Northline reference lab ======================= Python 3.11 or newer, standard library only. From this directory: python3 test_all.py On Windows the command is: py test_all.py The scripted model in northline/scripted.py is not a language model. It exercises the loop, the allowlist, and the step budget. It does not prove provider behavior, paraphrase search, or prompt-injection resistance of a model. The refund gateway tests do prove that a persuaded caller still cannot commit an over-ceiling refund. Embed in northline/retrieve.py is a token feature hash, not a semantic embedding model. jobs.py uses SQLite and does not demonstrate Postgres SKIP LOCKED. httpapi.serve binds 127.0.0.1 by default. Set NORTHLINE_TOKEN before serving /v1/tasks. /health does not need the token. NORTHLINE_TOKEN=dev python3 -m northline.httpapi This is teaching code for the Grok11 studio notes. It is not a hosted service. Week 1 cases: northline/cases_week1.json (15 rows). eval_week1.run_all scores them. The two-id case documents a stand-in limit: the scripted model looks up the first four-digit id only. Cache: northline/cache.py keys query + sorted groups + embed version + corpus version. Bump the corpus version when a chunk is upserted or tombstoned. The embed version does not do that. dispatch(..., admit=False) returns 429 before the model. Successful task responses include trace_id in the JSON body and not the transcript. The handler does not set a trace header. enqueue returns lastrowid only when rowcount is 1. A conflict selects by idempotency_key. Non-dict tool arguments, including null and [], are arguments_must_be_object. judge.py holds recorded rubric answers and does not call a model. python3 test_all.py runs 31 tests. Dockerfile runs test_all.py as uid 10001, not root. ci-example.yml is the pull-request job. It does not call a model provider.