Dailies

Dailies helps you decide whether an AI change is ready to advance. It runs your candidate against declared cases, collects evaluation evidence, and applies your release policy. The report keeps evidence scope, trust, and missing results visible.

Install with your coding agent

In Claude Code, add the marketplace and install the plugin:

/plugin marketplace add luka-zivkovic/dailies
/plugin install dailies@dailies

The release-gate skill then walks the agent through dailies init, the three evidence trust classes, the run, and reading the report and exit codes as promote, block, or inconclusive.

For Codex or another agent, paste one line: Read https://raw.githubusercontent.com/luka-zivkovic/dailies/main/plugins/dailies/skills/release-gate/SKILL.md and follow it to set up and run a Dailies release gate in this project.

How it works

Decision	Meaning
promote	The candidate satisfied the declared policy on the declared evidence scope.
block	Complete, admissible evidence shows that the candidate violates policy.
inconclusive	Required evidence is missing, failed, or cannot be verified.

A failed evidence channel produces inconclusive. Missing evidence stays visible, with the exact precedence documented under Decision safety.

Dailies runs locally and does not sit on the serving path. It contacts only the candidate, judge, or Rubrist endpoints that you explicitly configure.

Quickstart

Requires Node.js 20 or newer.

npm install --save-dev dailies
npx dailies init
npx dailies --config dailies.config.json

dailies init [directory] creates dailies.cases.jsonl and a valid, digest-pinned dailies.config.json. It will never overwrite either file. The starter runs three demonstration cases through a deterministic exact-match evaluator and writes its reports to dailies-out/:

decision: promote | pass rate 100.0% (3/3), regressions 0, evaluated 3/3, errored 0
report: .../dailies-out/report.json
report: .../dailies-out/report.md

The generated scope deliberately claims only those three demonstration behaviors. Replace the cases, scope description, and candidate command with your real release evidence before using the decision in CI. Whenever the JSONL bytes change, the configured SHA-256 digest and scope.expectedItems must change with them. dailies digest recomputes both from the exact file bytes and rewrites only those two keys in place:

npx dailies digest --config dailies.config.json          # update the config
npx dailies digest --config dailies.config.json --check  # verify only; exit 1 on drift

The command prints the old and new values. --check never writes and is meant for a CI step that catches an edited corpus before the release run stops with input artifact digest mismatch.

To run the repository's five-case example instead:

git clone https://github.com/luka-zivkovic/dailies.git
cd dailies
npm ci
npm run build
node dist/cli.js --config fixtures/dailies.config.json

Runnable suite examples, one without and one with calibration evidence, live under fixtures/examples/. Their manifests and calibration artifacts are verified offline, but receipt evidence always comes from a Rubrist HTTP endpoint, so they ship with a local stub that returns scripted, structurally valid receipts:

node scripts/mock-rubrist.mjs --manifest fixtures/examples/suite/suite-manifest.json &
node dist/cli.js --config fixtures/examples/suite/dailies.config.json
node dist/cli.js --config fixtures/examples/suite-calibrated/dailies.config.json

A promote from these examples demonstrates the report format only; the stub is not an evaluator.

The command exits with:

Code	Decision	CI meaning
0	promote	Policy satisfied.
1	block	Candidate should not advance.
2	inconclusive	The run or required evidence failed.

CLI reference

Command	Purpose	Exit codes
dailies --config <path>	Run the release evaluation and write report.json and report.md.	0 promote, 1 block, 2 inconclusive or run error
dailies init [directory]	Create a runnable, digest-pinned single-format starter without overwriting existing files.	0 created, 2 refused or failed
dailies digest --config <path>	Recompute the JSONL input digest and line count and update inputs.digest and scope.expectedItems in place (single and suite configurations).	0 updated or already current, 2 error
dailies digest --config <path> --check	Report whether the config matches the input artifact without writing.	0 match, 1 mismatch, 2 error

Paths inside a config resolve relative to the config file. dailies digest changes only the two identity keys and preserves the file's key order and formatting; it never edits thresholds, policy, or scope descriptions.

Run in GitHub Actions

The repository root ships a composite action, so a release gate needs no hand-written shell. The action runs npx --yes dailies@<version> --config <config>, appends report.md to the job summary, and maps the exit code: block fails the job, and inconclusive fails the job by default. Setting fail-on-inconclusive: false turns it into a ::warning:: line while the decision output still says inconclusive; it is never mapped to success silently. Node.js 20 or newer must already be on the runner.

name: release-gate
on: [pull_request]

jobs:
  gate:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v4
      - uses: actions/setup-node@v4
        with:
          node-version: 20
      - name: Verify the corpus digest before running
        run: npx --yes [email protected] digest --config dailies.config.json --check
      - id: dailies
        uses: luka-zivkovic/dailies@main
        with:
          config: dailies.config.json
          # version: 0.4.0                # dailies npm version (default: the action's release)
          # fail-on-inconclusive: 'true'  # 'false' warns instead of failing
          # summary: 'true'               # append report.md to the job summary
      - if: always()
        run: echo "decision=${{ steps.dailies.outputs.decision }} exit=${{ steps.dailies.outputs.exit-code }}"

Input	Default	Meaning
config	required	Path to the Dailies configuration, relative to the workspace.
version	current release	dailies npm version passed to npx.
fail-on-inconclusive	true	Fail the step on exit code 2; false emits a warning instead.
summary	true	Append report.md to $GITHUB_STEP_SUMMARY.

Outputs: decision (promote, block, or inconclusive), exit-code, and the absolute report-json and report-md paths (empty when no report was written). Pin the action to a tag or commit rather than @main for reproducible gates. The step logic lives in scripts/action-run.sh and is covered by the test suite.

Why Dailies

Ordinary tests can tell you whether code runs. They cannot tell you whether an AI change regressed a known behavior, whether a judge result is trustworthy, or whether the evidence actually covers the population you intend to release to.

Dailies makes those assumptions explicit:

• Scope-bound decisions — every claim names the exact dataset or sample it covers.
• Honest incompleteness — infrastructure and protocol failures become inconclusive, not synthetic passes or failures.
• Visible evidence trust — deterministic, verified, and self-reported results stay distinct.
• Customer-owned policy — Dailies applies your thresholds and criterion roles; an evaluator does not decide whether you ship.
• Reproducible reports — exact input identity, operations, policy, evidence, and decision precedence remain auditable.

Minimal configuration

This single-format example evaluates one criterion over an exact, digest-pinned JSONL regression corpus:

{
  "contract": "dailies/single-config/v1",
  "schemaVersion": 1,
  "inputs": {
    "type": "jsonl",
    "path": "cases.jsonl",
    "digest": "sha256:<digest-of-the-exact-file-bytes>"
  },
  "scope": {
    "id": "checkout-regressions-v1",
    "kind": "regression_corpus",
    "expectedItems": 24,
    "collectionProcedure": "Curated failures from reviewed support escalations.",
    "population": "Known checkout-assistant failure modes.",
    "timeWindow": {
      "kind": "not_applicable",
      "reason": "This is a static regression corpus."
    }
  },
  "candidate": {
    "type": "http",
    "url": "http://localhost:8080/generate",
    "bodyTemplate": "{\"prompt\": {input}}"
  },
  "judge": { "type": "exact-match" },
  "thresholds": {
    "minPassRate": 1,
    "maxRegressions": 0
  },
  "output": { "dir": "./dailies-out" }
}

Each JSONL row has a stable ID and input. baseline_label is optional, but it is required for a paired comparison; baseline_output supplies evaluator context and never silently implies that the baseline passed.

{"id":"checkout-001","input":"Where is my order?","baseline_label":"pass","baseline_output":"Your order is in transit."}

See the bundled configuration and single-format reference for the complete contract.

Evidence integrations

Integration	Trust class	Intended use
Built-in exact match	deterministic	Reproducible baseline comparisons without an external judge.
Verified Rubrist receipt	verified	Governed evaluator evidence with pinned identity, coverage, and digests.
Generic HTTP judge	self_reported	Migration and custom integrations without a verifiable evidence envelope.

Verified and deterministic evidence are admissible by default. A generic HTTP judge cannot independently promote a release unless the customer policy records an explicit self-reported-evidence override and reason. The override admits the evidence; it does not upgrade its trust class.

Bring your own eval platform

If you already run Promptfoo, DeepEval, or Braintrust, Dailies can gate on those results today only through the generic HTTP judge: a small service you own calls your platform for each item and returns its pass/fail. That evidence is self_reported, so it needs the explicit override described above.

Native result-file adapters are proposed, not implemented. ADR-0006 records the open questions. Imported results would stay self_reported, even if Dailies ran the platform itself and pinned the output file's digest. A file digest proves which bytes Dailies read. It does not verify the platform's results.

Formats

Dailies has two formats. Each configuration and report names its format in a contract field, which the CLI and report inspection dispatch on (ADR-0010):

• Single (dailies/single-config/v1, dailies/single-report/v1): one declared scope with exact-match, HTTP, or Rubrist evidence.
• Suite (dailies/suite-config/v1, dailies/suite-report/v1): a pinned, policy-free Rubrist suite under a customer release policy (dailies/release-policy/v1), with separate evidence and policy for each criterion and, optionally, exact local calibration artifacts evaluated per trial without silently pooling variance.

The detailed contracts live in the single format and suite format references, and each has a runnable example: single, and the suite without and with calibration.

Decision safety

Release decisions follow a fixed precedence:

1. A required evidence-channel integrity failure is inconclusive.
2. A candidate-attributable execution failure is block.
3. Complete, admissible blocking evidence is block, even if unrelated mandatory evidence is missing.
4. Missing mandatory evidence with no known block is inconclusive.
5. Complete and admissible evidence is evaluated normally under customer policy.

This behavior is defined in ADR-0005 and covered by the authored invariant suite. The suite is a correctness gate, not a competitor benchmark or a product-superiority claim.

Data and security

• Candidate commands run on the machine invoking Dailies.
• Candidate, judge, and Rubrist HTTP requests go only to configured endpoints.
• Authentication header names, but not their values, may appear in execution identity records.
• Reports contain evaluation inputs, candidate outputs, labels, and reasons. Treat report artifacts as potentially sensitive data.
• Dailies is not an inference proxy and does not require production traffic to pass through it.

Please report vulnerabilities using the process in SECURITY.md.

Product boundaries

Dailies owns the release consequence. It does not author rubrics, establish human truth, or statically inspect capability packages.

• Rubrist produces governed, policy-free assessment evidence.
• Casefile produces deterministic trust evidence for capability artifacts.
• Dailies currently verifies Rubrist evidence and applies customer-owned release policy. Casefile consumption remains a possible future integration.

The products share explicit evidence contracts; they do not collapse into one runtime.

Documentation

• Product charter — authoritative target scope
• Architecture decisions — accepted product and evidence semantics
• Shared glossary — precise portfolio terminology
• Implementation plan — current sequencing and demand-gated work
• Evidence contracts — vendored schemas and conformance fixtures
• Changelog — notable changes by release
• Contributing guide — local checks and pull request expectations

PRODUCT.md and accepted ADRs define target behavior. The README describes the current CLI and does not override those sources.

Development

npm ci
npm run build
npm test
npm run invariant:batch6
npm pack --dry-run

The test suite covers onboarding, configuration, execution, retries, evidence verification, policy, reporting, tamper cases, and deterministic fault injection; npm test reports the current test count. GitHub Actions runs the build, the complete test suite, and the invariant robustness gate on Node.js 20 and 22 for every push and pull request.

See CONTRIBUTING.md for the local checks and review expectations before opening a change.

Dailies is pre-1.0 software. Schema compatibility is deliberate, but the public CLI and library API may still evolve before a stable release.

License

MIT © 2026 Luka Živković