{
  "version": 1,
  "generated_from": "library/loops/**/*.md front-matter",
  "count": 17,
  "categories": [
    "engineering",
    "operations",
    "content",
    "research",
    "data"
  ],
  "primitives": [
    "/goal",
    "/loop",
    "routine"
  ],
  "cards": [
    {
      "id": "claim-ledger-security",
      "title": "Claim-Ledger Security Triage",
      "category": "engineering",
      "primitive": "/goal",
      "use_when": "A scanner dumped a pile of findings and you want only the ones backed by a runnable repro.",
      "verify": "Every accepted finding has a PoC that fails before the patch and passes after; an independent verifier re-ran each.",
      "tags": [
        "security",
        "maker-checker",
        "executable-evidence"
      ],
      "path": "library/loops/engineering/claim-ledger-security.md",
      "example": "../../../examples/3-claim-ledger-security/artifacts.md"
    },
    {
      "id": "flaky-test-quarantine",
      "title": "Flaky-Test Quarantine Warden",
      "category": "engineering",
      "primitive": "/loop",
      "use_when": "Flaky tests are eroding trust in CI and you want a loop to detect, quarantine, and file them.",
      "verify": "Each quarantined test failed intermittently across N reruns; the suite's flake rate trends down.",
      "tags": [
        "ci",
        "flaky-tests",
        "quarantine"
      ],
      "path": "library/loops/engineering/flaky-test-quarantine.md"
    },
    {
      "id": "overnight-217-review",
      "title": "Overnight Code Review (governed)",
      "category": "engineering",
      "primitive": "/loop",
      "use_when": "You want an agent to review an open-PR queue continuously, without it re-reviewing unchanged PRs forever.",
      "verify": "No PR has changed head SHA since the last pass; cost stays under the nightly cap.",
      "tags": [
        "code-review",
        "circuit-breaker",
        "cost-cap"
      ],
      "path": "library/loops/engineering/overnight-217-review.md",
      "example": "../../../examples/1-overnight-217-review/artifacts.md"
    },
    {
      "id": "reproduce-before-fix",
      "title": "Reproduce-Before-You-Fix",
      "category": "engineering",
      "primitive": "/goal",
      "use_when": "A regression needs fixing and you want to forbid touching source until the bug is reliably reproduced.",
      "verify": "A test reproduces the bug on 10/10 runs before any source edit; the fix makes it green.",
      "tags": [
        "regression",
        "reproduction-gate",
        "git-bisect"
      ],
      "path": "library/loops/engineering/reproduce-before-fix.md",
      "example": "../../../examples/4-reproduce-before-fix/artifacts.md"
    },
    {
      "id": "two-loops-one-repo",
      "title": "Two Loops, One Repo (coordinated)",
      "category": "engineering",
      "primitive": "/loop",
      "use_when": "You want two agents (e.g. a refactor loop and a docs loop) working the same repo without clobbering each other.",
      "verify": "Zero merge conflicts, clobbers, or reverts across a run; every edit held a lease.",
      "tags": [
        "multi-loop",
        "file-lease",
        "merge-queue"
      ],
      "path": "library/loops/engineering/two-loops-one-repo.md",
      "example": "../../../examples/2-two-loops-one-repo/artifacts.md"
    },
    {
      "id": "ad-spend-reconciliation",
      "title": "Ad-Spend Reconciliation",
      "category": "operations",
      "primitive": "/goal",
      "use_when": "You need messy invoices reconciled against a bank export to a hard zero-variance gate.",
      "verify": "The reconciliation workbook shows variance of zero and zero unmatched rows.",
      "tags": [
        "reconciliation",
        "validation-gate",
        "spreadsheet"
      ],
      "path": "library/loops/operations/ad-spend-reconciliation.md",
      "example": "../../../examples/5-ad-spend-reconciliation/artifacts.md"
    },
    {
      "id": "log-anomaly-patrol",
      "title": "Log-Anomaly Patrol",
      "category": "operations",
      "primitive": "/loop",
      "use_when": "You want a security-camera loop that watches logs for new error signatures and opens an issue once per signature.",
      "verify": "Each opened issue maps to an error signature not seen in the prior window; no duplicate issues.",
      "tags": [
        "observability",
        "patrol",
        "dedupe"
      ],
      "path": "library/loops/operations/log-anomaly-patrol.md"
    },
    {
      "id": "saas-spend-audit",
      "title": "SaaS Spend-Audit Circuit-Breaker",
      "category": "operations",
      "primitive": "/loop",
      "use_when": "You want a recurring audit of SaaS/cloud spend that flags anomalies but can't run up its own bill.",
      "verify": "Each flagged line exceeds its baseline by the configured threshold; the audit itself stays under a cost cap.",
      "tags": [
        "finops",
        "anomaly",
        "cost-cap"
      ],
      "path": "library/loops/operations/saas-spend-audit.md"
    },
    {
      "id": "changelog-from-commits",
      "title": "Changelog From Commits",
      "category": "content",
      "primitive": "/goal",
      "use_when": "You want a release changelog drafted only from the actual commit/PR history, with every entry traceable.",
      "verify": "Every changelog line cites a real commit or PR in the range; no entry is unsourced.",
      "tags": [
        "release",
        "changelog",
        "cite-or-cut"
      ],
      "path": "library/loops/content/changelog-from-commits.md"
    },
    {
      "id": "deliverability-rescue",
      "title": "Deliverability Rescue (climb to a gate)",
      "category": "content",
      "primitive": "/goal",
      "use_when": "An email/landing page must clear a spam/quality score and you want a writer-vs-scorer loop to climb to it.",
      "verify": "A separate scorer rates the final draft at or above the gate on a frozen rubric.",
      "tags": [
        "email",
        "metric-climb",
        "independent-grader"
      ],
      "path": "library/loops/content/deliverability-rescue.md",
      "example": "../../../examples/7-deliverability-rescue/artifacts.md"
    },
    {
      "id": "docs-freshness-patrol",
      "title": "Docs-Freshness Patrol",
      "category": "content",
      "primitive": "/loop",
      "use_when": "You want a patrol that flags docs whose code examples or referenced APIs have drifted from the codebase.",
      "verify": "Each flagged doc references a symbol/path that no longer exists or a snippet that no longer compiles.",
      "tags": [
        "docs",
        "drift",
        "patrol"
      ],
      "path": "library/loops/content/docs-freshness-patrol.md"
    },
    {
      "id": "claim-verify-research",
      "title": "Claim-Verify Research Brief",
      "category": "research",
      "primitive": "/goal",
      "use_when": "You want a research brief where every claim is independently verified before it is allowed to stay.",
      "verify": "Each surviving claim has >= 2 independent supporting sources; unverified claims were cut or flagged.",
      "tags": [
        "research",
        "verification",
        "cite-or-cut"
      ],
      "path": "library/loops/research/claim-verify-research.md"
    },
    {
      "id": "competitive-intel-digest",
      "title": "Competitive-Intel Digest",
      "category": "research",
      "primitive": "routine",
      "use_when": "You want a scheduled digest of changes to a watchlist of competitor pages, with each claim linked to its source.",
      "verify": "Every digest item links to the specific source page and quotes the changed text; nothing is unsourced.",
      "tags": [
        "monitoring",
        "digest",
        "routine"
      ],
      "path": "library/loops/research/competitive-intel-digest.md"
    },
    {
      "id": "rfp-questionnaire-pack",
      "title": "RFP / Security Questionnaire Pack",
      "category": "research",
      "primitive": "/goal",
      "use_when": "You must answer a long questionnaire and every answer has to cite an approved source or be left as a gap.",
      "verify": "Every answered row cites a source line from the approved binder; unsupported claims are marked GAP, not invented.",
      "tags": [
        "rfp",
        "cite-or-cut",
        "claim-ledger"
      ],
      "path": "library/loops/research/rfp-questionnaire-pack.md",
      "example": "../../../examples/6-rfp-questionnaire-pack/artifacts.md"
    },
    {
      "id": "csv-normalizer",
      "title": "Messy-CSV Normalizer",
      "category": "data",
      "primitive": "/goal",
      "use_when": "You have messy CSVs (mixed formats, currencies, dates, encodings) to normalize to a target schema.",
      "verify": "Every output row conforms to the target schema; a round-trip check reproduces source totals.",
      "tags": [
        "etl",
        "normalization",
        "validation-gate"
      ],
      "path": "library/loops/data/csv-normalizer.md"
    },
    {
      "id": "data-quality-gate",
      "title": "Data-Quality Gate Patrol",
      "category": "data",
      "primitive": "/loop",
      "use_when": "You want a patrol that checks a dataset/table against quality rules and blocks or flags on violations.",
      "verify": "Every flagged row violates a stated rule; a clean pass reports zero violations against the rule set.",
      "tags": [
        "data-quality",
        "validation-gate",
        "patrol"
      ],
      "path": "library/loops/data/data-quality-gate.md"
    },
    {
      "id": "schema-migration-backfill",
      "title": "Schema-Migration Backfill",
      "category": "data",
      "primitive": "/goal",
      "use_when": "You're backfilling a new column/table and need every affected row migrated with a verifiable invariant.",
      "verify": "Post-migration, the invariant holds for 100% of affected rows and counts match the pre-migration plan.",
      "tags": [
        "migration",
        "backfill",
        "invariant"
      ],
      "path": "library/loops/data/schema-migration-backfill.md"
    }
  ]
}