supported

A — Software engineering

Pain: A new agent session starts in the wrong checkout or follows a handoff written for an older revision.

How the kit helps

Ship path — validate context, do the work, then use the project’s normal review
  1. Reviewed NEXT
  2. Status matches
  3. Agent works
  4. Tests + review
  5. Merge

Context mismatch → stop; failed project checks → no merge

Start with the shipped local workflow: Git-only quickstart

reference

B — Video studio

Pain: A session resumes from stale production notes, and project-specific QC steps are easy to miss.

How the kit helps

Example production lane — project scripts and human review remain external to the kit
  1. Narration
  2. Export
  3. QC scripts
  1. Independent listen
  2. Publish through studio process

Any project check fails → revise before publish

reference

C — Research paper pipeline

Pain: A research session loses its source context or continues from stale task instructions.

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

Illustrative project workflow — research checks are not shipped in kit core.

illustrative

D — Accounting close

Pain: A close process resumes without a clear repository handoff or current reconciliation task.

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

Illustrative only: financial authorization stays outside Overseer

Illustrative only — no kit claim of a production accounting workflow.

reference

E — Classroom

Pain: Students resume from copied or stale instructions and may skip the teacher’s project checks.

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

Optional later lesson: choose Muse authority explicitly

Boundary: This is an example teaching pattern. The kit ships repository context and handoff commands, not a classroom platform.