diff --git a/src/node.lua b/src/node.lua
index 62993a8..bcbb7dc 100644
--- a/src/node.lua
+++ b/src/node.lua
@@ -307,11 +307,16 @@ function methods:_transform_inputs_with_expr(raw_inputs, transform_config)
         if err then
             return nil, "Transform failed for " .. field_name .. ": " .. tostring(err)
         end
-        result[field_name] = {
-            content = content,
-            metadata = {},
-            discriminator = field_name
-        }
+        -- A field whose expression resolves to nil is an input that does not
+        -- exist: consumers see it exactly like an input that was never
+        -- delivered, matching raw-input presence semantics.
+        if content ~= nil then
+            result[field_name] = {
+                content = content,
+                metadata = {},
+                discriminator = field_name
+            }
+        end
     end
     return result, nil
 end
diff --git a/src/node/agent/node.lua b/src/node/agent/node.lua
index 919b3da..bf67fda 100644
--- a/src/node/agent/node.lua
+++ b/src/node/agent/node.lua
@@ -493,8 +493,11 @@ local function build_status_message(iteration, max_iterations, total_tokens, too
 end
 
 local function process_multiple_inputs(inputs)
+    -- An input entry with nil content is an input that was not provided — an
+    -- input_transform field whose expression resolved to nil produces exactly
+    -- this shape. It never counts as a malformed value and never renders a tag.
     local input_context = nil
-    if inputs.context then
+    if inputs.context and inputs.context.content ~= nil then
         local context_content = inputs.context.content
         if type(context_content) ~= "table" then
             return nil, nil, nil, nil, "context must be a table/object"
@@ -503,7 +506,7 @@ local function process_multiple_inputs(inputs)
     end
 
     local agent_id_override = nil
-    if inputs.agent_id then
+    if inputs.agent_id and inputs.agent_id.content ~= nil then
         local agent_id_content = inputs.agent_id.content
         if type(agent_id_content) ~= "string" or agent_id_content == "" then
             return nil, nil, nil, nil, "agent_id must be a non-empty string"
@@ -512,7 +515,7 @@ local function process_multiple_inputs(inputs)
     end
 
     local model_override = nil
-    if inputs.model then
+    if inputs.model and inputs.model.content ~= nil then
         local model_content = inputs.model.content
         if type(model_content) ~= "string" or model_content == "" then
             return nil, nil, nil, nil, "model must be a non-empty string"
@@ -522,7 +525,7 @@ local function process_multiple_inputs(inputs)
 
     local parts = {}
     for key, input in pairs(inputs) do
-        if key ~= "context" and key ~= "agent_id" and key ~= "model" then
+        if key ~= "context" and key ~= "agent_id" and key ~= "model" and input.content ~= nil then
             local content = input.content
             if type(content) == "table" then
                 content = json.encode(content)
@@ -2372,5 +2375,6 @@ return {
     run = run,
     _test = {
         build_agent_context_config = build_agent_context_config,
+        process_multiple_inputs = process_multiple_inputs,
     }
 }
diff --git a/src/node/agent/node_context_test.lua b/src/node/agent/node_context_test.lua
index 25f81b6..392f4ca 100644
--- a/src/node/agent/node_context_test.lua
+++ b/src/node/agent/node_context_test.lua
@@ -40,6 +40,52 @@ local function define_tests()
             test.eq(cfg.context.input_only, "visible")
         end)
     end)
+
+    describe("agent node reserved inputs", function()
+        local process = agent_node._test.process_multiple_inputs
+
+        it("treats a nil-content reserved input as absent", function()
+            -- An input_transform field whose expression resolves to nil produces
+            -- an entry with nil content; the reserved carriers read it as "not
+            -- provided", never as a malformed value.
+            local input_context, agent_id_override, model_override, input_data, err = process({
+                context = { content = nil, metadata = {} },
+                model = { content = nil, metadata = {} },
+                agent_id = { content = nil, metadata = {} },
+                lead = { content = { name = "Jane" }, metadata = {} },
+            })
+            test.is_nil(err)
+            test.is_nil(input_context)
+            test.is_nil(agent_id_override)
+            test.is_nil(model_override)
+            test.is_true(input_data:find('<input key="lead">', 1, true) ~= nil)
+        end)
+
+        it("renders no input tag for a nil-content input", function()
+            local _, _, _, input_data, err = process({
+                empty = { content = nil, metadata = {} },
+                brief = { content = "text", metadata = {} },
+            })
+            test.is_nil(err)
+            test.is_true(input_data:find('<input key="brief">', 1, true) ~= nil)
+            test.is_true(input_data:find('<input key="empty">', 1, true) == nil)
+        end)
+
+        it("still merges a table context and applies string overrides", function()
+            local input_context, agent_id_override, model_override, input_data, err = process({
+                context = { content = { kb_ids = { "kb-1" } }, metadata = {} },
+                model = { content = "class:fast", metadata = {} },
+                agent_id = { content = "ns:researcher", metadata = {} },
+                lead = { content = { name = "Jane" }, metadata = {} },
+            })
+            test.is_nil(err)
+            test.not_nil(input_context)
+            test.eq((input_context :: any).kb_ids[1], "kb-1")
+            test.eq(model_override, "class:fast")
+            test.eq(agent_id_override, "ns:researcher")
+            test.is_true(input_data:find('<input key="context">', 1, true) == nil)
+        end)
+    end)
 end
 
 return { run_tests = test.run_cases(define_tests) }
diff --git a/src/node_test.lua b/src/node_test.lua
index 413932a..241a390 100644
--- a/src/node_test.lua
+++ b/src/node_test.lua
@@ -428,6 +428,32 @@ local function define_tests()
                 test.eq(inputs["default"].key, "default")
             end)
 
+            it("omits a field whose expression resolves to nil", function()
+                local args = {
+                    node_id = "test-node-123",
+                    dataflow_id = "test-dataflow-456",
+                    node = {
+                        config = {
+                            input_transform = {
+                                user_name = "inputs.user_data.name",
+                                context = "inputs.user_data.context",
+                                model = "inputs.user_data.model"
+                            }
+                        }
+                    }
+                }
+
+                local test_node, err = node.new(args, expr_mock_deps)
+                test.is_nil(err)
+                test.not_nil(test_node)
+
+                local inputs = test_node:inputs()
+                test.not_nil(inputs)
+                test.eq(inputs.user_name.content, "John")
+                test.is_nil(inputs.context)
+                test.is_nil(inputs.model)
+            end)
+
             it("should transform inputs with field mapping", function()
                 local args = {
                     node_id = "test-node-123",