# QA Loop > Detect-triage-fix loop for keeping a codebase green and safe. Deterministic runners execute tests, lint, typecheck and security scanners (secret scanning, dependency audit, static analysis); an Opus triage lane distills raw output into a stable issue log; fixer lanes run only on issues Fable has approved and briefed. Use whenever setting up or running a test/lint watch loop, triaging build, test or security-scan failures, logging recurring errors, or deciding whether a failure should be auto-fixed. Pairs with the fable-orchestration skill, which governs how the lanes themselves are spawned. - Skill: `caelumca/qa-loop` (Agent Skill) - Install (CLI): `npx skillmds@latest add caelumca/qa-loop` - Raw SKILL.md: https://api.skillmd.com/api/skills/caelumca/qa-loop/raw - Safety review: pending - Works with: Claude Code, Claude.ai, OpenAI Codex - Category: Security - Author: Caelumca (https://skillmd.com/u/caelumca) - Updated: 2026-09-17 - Page: https://skillmd.com/skills/caelumca/qa-loop --- # QA loop: detect, triage, fix A working loop for keeping a codebase green without letting the loop quietly lie to you. Delegation mechanics (model choice, lane caps, brief format, supervision) come from the **fable-orchestration** skill — this file only covers the loop itself. ## Two rules that make or break this **1. Running is not agent work.** Executing tests, lint and typecheck requires no judgment. A watcher, git hook, or CI job runs them; agents are spawned only *on failure*, and only for triage or repair. Nothing is "continuously running" except the runner itself. An agent idling in a loop is pure cost. **2. A fixer that can edit tests will make failures disappear instead of fixing them.** Told to turn the suite green, the cheapest path is not repairing the code — it is loosening an assertion, skipping the test, widening a tolerance, wrapping the call in try/catch. The log then reads "fixed", CI is green, and the bug is still there. This failure mode is silent and it destroys the signal you built the loop for. Therefore: **fixer lanes may edit implementation only.** Tests, assertions, fixtures, contracts and CI config are off-limits — put them in the brief's *do not touch* section every time. A fixer that believes the test itself is wrong does not change it; it reports that as a finding and escalates to Fable. That judgment call is never delegated. ## The three roles | Role | What runs it | Cost | |---|---|---| | **Runner** | Script / watcher / hook / CI | No model | | **Triage** | Opus lane | Cheap, distills | | **Fixer** | Opus lane (per fable-orchestration) | Gated by Fable | ### Runner Deterministic. Runs the suite, writes raw output to `.qa/raw/.log`, exits. No summarizing, no interpretation, no model. Raw logs are disposable. Security scanning is runner work, not agent work — the "running is not agent work" rule applies with full force here. Secret scanning (gitleaks), dependency audit (`npm audit` / `pip-audit` / `cargo audit`), and static analysis (semgrep with a curated ruleset) all run as deterministic runners on the same cadence as tests, writing to the same `raw/` directory. Do not spawn an agent to "look for vulnerabilities" — an agent free-hunting for security issues produces plausible noise; scanners produce triageable signal. The one security task that *is* model work — design-level threat analysis when a new endpoint, auth flow, or data boundary is introduced — is not this loop's job at all: it is Fable's architecture work, done at design time. ### Triage lane An Opus scout lane reads the raw log and updates `.qa/issues.md`. **Raw output never enters Fable's context** — this distillation is the whole point of the lane. Each issue record carries: - **id** — a stable hash of the failure signature (test name + error type + top meaningful frame). Stability is critical: if the id drifts, the same failure opens a new record every run and the log becomes noise within days. - **first seen / last seen / count** — see escalation below. - **class** — broken test, flake, type error, regression, dependency, security, unknown. Security findings additionally carry the scanner's own severity and rule id in the evidence field; triage never downgrades a scanner severity — disputing a finding is Fable's call, recorded as `wontfix` with a reason. - **evidence** — the shortest excerpt that identifies the failure, plus the path to the raw log. Not the log itself. - **status** — open, briefed, fixed, escalated, wontfix. Triage never fixes anything and never edits code. If it can't classify a failure, `unknown` is a valid answer and better than a guess. ### Fixer lane Spawned only for issues Fable has read and turned into a brief. Never spawned straight from the log. Output goes to `.qa/fixes.md`: which issue, what changed, why, and which test now proves it. A fix with no verification is not a fix. **Prefer fresh eyes over familiarity.** The lane that wrote the code under a spec carries that spec's misreadings into the repair. Spawn the fixer as a fresh lane whose input is the issue record and Fable's brief — not the original implementation lane resumed. Model choice follows fable-orchestration; if the operator has sanctioned an additional model for a scoped task, a cross-model repair is worth taking, but that exception is orchestration's to grant, not this loop's. ## Escalation on repeat `count` is a free diagnostic. **The same id fixed twice and returning a third time is not a code problem** — it is an ambiguous brief, a wrong contract, or a design flaw. Stop spawning fixers, mark it `escalated`, and hand it to Fable. This is the automatic trigger for fable-orchestration's "re-brief, don't patch" rule. Flakes deserve their own handling: an intermittent failure repaired as if it were deterministic usually gets "fixed" by suppression. Mark it `flake`, log the rate, and leave it for Fable. ## Rollout: detection first **Do not build the closed loop on day one.** Start with runner + triage only, every fix gated behind Fable. After a few weeks the log itself tells you which classes are safe to automate: - **Usually safe** — type errors, missing imports, formatting, mechanical API renames. Narrow, verifiable, hard to fake green. - **Never automatic** — behaviour regressions, flakes, anything touching a contract or a public interface. These are architecture events wearing a test failure's clothes. - **Permanently never automatic: the `security` class.** It does not graduate, no matter how clean the log looks. A leaked secret needs rotation, not just deletion from the diff; a vulnerable dependency bump can be a breaking change; a semgrep hit can flag a design flaw. Every security fix is briefed by Fable, and a true-positive secret leak is escalated to the operator — rotation happens outside the codebase and outside this loop. Promote a class to auto-fix only once the log shows fixes in that class were correct without Fable's intervention. Building the loop the other way round leaves you with no way to measure whether any fix was ever right. ## Files ``` .qa/ ├── raw/ # runner output, disposable ├── issues.md # triage writes, stable ids └── fixes.md # fixer writes, one entry per repair ``` Fable reads `issues.md` and `fixes.md`. Fable does not read `raw/` unless an issue specifically demands it.