dogfood

A — Software engineering

Pain: Agents mark features DONE without freeze review; contributors lack honest phase boundaries; merges skip gates.

How the kit helps

Ship path — freeze before build; CI blocks merge
  1. Spec freeze
  2. Independent review
  3. Auto build
  4. CI gates
  5. Merge

Review or CI red → no merge

This repo ships a CI pattern as a template: freeze-review workflow template

dogfood

B — Video studio

Pain: Remakes, fake approvals, and “done” narration before export gates pass.

How the kit helps

Production lane — scripts verify; human listens before advance
  1. Narration
  2. Export
  3. QC scripts
  1. Independent listen
  2. Status board advance

Any verify fail → remake, no board advance

reference

C — Research paper pipeline

Pain: Fabricated citations and tables that do not match source data.

How the kit helps

Evidence loop — re-fetch until quotes and tables match sources
  1. Retrieve + hash
  2. Quote / table checks
  3. Verifier re-fetch
  1. Bind output SHA → draft

Optional: pin evidence pack for peer review

Domain pack stub — not shipped in kit core.

aspirational

D — Accounting close

Pain: Disputed payouts and reconciliations without dual control.

How the kit helps

Dual control — prep and review stay separate until authorize
  1. Prep
  2. CSV + checksum
  3. Reconcile diffs
  1. Review
  2. Re-run checks
  3. Human authorize
  1. Export / payout file

Propose ≠ execute on Muse when transfers are live

Illustrative — aspirational domain pack; no kit claim of a production close workflow.

reference

E — Classroom

Pain: Students skip tests and self-mark assignments complete.

How the kit helps

Teacher sets the rails; student work cannot self-grade
  1. Teacher
  2. Install kit
  3. Freeze assignment
  1. Student
  2. Build
  3. Tests green
  4. TA verify
  5. Grade publish

Later lesson: optional Muse pin for portfolio history

Traffic story: Teacher installs on GitHub; later lesson offers optional Muse deepen for signed portfolio history.