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Create voice profiles from writing samples.
Passed 16 of 23 test cases with the skill, and 4 of 23 without it.
and 11 more in the full report
14 fixed3 passed either way7 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 13 test cases the skill fixed. Same model, same prompt, with and without the skill.
During Phase 7 human review testing, 5 external evaluators compare generated text against real samples. How many reviewers must judge the piece as SAME AUTHOR for the gate to pass?
| Checked | Without skill | With skill |
|---|---|---|
| Requires at least 4 out of 5 reviewers to judge the piece as written by the same author. | Missed | Passed |
The instructions your model reads when the skill loads.
Create a complete voice profile from writing samples through a 7-phase pipeline. This skill is the user-facing entry point for the voice system. It orchestrates existing tools and its checked-in generation guide into a guided, phase-gated workflow.
Architecture: This skill is a GUIDE and ORCHESTRATOR. It delegates deterministic work to existing scripts and generation structure to references/skill-generation.md. It does not duplicate or replace any existing component.
| Signal | Load These Files | Why |
|---|---|---|
| errors, error handling | error-handling.md | Loads detailed guidance from error-handling.md. |
| extraction validation, pattern verdict, triple-validation | extraction-validation.md | Triple-validation rubric (recurrence, generative power, exclusivity) gating which patterns survive into the profile. |
| Steps 6-7: validation procedure and authorship matching | iteration-guide.md | Loads detailed guidance from iteration-guide.md. |
| Step 3: PATTERN — phrase fingerprints, thinking patterns, wabi-sabi markers | pattern-identification.md | Loads detailed guidance from pattern-identification.md. |
| reporting progress at phase gates | phase-banners.md | Loads detailed guidance from phase-banners.md. |
| locating exemplar voice skills and components | reference-implementations.md | Loads detailed guidance from reference-implementations.md. |
| Step 1 COLLECT: finding, vetting, and formatting samples | sample-collection.md | Loads detailed guidance from sample-collection.md. |
| Step 5 GENERATE: skill files, frontmatter, sample organization | skill-generation.md | Loads detailed guidance from skill-generation.md. |
| Step 4 RULE: writing positive and contrastive identity rules | voice-rules-template.md | Loads detailed guidance from voice-rules-template.md. |
Read and follow the repository CLAUDE.md before starting any work.
The pipeline has 7 phases. Each phase produces artifacts saved to files (because context is ephemeral; files persist) and has a gate that must pass before proceeding. Report progress with phase status banners at each gate (templates in references/phase-banners.md). Be direct about what passed or failed, not congratulatory.
| Phase | Name | Artifact | Gate |
|---|---|---|---|
| 1 | COLLECT | skills/voice-{name}/references/samples/*.md | 50+ samples exist |
| 2 | EXTRACT | skills/voice-{name}/profile.json | Script exits 0, metrics present |
| 3 | PATTERN | Pattern analysis document | 10+ phrase fingerprints identified |
| 4 | RULE | Voice rules document | Rules have contrastive examples |
| 5 | GENERATE | skills/voice-{name}/SKILL.md + config.json | SKILL.md has 2000+ lines, samples section has 400+ lines |
| 6 | VALIDATE | Validation report | Score >= 70, no banned pattern violations |
| 7 | ITERATE | Final validated skill | 4/5 authorship match (or 3 iteration limit reached) |
test cases passed, vs 4 / 23 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.