311 Abilities Across 4 Harnesses

Channels analytical depth across causality, time, space, simulation, abstraction, and metacognition. Eliminates shallow stopping and heuristic drift.

• • Causal Dependency Verification
• • Temporal Horizon Modeling
• • Simulation State Propagation
• • Metacognitive Confidence Calibration

Suppresses the frontier model reflex to flatter users, validate sunk-cost assumptions, or fabricate answers when uncertain.

• • Sycophancy Suppression Under Pressure
• • Ungrounded Assertion Rejection
• • Sunk Cost Validation Refusal
• • Epistemic Humility Enforcement

Enforces software engineering rigor: invariant checks before commits, dependency isolation, and rollback boundary definition.

• • State Mutation Invariant Checks
• • Edge Condition Boundary Testing
• • Defensive Concurrency Trapping
• • Refactor Safety Loop Verification

Tracks long-term conversation trajectories, semantic drift, and participant constraints so turn 100 maintains the fidelity of turn 1.

• • Semantic Trajectory Anchoring
• • Context Decay Compensation
• • Entity Constraint Persistence
• • Multi-Turn Inconsistency Trapping