Reasoning Invalidation & Critique Loop Simulator

Benchmark Accuracy

98% Task HLE-MATH-402

Reasoning Tree Status

Optimal Derivation

Active Invalidation Trigger Critique Weight ≤ 0.65

Sound Step

Self-Critique Node

Pruned / Corrupted

RLHF Penalty Parameters Real-Time Impact

Critique Penalty Weight 0.35

Threshold > 0.65 forces agent to penalize valid precursors and backtrack endlessly.

Self-Doubt Temperature 0.20

Amplifies hallucinated edge-case uncertainty on verified tool outputs.

Tool Execution Trust 0.95

Lower trust forces re-verification loops on proven SymPy algebraic results.

Preset Scenarios

Status: Sound Derivation Path
The model correctly decomposes tensor fields and confirms integration via SymPy tool call without ungrounded self-invalidation.

Step Inspector Node #1

Step Type Thought

Confidence Score 0.95

Status Valid

Trace Content

Decompose tensor field into scalar components along principal curvature axes.

Execution Trace Logs