Dual-Process Reasoning (System 1/2 + Metacognitive Control)
CommunityDeterministic fast-slow reasoning.
Authorsovr610
Version1.0.0
Installs0
System Documentation
What problem does it solve?
Coordinate fast System 1 predictions and slow System 2 iterative refinement using a deterministic metacognitive router to ensure reproducible per-item routing and traceable reasoning across batches.
Core Features & Use Cases
- System 1 fast predictor, System 2 iterative refinement, and deterministic routing that respects per-item independence.
- Confidence calibration, novelty scoring, and a JSON-serializable ReasoningTrace/ReasoningOutput contract for interpretability and auditing.
- Suitable for large-scale inference pipelines, model evaluation, and debugging/assessment of routing strategies with traceable provenance.
Quick Start
Instantiate a DualProcessFullConfig (e.g., .minimal()) and run DualProcessReasoner on a batch with return_details to obtain the final outputs and optional traces.
Dependency Matrix
Required Modules
torch
Components
scriptsreferencesassets
💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: Dual-Process Reasoning (System 1/2 + Metacognitive Control) Download link: https://github.com/sovr610/refffiy/archive/main.zip#dual-process-reasoning-system-1-2-metacognitive-control Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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