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ai-course-template

Starting scaffold for the FiftyFive AI engineering course. One repo per track, grown phase by phase by hand.

Use it

gh repo create FiftyfiveTech/ai-course-<track> --template FiftyfiveTech/ai-course-template --public --clone
cd ai-course-<track>
make setup

Then, in order: replace <TRACK> in CLAUDE.md and pyproject.toml, protect main, add the other person as a collaborator with push access.

Layout

Path Holds
src/ The system. Small modules, one job each.
prompts/ Versioned prompt files (extract_v1.md, extract_v2.md, …). Never inline a prompt in code.
schemas/ Pydantic models. Structured output is validated, not parsed by hand.
evals/dev/ Builder tunes here. 15 cases.
evals/heldout/ Evaluator only. Sealed Wednesday, tagged heldout-v1. The Builder never reads it.
tests/gates/ One script per phase gate. It prints the number; the number decides.
STANDUP.md Daily log. Two minutes, append-only.

Deliberately missing

Two files are absent because they are Week 0 tasks, not scaffolding:

  • tests/gates/test_no_leakage.py — asserts evals/dev ∩ evals/heldout = ∅ by content hash (task 0.7). Until it exists, the blind-labelling rule is unenforced.
  • src/telemetry.py — the shared cost/latency logger every model call goes through (task 0.8).

Write them. Do not import them from somewhere else.

Rules that live in this repo

CLAUDE.md carries the full contract. The short version:

  • Models and datasets are named by Hugging Face repo id. The provider is only where it runs.
  • Zero spend. A paid call is a STOP-and-ask, never a judgement call.
  • A phase is done when its gate prints the number, not when the code looks right.
  • Every PR is reviewed by the other person. main is protected; self-merges are the one thing the Friday retro always checks.
  • Tasks come from the Odoo board via the odoo-board MCP server, not from this README.

About

Shared scaffold for the FiftyFive AI engineering course tracks (M2X, VOX, VRAG, ROLE, FIXR)

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