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Agent Orchestration
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/run-evals

Eval-Driven Development — define capability and regression evals before building; code graders use verify commands, model graders use explicit rubrics; log pass@k. Use before develop-tdd on new features, or when measuring agent capability over runs.

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bigpowers
26781 skills1 hook1 MCP
Install
$ npx -y skills add danielvm-git/bigpowers --skill run-evals --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/run-evals

Context preview

The summary Claude sees to decide when to auto-load this skill.

Eval-Driven Development — define capability and regression evals before building; code graders use verify commands, model graders use explicit rubrics; log pass@k. Use before develop-tdd on new features, or when measuring agent capability over runs.

SKILL.md

run-evals.SKILL.md
# story: e45s37
name: run-evals
description: Eval-Driven Development — define capability and regression evals before building; code graders use verify commands, model graders use explicit rubrics; log pass@k. Use before develop-tdd on new features, or when measuring agent capability over runs.
model: sonnet
effort: standard

Run Evals

> **HARD GATE** — Define evals before implementation. Code graders = runnable `verify:` commands; model graders = explicit rubric with pass/fail criteria.

Process

1. Name the capability under test (one sentence). 2. Write `specs/EVALS-<feature>.md` with:

  • **Capability evals** (does it do the job?)
  • **Regression evals** (did we break anything?)

3. Assign grader type per eval: `code` (shell verify) or `model` (rubric). 4. Assign **strictness tier** per eval (graduated promotion — e45s37):

| Tier | Meaning | Promotion rule | |------|---------|------------------| | `EXPERIMENTAL` | New eval, may flake | Not gating | | `USUALLY_PASSES` | Stable in dev; ≥2/3 recent runs pass | Blocks BUILD only when combined with ALWAYS_PASSES suite | | `ALWAYS_PASSES` | Zero tolerance; required for release | Any single failure blocks BUILD and merge |

Promote: `EXPERIMENTAL → USUALLY_PASSES` after 3 consecutive passes; `USUALLY_PASSES → ALWAYS_PASSES` after 5 consecutive passes with zero flakes documented in `specs/state.yaml`.

5. Run evals; log results table with pass@k (e.g. 3/3 runs) and tier per eval. 6. Block BUILD phase until all `ALWAYS_PASSES` evals pass at agreed k. `USUALLY_PASSES` failures warn; `EXPERIMENTAL` failures log only.

Artefact

`specs/verifications/eNNsYY-eval-report.md` — see [REFERENCE.md](REFERENCE.md) for template. Eval reports are stored alongside verification evidence in `specs/verifications/`, keyed by story ID for traceability.

Verify

→ verify: `test -d specs/benchmarks && test -f specs/benchmarks/SCHEMA.md`

<!-- story: e02s01 -->

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Agent skills synthesizing 17 years of software engineering discipline — from Clean Code to AI-native architecture — into a single, prescriptive methodology for solo developers.

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