Individual skill
fable-domain
Discuss a domain with the user, research it from real sources, then generate a trusted skill bundle for it - a step-by-step workflow with a flowchart, a domain adapter, a trap fixture, and a smoke eval. Use when the user says "/fable-domain SECTOR", "make a skill for DOMAIN", "add a domain to the fable method", or "give a lesser model Fable's workflow for DOMAIN". The bundle is the deliverable; a workflow without its flowchart, sources, and trap is not done.
skills/fable-domain/SKILL.md
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- agent-skills Repository topic
- ai-agents Repository topic
- claude Repository topic
- claude-code Repository topic
- claude-md Repository topic
- coding-agent Repository topic
- evaluation Repository topic
- llm Repository topic
- fable Repository topic
- operations Derived category
- research Derived category
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# fable-domain
The fable-method ships domain adapters that translate its loop into a sector's nouns. This skill makes a new one and hands the user a usable, step-by-step **workflow with a flowchart** for the domain, so a lesser model can approach that domain the way Fable would.
Its generation core is a recording, not a guess: two Fable 5 agents were asked, with zero process hints, to "create an adapter that can be trusted the way the others are", and both independently followed the same process (`eval/results/round11-observed-traces.json`). Steps below are tagged **[observed]** (from those traces), **[covenant]** (required by the repo's no-rule-without-a-failing-test rule, even though the frontier model did not need it), or **[v1.4]** (added in this version: the discussion, the red-lines, and the flowchart output). The reason the covenant and v1.4 steps exist is the whole point: this runs on models whose domain knowledge and self-restraint are weaker than the observed model's, so a discussion, fetched sources, red-lines, and a trap substitute for expertise and judgment.
## What it produces (the bundle; all four, or not done)
1. **A domain workflow with a flowchart [v1.4].** The step-by-step approach for this domain, distilled from the discussion and research, plus a mermaid flowchart, the same shape as this method's own `references/flowcharts.md`. This is the user-facing "here are the steps, in order" artifact. It lives in the adapter's Workflow section (see `TEMPLATE.md`).
2. **The adapter**, conforming to `references/domains/TEMPLATE.md`, every named regulation/policy/figure carrying a fetched source in its Sources section.
3. **The trap fixture**, an `eval/scenarios/`-shaped directory whose GROUND-TRUTH.md defines the task, the trap (the sector's central fraud), scoring caps, and ideal behavior.
4. **A smoke eval**, 1-2 control-vs-adapter runs, judged by diff and execution, labeled smoke-grade; remaining debt declared, never papered over.
## Stage 1: Discuss [v1.4]