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Part of Extract Cognitive Frameworks From Any Person

Productivity Blueprint

Distill Perspective Skills On Demand

0June 2026

The core orchestrator that runs a 5-phase workflow to extract any person's or topic's cognitive framework into a runnable skill.

What problem does this solve?

Runs the full distillation process from intent to deployed skill. You input a person's name or topic; the system executes diagnostic routing (clarify what they need), 6-way parallel research (writings, conversations, expression, external views, decisions, timeline), triple-verified framework extraction, SKILL.md construction with agentic protocol, and quality validation before handing you a runnable perspective.

How does it work?

  1. Provide intent (person name or topic): the orchestrator diagnoses whether you need a pre-built skill or a new distillation. 2. If new distillation: spawn 6 research agents in parallel (each covers a thinking dimension), feed results into synthesis phase. 3. Triple-verify each extracted mental model (cross-domain repetition, predictive power, uniqueness). 4. Generate SKILL.md with identity card, mental models, decision heuristics, expression DNA, time line, values, epistemic boundaries. 5. Validate against known positions (sanity test), edge cases, and voice consistency. Output: a deployed perspective skill in your runtime's skills directory, ready to activate.

Included Skills

No skills in this group

What's required to run this?

The orchestrator delegates live discovery to subagents against the repo's actual README and SKILL.md, flagging any injection attempts. Requires WebSearch or equivalent research capability for Phase 1. If you provide local primary sources (books, transcripts, videos), Phase 1 shifts to local-first mode with targeted web supplement for gaps. Python 3.7+ utility scripts (merge_research.py, quality_check.py) available in the skill's scripts/ directory for offline validation if needed.

Key Features

Phase 0: Intent Routing

Diagnoses whether you need a pre-made skill, a new person distillation, or a topic framework; recommends best match from existing library or initiates custom distillation

Phase 1: 6-Way Parallel Research

Simultaneously collects writings, long conversations, expression patterns, external criticism, decision records, and timeline; handles local-first mode if you provide primary sources

Phase 2: Framework Synthesis

Extracts 3-7 mental models, 5-10 decision heuristics, expression DNA profile, values and anti-patterns, intellectual lineage; applies triple verification on each model

Phase 3: SKILL Construction

Assembles SKILL.md with agentic protocol (research loop), identity card, frameworks, epistemic boundaries, research attribution; uses skill-template.md for standardization

Phase 4-5: Validation & Refinement

Tests on known positions, edge cases, voice consistency; dual-agent optimization for clarity and operational readiness before deployment

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Ishani D.

Account Manager at G2