菜单
Operationalize expert methods into corpus, quote bank, triangulated kernel, operator library, and validators. Use when distilling a methodology or mining session history into executable rules.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
| name | operationalizing-expertise |
| description | Operationalize expert methods into corpus, quote bank, triangulated kernel, operator library, and validators. Use when distilling a methodology or mining session history into executable rules. |
Goal: turn tacit method into executable, auditable artifacts.
Use when you only need a stable, parseable methodology (Lemelson-style).
Summary: corpus + quote bank + triangulated kernel + operator library + validators.
Full steps: references/WORKFLOWS.md.
Use when you want multi-agent sessions that compile into structured artifacts (Brenner-style).
Summary: kickoff -> deltas -> deterministic merge + lint -> artifacts.
Full steps: references/WORKFLOWS.md and references/ARTIFACTS.md.
Use when operationalizing your own repeated behaviors into a reusable skill.
If unsure, start with Track A then add Track B only if you need orchestration.
corpus/primary_sources/ with source transcripts or paperscorpus/quote_bank/quote_bank.md with stable anchors + tagscorpus/distillations/{gpt,opus,gemini}/...corpus/specs/triangulated_kernel.md with START/END markerscorpus/specs/operator_library.md with operator cards + prompt modulescorpus/specs/session_kickoff*.md (role prompts or kickoff templates)scripts/validate-corpus.py, scripts/validate-operators.py, scripts/extract-kernel.pyartifacts/ for compiled outputs (if Track B)See references/FORMATS.md (kernel markers, quote bank entries, operator cards, delta blocks).
See references/WORKFLOWS.md for detailed steps.
See references/VALIDATION.md (includes the minimum gate list verbatim).
See references/ANTI-PATTERNS.md (includes the minimum list verbatim).
See references/OUTPUT.md.
references/CORPUS.mdreferences/DISTILLATION.mdreferences/TRIANGULATION.mdreferences/OPERATORS.mdreferences/KICKOFF.mdreferences/ARTIFACTS.mdreferences/VALIDATION.mdreferences/JARGON.mdreferences/ANTI-PATTERNS.mdreferences/CASE-STUDY.mdConsult Fable (primary oracle) for expert second opinions; escalate to GPT-5.5-Pro only for extremely important or complex tasks (always paired with Fable). Use for complex decisions, architecture choices, debugging hard problems, or when user says "consult oracles", "ask the experts", or wants a second opinion.
Run iterative oracle + agent hardening loop on any artifact (designs, plans, beads, architecture) until findings converge to near-zero. Combines /swarm-oracle with /swarm-review in alternating rounds. Use for the full hardening cycle, not just a single oracle pass. For oracle-only, use /swarm-oracle. For bead-only hardening, use /swarm-beads-quality.
Run 2x oracle sessions (FOR + AGAINST stances) to validate design decisions, plans, or bead readiness. Default = two Fable subagents; escalate to PAL 2x GPT-Pro (always paired with Fable) for extremely important or complex validations. Use after design rounds, before implementation, or to challenge architecture decisions.
Act as a wise, effective teacher whose goal is to make the human deeply understand the work done in this session (a change, a bug fix, a feature, a design) — i.e. sync the human's mental model up to the agent's. Use when the user says "sync-human", "sync me up", "teach me this session", "make sure I understand", "walk me through what we did", "quiz me on this", or "I want to actually understand this PR/change", or otherwise wants Socratic, gated, incremental teaching with comprehension checks rather than a one-shot summary. Drives understanding at both high level (motivation, impact) and low level (business logic, edge cases) using a running checklist and quizzes.
MCP Agent Mail for multi-agent coordination. Use when agents need file locks, messaging, inboxes, or conflict prevention. Handles macro_start_session, file_reservation_paths, send_message, threading, pre-commit guards.
Retrieve API tokens, keys, and credentials Oystein has stored locally. Use whenever code, scripts, or shell commands need a secret value: GitHub tokens, Cloudflare, HubSpot, Slack, Zendesk, Jira, Sentry, Anthropic, Apify, Browserbase, Google OAuth, Huma. Use BEFORE searching shell history, session logs, dotfiles, or the filesystem — the canonical store is documented here and the values are reachable via two fish helpers. Also use when adding, rotating, or removing a credential.