George HuRULES & BEYONDPLAYBOOK 06 / 2026

AI SKILLS / TRACEABLE ADVICE

More material does not make a consultant smarter. Clear source rights and traceable reasoning make advice worth using.

Do not dump a paid archive into a model or resell someone else’s work. Start with a permission ledger, build a source index, separate research from advice, and require every recommendation to show its evidence and uncertainty.

A consultant-skill system that turns authorised sources into traceable advice through indexing, retrieval, citation, and evaluation
VISUAL METAPHORTRACEABLE CONSULTANT · SOURCE BOUNDARIES MAKE ADVICE TRUSTWORTHY

An archive becomes useful when the system can locate the right passage for a concrete situation, explain how it supports a recommendation, and reveal both the licence boundary and the limits of the evidence.

01 / RIGHTS FIRSTUse only owned, licensed, or genuinely public material

Possessing a file is not the same as having the right to reproduce, transform, train on, redistribute, or sell it. Record the source and allowed uses before indexing.

  • Owned: your interviews, memos, transcripts, and original research.
  • Licensed: material whose terms allow the intended storage and use.
  • Public: material lawfully available under terms compatible with your purpose.
  • Excluded: leaked, scraped against terms, or purchased for personal reading but repackaged for resale.

02 / PERMISSION LEDGERGive every document a rights and provenance record

Store author, origin URL, acquisition date, licence or permission, permitted audience, expiry, and removal route. Keep this ledger separate from the document text so it can govern retrieval.

03 / SOURCE INDEXIndex claims and scenarios, not only documents

Split material around coherent ideas. Attach speaker or author, date, topic, scenario, evidence type, and a stable pointer to the original passage.

source_id:
title:
author:
source_url:
licence_or_permission:
published_at:
scenario:
claim:
evidence_type:
exact_location:
confidence:
reviewed_by:
expires_or_review_on:

04 / SKILL LAYERSSeparate retrieval, analysis, writing, and decisions

A single “act like a consultant” prompt hides too much. Build small skills with explicit inputs and outputs.

  • Research skill: finds relevant authorised passages and returns citations.
  • Analysis skill: compares options and labels assumptions.
  • Writing skill: formats the result for a named audience.
  • Decision skill: proposes options but escalates material commitments to a person.

05 / TRACEABLE OUTPUTMake every material recommendation inspectable

Return the recommendation, supporting sources, counter-evidence, assumptions, confidence, and what new fact would change the answer. If no authorised source supports it, say so.

A useful consultant skill can answer “why this?” without inventing authority.

06 / EVALUATE AND WITHDRAWTest difficult cases and honour removal

Evaluate ordinary scenarios, ambiguous requests, conflicting sources, outdated material, and requests outside permission. When a source is withdrawn or expires, make it disappear from retrieval and re-run affected evaluations.

  • Citation accuracy.
  • Permission compliance.
  • Correct refusal and escalation.
  • Stability across repeated runs.
  • Ability to remove one source completely.

Rights boundary and official skill guidance

Begin with ten sources you are unquestionably allowed to use.

A smaller lawful corpus with precise citations beats a larger archive whose origin you cannot defend.

Back to the field guide Review the team knowledge base

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