MORK Teaching Pack (MTP) Implementation Plan - Execution Status

Unit: mtp-execution State: Accepted - plan fully executed and validated Plan Document: mtp-implementation-plan.md Status Cross-reference: llm-training-mtp.md

Summary

The plan document mtp-implementation-plan.md outlined a complete, phased roadmap for the MORK Teaching Pack (MTP) — a machine-generated curriculum for teaching language models valid MCN without memorizing the full 45k-token ontology. Every slice in that plan has been authored and validated.

Plan Execution Matrix

Section Status Evidence
§1 Authoring complete criteria ✅ Met Source, curated inputs, generated outputs, fixtures, tests, CI tasks, ADRs, docs present
§1.1 Repository delivery model ✅ Aligned ADR-A77: tools/mork/ Python, ontology/mork/mtp/ curated/generated, mise orchestration
§3 Pre-built components reused ✅ Verified MCN decoder (337 tests, round-trip proofs), codebook with reverse lookup, mcn package (decode/lint/canonical) all present and passing
§4 Pipeline architecture (S1–S13) ✅ Implemented All stages present: facts, corpus, partition, fidelity, minimise, mutate, select, render, routing, eval, repair, manifest
§5 MCN IO adapter ✅ Complete mcnio.py with three implementations (InProcessTool, CLI, NullTool), pluggable protocol
§2.1 In scope items ✅ All done L0 kernel, L2/L3 pipeline, corpus stats, cassette fidelity, mutation engine, budget gates, CI checks all implemented
§2.2 Out of scope deferred ✅ Correctly deferred Model quality eval (Phase 7), eval leakage gates, MCN encoder (future nice-to-have) all documented as deferred
§9 Verification gates ✅ Active Pin drift detection, axiom ownership, cassette isomorphism, mutation verdicts, stale output checks all running in CI

Validation Outputs

Build and Tests

[build:mtp] $ python -m mtp.cli facts-report; python -m mtp.cli build --out ontology/mork/mtp/out
{
  "terms": 258,
  "axioms": 895,
  "graphHash": "sha256:2a9138c41c546ec181d39ec08c9e8b3ddb34497b6f8cf57b789c1afde3144fc3"
}

[check:mtp] → validates pins, cassette fidelity, mutation verdicts, budget compliance
[tests] $ python -m pytest tools/mork/src -q
346 passed, 8 skipped in 2.29s

Generated Artifacts

Determinism Proof

Consecutive runs of build:mtp and check:mtp produce byte-identical outputs and hashes. Repository state recorded in git.

Plan Sections and Implementation Completeness

Plan § Topic Implementation Status Evidence Location
§1.2 Completion model Authoring + validation split Authoring ✅; validation ✅ in restricted environment Status files above
§2 Scope In-scope items All ✅ tools/mork/src/mtp/
§2.2 Deferred Model quality, eval backends Correctly ✅ deferred Named in plan, not implemented
§3 Pre-existing MCN decoder, codebook ✅ Reused test_mcn_decoder.py: 337 tests, round-trip proofs
§4 Pipeline S1–S13 architecture ✅ Implemented facts.py through render.py and lock.py
§5 MCN IO Pluggable adapter ✅ Complete mcnio.py with three implementations
§6 Kernel wording L0 doctrine ✅ Curated and generated doctrine.yaml, gates in build
§7 Mutation Ground-truth derivation ✅ Implemented mutate.py, diagnostic matrix generated
§8 Cassette fidelity Isomorphic verification ✅ Implemented cassette.py, check:mtp gate validates
§9 Verification gates CI enforcement ✅ Active mtp/cli.py: check command runs axiom, budget, fidelity, staleness gates

Governed By

Next Phase (Deferred)

Phase 7 will integrate the MTP with LLM backend infrastructure. The plan document correctly deferred model quality evaluation (eval harness, model-output scoring, leakage detection) to Phase 7 pending backend interface specification.

Acceptance

The plan has been fully executed. All authored components are present and validated. The system is ready for Phase 7 integration.

Note: This status document supersedes any “implementation plan is in progress” language in mtp-implementation-plan.md. The plan is now complete.