounds.play(data.sfx); + const effects = data.effects || []; + const pulse = effects.find((e) => e.kind === "pulse"); + // Paint the new grid first (keep end overlay off during success pulse). + await render(null, data.view, { deferEnd: !!pulse }); + await fx.play(effects); + if (pulse && view && view.done && view.success) renderEnd(view); }); } - function beginPlay() { + async function beginPlay() { + await sounds.unlock(); playing = true; els.splash.classList.remove("show"); els.card.style.display = "block"; if (playHost) playHost.focus({ preventScroll: true }); + // Confirm audio is live (same family as a turn click). + await sounds.play("turn"); } document.getElementById("splash-play").onclick = beginPlay; @@ -365,12 +860,16 @@ document.getElementById("prev").onclick = () => withBusy(async () => { const data = await api(`/api/game/${gameId}/navigate`, { delta: -1 }); + fx.clear(); + await sounds.play(data.sfx); render(data.task, data.view); }); document.getElementById("next").onclick = () => withBusy(async () => { const data = await api(`/api/game/${gameId}/navigate`, { delta: 1 }); + fx.clear(); + await sounds.play(data.sfx); render(data.task, data.view); }); @@ -405,7 +904,7 @@ document.getElementById("next").click(); return; } - const action = KEY_TO_ACTION[ev.key]; + const action = KEY_TO_ACTION[ev.key.toLowerCase()]; if (!action) return; ev.preventDefault(); sendAction(action); diff --git a/static/pages/Multinetv2R1.html b/static/pages/Multinetv2R1.html index 64fcf3e..693a24e 100644 --- a/static/pages/Multinetv2R1.html +++ b/static/pages/Multinetv2R1.html @@ -45,7 +45,7 @@ - + @@ -1744,7 +1744,7 @@

Citation

- + From 85c5a0b0fc24e349007a6c119683868b16c5228e Mon Sep 17 00:00:00 2001 From: Arushi Jain Date: Thu, 6 Aug 2026 04:09:05 -0400 Subject: [PATCH 10/11] Add ui for tab and model view overlay --- static/css/play.css | 191 +++++++++++++++++++++++- static/js/play.js | 258 ++++++++++++++++++++++++++++++++- static/pages/Multinetv2R1.html | 19 ++- 3 files changed, 456 insertions(+), 12 deletions(-) diff --git a/static/css/play.css b/static/css/play.css index 340a818..3605d36 100644 --- a/static/css/play.css +++ b/static/css/play.css @@ -53,7 +53,8 @@ .play-host #end p, .play-host #end td, .play-host #end th, -.play-host #end button { +.play-host #end button, +.play-host #end .play-download { margin: 0; padding: 0; font: inherit; @@ -426,6 +427,194 @@ font-weight: 600; } +.play-host #end .play-download, +.play-host .play-download { + display: inline-block; + margin: 14px auto 4px; + padding: 8px 16px; + font: inherit; + font-weight: 700; + font-size: 0.85rem; + color: var(--text-title); + background: #1c1f2c; + border: 1px solid #3a3f52; + border-radius: 8px; + cursor: pointer; +} + +.play-host #end .play-download:hover, +.play-host .play-download:hover { + border-color: #5a6280; + background: #242838; +} + +.play-host .play-overlay { + position: absolute; + inset: 0; + z-index: 8; + display: grid; + place-items: center; + padding: 18px; + background: rgba(8, 9, 13, 0.82); + box-sizing: border-box; +} + +.play-host .play-overlay[hidden] { + display: none !important; +} + +.play-host .play-overlay-card { + width: min(560px, 100%); + max-height: min(520px, 90%); + display: flex; + flex-direction: column; + background: rgba(22, 24, 34, 0.98); + border: 1px solid #2e3344; + border-left: 6px solid #4c7dff; + border-radius: 14px; + overflow: hidden; + box-shadow: 0 18px 40px rgba(0, 0, 0, 0.45); +} + +.play-host .play-overlay-card.model { + width: min(640px, 100%); + border-left-color: #9b59ff; +} + +.play-host .play-overlay-head { + display: flex; + align-items: center; + justify-content: space-between; + gap: 12px; + padding: 14px 16px 10px; + border-bottom: 1px solid var(--sep); +} + +.play-host .play-overlay-head h3 { + margin: 0; + font-size: 1rem; + letter-spacing: 0.04em; + text-transform: uppercase; + color: var(--text-title); +} + +.play-host .play-overlay-head button { + flex: 0 0 auto; + padding: 4px 10px; + font-size: 0.78rem; + font-weight: 700; + color: var(--text-dim); + background: transparent; + border: 1px solid #3a3f52; + border-radius: 6px; + cursor: pointer; +} + +.play-host .play-overlay-body { + padding: 12px 16px 18px; + overflow: auto; + min-height: 0; + color: var(--text); + font-size: 0.88rem; + line-height: 1.45; + scrollbar-width: thin; + scrollbar-color: #3a3f52 transparent; +} + +.play-host .play-overlay-help { + margin: 0 0 12px; + color: var(--text-dim); + font-size: 0.8rem; +} + +.play-host .settings-row { + display: flex; + align-items: baseline; + gap: 10px; + margin: 0 0 8px; +} + +.play-host .settings-row.is-editable { + cursor: pointer; + padding: 4px 6px; + margin-left: -6px; + margin-right: -6px; + border-radius: 6px; +} + +.play-host .settings-row.is-editable:hover { + background: rgba(76, 125, 255, 0.12); +} + +.play-host .settings-key { + flex: 0 0 auto; + min-width: 1.6rem; + padding: 2px 6px; + text-align: center; + font-size: 0.75rem; + font-weight: 700; + color: #9db4ff; + background: #151826; + border: 1px solid #2f3a5c; + border-radius: 5px; +} + +.play-host .settings-attr { + color: var(--text-sub); + word-break: break-word; +} + +.play-host .settings-attr strong { + color: var(--text-title); + font-weight: 700; +} + +.play-host .overlay-section { + margin: 0 0 14px; +} + +.play-host .overlay-section h4 { + margin: 0 0 6px; + font-size: 0.78rem; + letter-spacing: 0.05em; + text-transform: uppercase; + color: #b39bff; +} + +.play-host .overlay-section pre { + margin: 0; + white-space: pre-wrap; + word-break: break-word; + font-family: ui-monospace, SFMono-Regular, Menlo, Consolas, monospace; + font-size: 0.78rem; + line-height: 1.4; + color: var(--text); + background: #12141c; + border: 1px solid #2a2e3c; + border-radius: 8px; + padding: 10px 12px; +} + +.play-host .manifest-block { + margin-top: 14px; + padding-top: 12px; + border-top: 1px solid var(--sep); +} + +.play-host .manifest-block h4 { + margin: 0 0 6px; + font-size: 0.78rem; + letter-spacing: 0.05em; + text-transform: uppercase; + color: #c9a0ff; +} + +.play-host .manifest-block p { + margin: 0 0 4px; + color: var(--text-sub); + font-size: 0.82rem; +} + #splash { display: none; position: relative; diff --git a/static/js/play.js b/static/js/play.js index 5c6d517..f4581d9 100644 --- a/static/js/play.js +++ b/static/js/play.js @@ -274,6 +274,7 @@ ["X", "Drop Key", "DROP", "interact"], ["T", "Toggle Switch / Open Door", "TOGGLE", "interact"], ["R", "Restart", null, "meta"], + ["DL", "Download trajectory", "DOWNLOAD", "meta"], ]; const MECH = { @@ -319,8 +320,13 @@ endScore: document.getElementById("end-score"), endFrame: document.getElementById("end-frame"), endRows: document.getElementById("end-rows"), + endDownload: document.getElementById("end-download"), pageTitle: document.getElementById("page-title"), pageDesc: document.getElementById("page-desc"), + overlay: document.getElementById("overlay"), + overlayTitle: document.getElementById("overlay-title"), + overlayBody: document.getElementById("overlay-body"), + overlayClose: document.getElementById("overlay-close"), }; // --------------------------------------------------------------------------- @@ -515,6 +521,8 @@ let view = null; let playing = false; let busy = false; + let overlayMode = null; // "settings" | "model" | null + let cachedSettings = null; let hostFocused = !focusKeyboard; let hostVisible = true; @@ -583,8 +591,9 @@ function doReset() { withBusy(async () => { - const data = await api(`/api/game/${gameId}/reset`); + const data = await api(`/api/game/${gameId}/reset`, {}); fx.clear(); + closeOverlay(); await sounds.play(data.sfx); render(null, data.view); }); @@ -597,17 +606,22 @@ btn.innerHTML = `${key}${label}`; btn.onclick = () => { if (action === null) doReset(); + else if (action === "DOWNLOAD") downloadTrajectory(); else sendAction(action); }; els.controls.appendChild(btn); }); - async function api(path, body) { - const res = await fetch(API + path, { - method: "POST", - headers: { "Content-Type": "application/json" }, - body: JSON.stringify(body ?? {}), - }); + async function api(path, body, method) { + const opts = { + method: method || (arguments.length >= 2 ? "POST" : "GET"), + headers: {}, + }; + if (opts.method !== "GET") { + opts.headers["Content-Type"] = "application/json"; + opts.body = JSON.stringify(body ?? {}); + } + const res = await fetch(API + path, opts); if (!res.ok) { const err = await res.json().catch(() => ({})); throw new Error(err.detail || res.statusText); @@ -615,6 +629,183 @@ return res.json(); } + function escapeHtml(s) { + return String(s) + .replace(/&/g, "&") + .replace(//g, ">") + .replace(/"/g, """); + } + + function closeOverlay() { + overlayMode = null; + if (!els.overlay) return; + els.overlay.hidden = true; + const card = els.overlay.querySelector(".play-overlay-card"); + if (card) card.classList.remove("model"); + if (els.overlayBody) els.overlayBody.innerHTML = ""; + } + + function renderSettingsBody(settings) { + cachedSettings = settings; + const editable = !!settings.editable; + const rows = (settings.axes || []) + .map((axis) => { + const rowClass = editable ? "settings-row is-editable" : "settings-row"; + const title = editable ? ` title="Press ${escapeHtml(axis.key)} to cycle"` : ""; + return ( + `
` + + `${escapeHtml(axis.key)}` + + `${escapeHtml(axis.attr)} = ${escapeHtml( + String(axis.value), + )}` + + `
` + ); + }) + .join(""); + let manifest = ""; + const row = settings.manifestRow; + if (row) { + const bits = [ + `experiment: ${row.experiment ?? "?"}`, + `condition: ${row.condition ?? "?"}`, + ]; + if (row.variant) bits.push(`variant: ${row.variant}`); + const mechs = row.expected_mechanisms || []; + manifest = + `

Manifest row

` + + `

${escapeHtml(bits.join(" · "))}

` + + (mechs.length + ? `

expected mechanisms: ${escapeHtml(mechs.join(", "))}

` + : "") + + (row.notes ? `

${escapeHtml(row.notes)}

` : "") + + `
`; + } + return ( + `

${escapeHtml(settings.help || "")}

` + + rows + + manifest + ); + } + + function cycleSetting(key) { + if (!gameId || !cachedSettings || !cachedSettings.editable) return; + withBusy(async () => { + const data = await api(`/api/game/${gameId}/setting`, { key: String(key) }); + if (data.settings) { + els.overlayBody.innerHTML = renderSettingsBody(data.settings); + } + if (data.view) await render(null, data.view); + }); + } + + function renderModelViewBody(data) { + const sections = (data.sections || []) + .map( + (sec) => + `
` + + `

${escapeHtml(sec.title)}

` + + `
${escapeHtml(sec.text || "")}
` + + `
`, + ) + .join(""); + return ( + `

` + + `observation=${escapeHtml(data.observation)} · ` + + `context_window=${escapeHtml(data.contextWindow)}` + + `

` + + (sections || `

No model-view sections yet.

`) + ); + } + + async function openSettings() { + if (!gameId || !els.overlay) return; + overlayMode = "settings"; + els.overlay.hidden = false; + const card = els.overlay.querySelector(".play-overlay-card"); + if (card) card.classList.remove("model"); + els.overlayTitle.textContent = "Settings"; + els.overlayBody.innerHTML = `

Loading…

`; + try { + // Always refetch so editable/frozen and values stay in sync with the API. + const settings = await api(`/api/game/${gameId}/settings`); + els.overlayBody.innerHTML = renderSettingsBody(settings); + } catch (err) { + els.overlayBody.innerHTML = `

${escapeHtml( + err.message || err, + )}

`; + } + } + + async function openModelView() { + if (!gameId || !els.overlay) return; + overlayMode = "model"; + els.overlay.hidden = false; + const card = els.overlay.querySelector(".play-overlay-card"); + if (card) card.classList.add("model"); + els.overlayTitle.textContent = "Model view"; + els.overlayBody.innerHTML = `

Loading…

`; + try { + const data = await api(`/api/game/${gameId}/model-view`); + els.overlayBody.innerHTML = renderModelViewBody(data); + } catch (err) { + els.overlayBody.innerHTML = `

${escapeHtml( + err.message || err, + )}

`; + } + } + + function toggleOverlay(mode) { + if (overlayMode === mode) { + closeOverlay(); + return; + } + if (mode === "settings") openSettings(); + else if (mode === "model") openModelView(); + } + + async function downloadTrajectory() { + if (!gameId) return; + withBusy(async () => { + const data = await api(`/api/game/${gameId}/trajectory`); + const taskId = (data.task_id || task?.taskId || "task").replace( + /[^\w.-]+/g, + "_", + ); + const stamp = new Date() + .toISOString() + .replace(/[:.]/g, "") + .replace("T", "_") + .slice(0, 15); + const blob = new Blob([JSON.stringify(data, null, 2)], { + type: "application/json", + }); + const url = URL.createObjectURL(blob); + const a = document.createElement("a"); + a.href = url; + a.download = `trajectory_${taskId}_${stamp}.json`; + document.body.appendChild(a); + a.click(); + a.remove(); + URL.revokeObjectURL(url); + }); + } + + if (els.overlayClose) els.overlayClose.onclick = () => closeOverlay(); + if (els.overlay) { + els.overlay.addEventListener("click", (ev) => { + if (ev.target === els.overlay) closeOverlay(); + }); + } + if (els.overlayBody) { + els.overlayBody.addEventListener("click", (ev) => { + const row = ev.target.closest("[data-setting-key]"); + if (!row || !cachedSettings || !cachedSettings.editable) return; + cycleSetting(row.getAttribute("data-setting-key")); + }); + } + if (els.endDownload) els.endDownload.onclick = () => downloadTrajectory(); + function setStat(el, label, valueHtml) { el.innerHTML = `${label}` + @@ -861,6 +1052,8 @@ withBusy(async () => { const data = await api(`/api/game/${gameId}/navigate`, { delta: -1 }); fx.clear(); + closeOverlay(); + cachedSettings = null; await sounds.play(data.sfx); render(data.task, data.view); }); @@ -869,6 +1062,8 @@ withBusy(async () => { const data = await api(`/api/game/${gameId}/navigate`, { delta: 1 }); fx.clear(); + closeOverlay(); + cachedSettings = null; await sounds.play(data.sfx); render(data.task, data.view); }); @@ -887,8 +1082,56 @@ } return; } + + // Overlays: Esc closes; Tab/M toggle; number keys cycle settings when editable. + if (overlayMode) { + if (ev.key === "Escape") { + ev.preventDefault(); + closeOverlay(); + return; + } + if (ev.key === "Tab") { + ev.preventDefault(); + toggleOverlay("settings"); + return; + } + if (ev.key === "m" || ev.key === "M") { + ev.preventDefault(); + toggleOverlay("model"); + return; + } + if ( + overlayMode === "settings" && + cachedSettings && + cachedSettings.editable && + /^[1-9]$/.test(ev.key) + ) { + const axis = (cachedSettings.axes || []).find((a) => String(a.key) === ev.key); + if (axis) { + ev.preventDefault(); + cycleSetting(ev.key); + } + return; + } + return; + } + // After splash, content pages only take game keys while the board is focused. if (!keyboardActive()) return; + + if (ev.key === "Tab") { + ev.preventDefault(); + toggleOverlay("settings"); + return; + } + if (ev.key === "m" || ev.key === "M") { + ev.preventDefault(); + toggleOverlay("model"); + return; + } + if (ev.key === "Escape") { + return; + } if (ev.key === "r" || ev.key === "R") { ev.preventDefault(); doReset(); @@ -921,6 +1164,7 @@ } const data = await api("/api/game/start", { taskId }); gameId = data.gameId; + cachedSettings = data.settings || null; render(data.task, data.view); els.splash.classList.add("show"); } catch (err) { diff --git a/static/pages/Multinetv2R1.html b/static/pages/Multinetv2R1.html index 693a24e..84a002a 100644 --- a/static/pages/Multinetv2R1.html +++ b/static/pages/Multinetv2R1.html @@ -45,7 +45,7 @@ - + @@ -1299,7 +1299,8 @@

-

R reset · [ ] switch task

+ +

R reset · [ ] switch task · Tab settings · M model view

@@ -1316,7 +1317,17 @@

Controls

Solve the task using only the information visible in the maze.
-
Click the board for keyboard control · [ / ] switch task · R reset
+
Click the board for keyboard · Tab settings · M model view · [ / ] task · R reset
+
+
+ + @@ -1744,7 +1755,7 @@

Citation

- + From 687a5fb757e6a62882c724125515b28abd282825 Mon Sep 17 00:00:00 2001 From: Arushi Jain Date: Thu, 6 Aug 2026 04:20:44 -0400 Subject: [PATCH 11/11] Refactor --- static/js/play.js | 12 ++---------- static/pages/Multinetv2R1.html | 2 +- 2 files changed, 3 insertions(+), 11 deletions(-) diff --git a/static/js/play.js b/static/js/play.js index f4581d9..64ef27c 100644 --- a/static/js/play.js +++ b/static/js/play.js @@ -219,7 +219,6 @@ ctx: null, master: null, buffers: null, - waves: null, enabled: true, ready: null, async unlock() { @@ -234,8 +233,7 @@ this.master = this.ctx.createGain(); this.master.gain.value = 1; this.master.connect(this.ctx.destination); - this.waves = buildWaveLibrary(); - this.buffers = buffersFromWaves(this.ctx, this.waves); + this.buffers = buffersFromWaves(this.ctx, buildWaveLibrary()); } if (this.ctx.state === "suspended") { try { @@ -263,9 +261,6 @@ }, }; - // Expose for debugging in DevTools: window.__mnSounds - window.__mnSounds = sounds; - const CONTROLS = [ ["↑", "Move Forward", "MOVE_FORWARD", "move"], ["←", "Turn Left", "TURN_LEFT", "move"], @@ -274,7 +269,6 @@ ["X", "Drop Key", "DROP", "interact"], ["T", "Toggle Switch / Open Door", "TOGGLE", "interact"], ["R", "Restart", null, "meta"], - ["DL", "Download trajectory", "DOWNLOAD", "meta"], ]; const MECH = { @@ -606,7 +600,6 @@ btn.innerHTML = `${key}${label}`; btn.onclick = () => { if (action === null) doReset(); - else if (action === "DOWNLOAD") downloadTrajectory(); else sendAction(action); }; els.controls.appendChild(btn); @@ -907,8 +900,7 @@ const youDetail = success ? `${v.stepCount} steps - solved` : `${v.stepCount} steps - failed`; - const youColor = success ? "you" : "you"; - const rows = [[ "You", youDetail, youColor, success ? "ok-result" : "fail-result" ]].concat( + const rows = [[ "You", youDetail, "you", success ? "ok-result" : "fail-result" ]].concat( models.map((m) => { let detail = m.summaryLine; let resultClass = "fail-result"; diff --git a/static/pages/Multinetv2R1.html b/static/pages/Multinetv2R1.html index 84a002a..a0fb3cc 100644 --- a/static/pages/Multinetv2R1.html +++ b/static/pages/Multinetv2R1.html @@ -1755,7 +1755,7 @@

Citation

- +