Problem Statement
As context observations accumulate over time, developers need a reliable way to understand how the Context engine behaves under real-world scenarios.
Currently, there is no mechanism to replay a historical sequence of observations and inspect how the registry evolves at each step. This makes it difficult to debug context matching, conflict resolution, temporary interest handling, decay, and future protocol changes.
Without a replay system:
- Context evolution cannot be reproduced.
- Regression testing becomes difficult.
- Debugging historical behavior is time-consuming.
- Protocol changes cannot be evaluated against previous observation sequences.
Proposed Solution
Introduce a Context Replay Simulator capable of replaying a chronological sequence of observations and reconstructing the context state after each event.
The simulator should process observations one by one while exposing intermediate state changes.
Example:
Observation 1
Health Metrics
↓
Observation 2
Food Delivery
↓
Observation 3
User Correction
↓
Observation 4
Workout Completed
↓
Final Context State
Developers should be able to inspect every transition instead of only the final result.
Expected Features
The simulator should support:
- Sequential replay of observations
- Timestamp-based playback
- Step-by-step execution
- Pause and resume simulation
- State snapshots after every observation
- Event timeline generation
- Replay from any checkpoint
- Deterministic execution
Replay Information
Each replay step may expose:
- Active observations
- Confidence values
- Applied schema rules
- Triggered validations
- Conflict resolution decisions
- Decay updates
- Context promotions
- Context demotions
Benefits
- Easier debugging
- Better regression testing
- Reproducible protocol behavior
- Faster development
- Improved confidence in schema changes
- Helpful educational and testing tool
Possible Implementation
- Create a replay engine that consumes timestamped observations.
- Store immutable snapshots after each processing step.
- Support checkpoint restoration.
- Export replay logs as JSON for tooling integration.
- Ensure deterministic replay for identical input sequences.
Acceptance Criteria
- Replay observations in chronological order.
- Generate context snapshots after each step.
- Support replay from checkpoints.
- Produce deterministic results.
- Export replay logs.
- Include unit tests covering multiple replay scenarios.
Future Scope
- Visual timeline explorer
- Interactive replay debugger
- Side-by-side comparison between two replay sessions
- Performance benchmarking during replay
Problem Statement
As context observations accumulate over time, developers need a reliable way to understand how the Context engine behaves under real-world scenarios.
Currently, there is no mechanism to replay a historical sequence of observations and inspect how the registry evolves at each step. This makes it difficult to debug context matching, conflict resolution, temporary interest handling, decay, and future protocol changes.
Without a replay system:
Proposed Solution
Introduce a Context Replay Simulator capable of replaying a chronological sequence of observations and reconstructing the context state after each event.
The simulator should process observations one by one while exposing intermediate state changes.
Example:
Developers should be able to inspect every transition instead of only the final result.
Expected Features
The simulator should support:
Replay Information
Each replay step may expose:
Benefits
Possible Implementation
Acceptance Criteria
Future Scope