…EVEL discharge (task #149)

MODEL-2 (albor 370M Sovereign) gate #4 at PARTIAL: binds
AC-SHIP2-007 ("apr run produces syntactically valid Python on 100
held-out prompts") to FALSIFY-SHIP-017 via new GATE-ARCH-370M-005
with `discharge_status: PARTIAL_ALGORITHM_LEVEL`.

The decision rule — "≤ 1 SyntaxError tolerated out of 100, ≥ 2 is
a ship-blocker" — is a pure integer threshold and is proven correct
at `cargo test` time today. Full discharge (100-prompt `apr run`
harness against a trained 370M .apr) remains PENDING on pretraining
compute-dispatch (AC-SHIP2-003/004) — fixture swap is data-only, no
harness rewrite required.

Changes:
- crates/aprender-train/src/models/llama_370m.rs:
  - Adds `AC_SHIP2_007_HELDOUT_PROMPT_COUNT` (=100) +
    `AC_SHIP2_007_MAX_TOLERATED_SYNTAX_ERRORS` (=1) consts mirroring
    the spec §6 harness size and §8.3 FALSIFY-SHIP-017 tolerance.
  - Adds `verdict_from_syntax_error_count(errors) -> Ship017Verdict`
    const fn — the pure threshold.
  - Adds `falsify_ship_017_syntax_error_count_threshold_logic` —
    Pass boundary (0,1), Fail boundary (2,50,100), monotonicity
    sweep ∈ [0,100], and provenance pinning.
  - Adds `falsify_ship_017_gate_arch_370m_005_has_partial_discharge_marker`
    — binds sovereign contract YAML shape (falsification_id,
    binds_to, discharge_status, evidence_discharged_by,
    full_discharge_blocks_on, ship_blocking) to Rust tests via
    include_str!.
- contracts/model-families/llama-370m-sovereign-v1.yaml v1.5.0 →
  v1.6.0 (stays ACTIVE): adds GATE-ARCH-370M-005.
- docs/specifications/aprender-train/ship-two-models-spec.md v2.23.0
  → v2.25.0 with amendment block: counter-example survey continues
  to find new PARTIAL levers after two prior "exhausted" verdicts
  (SHIP-015 → SHIP-019 → SHIP-017). New status: 3/12 ACTIVE + 4/12
  PARTIAL = 7/12 touched (58.3%).

Verification:
- cargo test -p aprender-train --lib llama_370m → 12/12 pass
  (including both new falsify_ship_017_* tests)
- cargo clippy -p aprender-train --lib -- -D warnings → clean
- pv validate contracts/model-families/llama-370m-sovereign-v1.yaml
  → Contract is valid

Closes task #149.

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>

Binds AC-SHIP2-010 (inference decode throughput ≥ 100 tok/s on RTX
4090) to a new GATE-ARCH-370M-006 in the sovereign contract via a pure
f32 threshold fn + two unit tests. The compute-heavy half (`apr bench`
on a real trained 370M .apr) is deferred to AC-SHIP2-003/004
compute-dispatch; the decision rule itself is proven today.

Changes:
- crates/aprender-train/src/models/llama_370m.rs:
  * AC_SHIP2_010_MIN_DECODE_TPS_RTX4090 = 100.0 (const floor)
  * Ship020Verdict { Pass, Fail }
  * verdict_from_decode_tps(f32) -> Ship020Verdict (fn, non-finite → Fail)
  * falsify_ship_020_decode_tps_threshold_logic (5 invariants:
    Pass boundary, Fail boundary at one f32 ULP, monotonicity in
    both directions, conservative Fail for NaN/±∞, provenance
    pinning that the const stays = 100.0)
  * falsify_ship_020_gate_arch_370m_006_has_partial_discharge_marker
    (contract parses + advertises PARTIAL_ALGORITHM_LEVEL +
    evidence_discharged_by populated + full_discharge_blocks_on
    documented + ship_blocking:true)

- contracts/model-families/llama-370m-sovereign-v1.yaml:
  * v1.5.0 → v1.6.0, stays ACTIVE
  * New GATE-ARCH-370M-006 binding AC-SHIP2-010 ↔ FALSIFY-SHIP-020
    with discharge_status: PARTIAL_ALGORITHM_LEVEL

- docs/specifications/aprender-train/ship-two-models-spec.md:
  * v2.23.0 → v2.26.0 with amendment block
  * MODEL-2 ship-gate status updated: 3/12 ACTIVE + 5/12 PARTIAL =
    8/12 touched (66.7%)

- crates/aprender-train/src/train/device.rs:
  * 2 pre-existing fmt fixes (6 lines of whitespace) — restores
    `cargo fmt -p aprender-train --check` green. Pre-existing on
    origin/main; kept in this PR under Toyota Way "all defects are
    your defects" rule.

Pattern lesson: v2.22.0 declared MODEL-2 non-compute PARTIAL levers
"exhausted" — re-running the counter-example survey has now falsified
that verdict three times (SHIP-019 → SHIP-017 → SHIP-020). When a
SHIP gate names a threshold / tolerance / ratio / cut-off and the
compute-heavy harness is separable from the decision function, the
threshold fn can land today at unit-test time — even when the full
end-to-end harness is blocked on compute.

Full discharge blocks on: real 370M .apr from AC-SHIP2-003/004
compute-dispatch + three independent `apr bench --tokens 128 --json`
medians on RTX 4090 host. Fixture-swap only — no decision-rule rewrite.

Verification:
- cargo test -p aprender-train --lib models::llama_370m → 11/11 PASS
- pv validate contracts/model-families/llama-370m-sovereign-v1.yaml
  → "Contract is valid. 0 error(s), 0 warning(s)."
- cargo clippy -p aprender-train --lib → green
- cargo fmt -p aprender-train --check → green

Task #150.

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>

AC-SHIP2-008 / FALSIFY-SHIP-018 bound via new GATE-ARCH-370M-007 at
PARTIAL_ALGORITHM_LEVEL. Pure two-number threshold fn
`verdict_from_pass_at_1(correct, total, threshold_pct)` + const
`AC_SHIP2_008_MIN_HUMANEVAL_PASS_AT_1_PCT = 30.0` in
crates/aprender-train/src/models/llama_370m.rs — proves the spec's
'HumanEval pass@1 ≥ 30.0%' decision rule at `cargo test` time,
independent of a trained artifact. Two unit tests prove:

  - boundary (f32-exact 50/100 = 50.0% with ±ULP shift showing `>=`
    is inclusive; 49/164 and 29/100 fail the 30.0 floor)
  - monotonicity (correct sweep 0..=164 at total=164 never flips
    Pass → Fail)
  - div-safety (total=0 fails closed) + sanity (correct>total fails)
  - non-finite threshold guard (NaN / ±∞ all Fail)
  - provenance pin (const stays = 30.0)
  - YAML marker (GATE-ARCH-370M-007 carries PARTIAL_ALGORITHM_LEVEL,
    binds AC-SHIP2-008, cites FALSIFY-SHIP-018, ship_blocking:true)

Full discharge blocks on real 370M .apr (AC-SHIP2-003/004 compute)
+ three seed=0 `apr eval --benchmark humaneval --json` median
pass@1 values fed into the verdict fn — all three must Pass.
Fixture-swap only; no harness rewrite.

6th PARTIAL for MODEL-2 (after SHIP-012/015/017/019/020). Spec
v2.22.0's 'exhausted' verdict now falsified 4×. Remaining 5th-PARTIAL
candidate: SHIP-016 (`apr qa` 8-of-8 aggregate — not a single
threshold). SHIP-013/014 genuinely need real compute.

Contract: llama-370m-sovereign-v1.yaml v1.5.0 → v1.6.0 (stays ACTIVE).
Spec: ship-two-models-spec.md v2.23.0 → v2.24.0 (amendment block).
Also: 6-line pre-existing fmt fix in train/device.rs under Toyota
Way "all defects are your defects" (same pattern as PR #1005).

Status: MODEL-2 ship-gates 3/12 ACTIVE + 6/12 PARTIAL = 9/12 touched
(75.0%). Remaining 3 (003/004/006) all need real 370M compute.

Tests: cargo test -p aprender-train --lib models::llama_370m → 11/11
pass. `pv validate contracts/model-families/llama-370m-sovereign-v1.yaml`
→ Contract is valid. cargo fmt -p aprender-train --check → clean.
cargo clippy -p aprender-train --lib -- -D warnings → clean.

Refs: SHIP-TWO-001, task #151, FALSIFY-SHIP-018.

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>

…ND verdict fn

Wires GATE-ARCH-370M-008 (AC-SHIP2-006) to a pure
verdict_from_qa_gates(&[bool]) -> Ship016Verdict aggregate-AND fn in
aprender-train/src/models/llama_370m.rs, proven today by exhaustive
2^8 = 256-combination sweep + single-gate-flip falsifiability +
monotonicity + 3 contract-drift guards (slice length 0/7/9/16 → Fail
even when all-true). Discharge marker: PARTIAL_ALGORITHM_LEVEL.

Pattern note: SHIP-016 is the first aggregate-AND shape —
SHIP-017/018/020 were single-threshold shapes. The proof pattern now
covers two distinct decision-rule shapes, confirming
decision-rule/compute-harness separation is a reusable pattern, not a
one-off.

**5th PARTIAL after "exhausted" verdict falsified 4× already**
(SHIP-019 → SHIP-017 → SHIP-020 → SHIP-018 → SHIP-016).

**MODEL-2 ship-gate coverage: 3/12 ACTIVE + 7/12 PARTIAL = 10/12
touched (83.3%).** Remaining 2 truly compute-blocked (003 CE ≤ 2.2,
004 ≤21-day wall-clock) have no fixture-swap trick.

Changes:
- contracts/model-families/llama-370m-sovereign-v1.yaml v1.5.0 → v1.6.0
  (GATE-ARCH-370M-008 block added; stays ACTIVE)
- crates/aprender-train/src/models/llama_370m.rs:
  + AC_SHIP2_006_REQUIRED_QA_GATE_COUNT = 8 const
  + Ship016Verdict enum
  + verdict_from_qa_gates(&[bool]) pure fn with aggregate-AND
  + falsify_ship_016_apr_qa_aggregate_and_logic test (2^8 sweep +
    single-gate-flip + monotonicity + 3 contract-drift guards)
  + falsify_ship_016_gate_arch_370m_008_has_partial_discharge_marker
    test (YAML binding: binds_to AC-SHIP2-006, falsification_id
    FALSIFY-SHIP-016, discharge_status PARTIAL_ALGORITHM_LEVEL)
- docs/specifications/aprender-train/ship-two-models-spec.md v2.23.0
  → v2.24.0 (amendment block documenting 5th PARTIAL, first
  aggregate-AND shape)
- crates/aprender-train/src/train/device.rs: pre-existing fmt fixes
  bundled per Toyota Way "all defects are your defects"

Full discharge blocks on: real 370M .apr from AC-SHIP2-003/004
compute-dispatch + 8-gate apr qa harness invocation with exit 0 →
feed the 8 gate-result booleans into verdict_from_qa_gates and
require Ship016Verdict::Pass. Fixture-swap only — no harness rewrite.

Refs #152

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>

…X 4090 training-budget PARTIAL discharges (12/12 MODEL-2 complete)

Bundled PARTIAL_ALGORITHM_LEVEL discharge of the last two untouched MODEL-2
AC rows: AC-SHIP2-003 (val CE ≤ 2.2) and AC-SHIP2-004 (training ≤ 21 days
on RTX 4090). First bundled double-discharge on the SHIP-TWO-001 surface.

**FALSIFY-SHIP-013 / AC-SHIP2-003 / GATE-ARCH-370M-013** — val CE floor

- `AC_SHIP2_003_MAX_VAL_CROSS_ENTROPY_LOSS: f32 = 2.2`
- `Ship013Verdict { Pass, Fail }`
- `const fn verdict_from_val_ce_loss(f32) -> Ship013Verdict` — Pass iff
  measured CE is finite AND non-negative AND ≤ 2.2. Negative values Fail
  conservatively because cross-entropy H(p,q) ≥ 0 by definition.
- `falsify_ship_013_val_ce_loss_threshold_logic` — 7-section mutation survey:
  1. Exact boundary 2.2 → Pass (inclusive floor, not strict <)
  2. ULP asymmetry — above 2.2 → Fail, below 2.2 → Pass
  3. Clear Pass band {0.0, 0.5, 1.0, 2.0, 2.199}
  4. Clear Fail band {2.201, 3.0, 10.0, f32::MAX}
  5. Non-finite {NaN, +∞, -∞} → Fail conservatively
  6. Negative-CE domain-violation Fail ({-0.001, -1.0, -∞})
  7. Provenance pin: const stays = 2.2_f32

**FALSIFY-SHIP-014 / AC-SHIP2-004 / GATE-ARCH-370M-014** — training budget

- `AC_SHIP2_004_MAX_TRAINING_DURATION_DAYS: u32 = 21`
- `Ship014Verdict { Pass, Fail }`
- `const fn verdict_from_training_duration_days(u32) -> Ship014Verdict` —
  Pass iff measured ≤ 21. u32 auto-rules out negatives and non-finites.
- `falsify_ship_014_training_duration_threshold_logic` — 6-section mutation survey:
  1. Exact boundary 21 → Pass (inclusive ceiling)
  2. Adjacent: 20 → Pass, 22 → Fail
  3. Clear Pass band {0, 1, 7, 14, 20, 21}
  4. Clear Fail band {22, 30, 100, u32::MAX}
  5. Monotonicity sweep 0..=42 — flips exactly once at 21→22
  6. Provenance pin: const stays = 21_u32

**Changes:**

- crates/aprender-train/src/models/llama_370m.rs:
  * 2 new public const floors + 2 verdict enums + 2 pure `const fn` verdict fns
  * 2 new mutation-survey unit tests (inside existing tests mod)

- contracts/model-families/llama-370m-sovereign-v1.yaml:
  * v1.9.0 → v1.10.0, stays ACTIVE
  * New GATE-ARCH-370M-013 binding AC-SHIP2-003 ↔ FALSIFY-SHIP-013 with
    discharge_status: PARTIAL_ALGORITHM_LEVEL
  * New GATE-ARCH-370M-014 binding AC-SHIP2-004 ↔ FALSIFY-SHIP-014 with
    discharge_status: PARTIAL_ALGORITHM_LEVEL
  * v1.10.0 changelog entry at top of changelog block

- docs/specifications/aprender-train/ship-two-models-spec.md:
  * Version 2.37.0 → 2.38.0
  * v2.38.0 Date-field entry describing the bundle
  * AC-SHIP2-003 and AC-SHIP2-004 rows tagged
    `**(PARTIAL_ALGORITHM_LEVEL v2.38.0)**`

**Verification:**

- `cargo fmt -p aprender-train --check` — clean
- `cargo test -p aprender-train --lib ship_013` → 1 passed
- `cargo test -p aprender-train --lib ship_014` → 1 passed
- `cargo test -p aprender-train --lib llama_370m` → 20 passed
- `cargo run --quiet -p aprender-contracts-cli --bin pv -- validate
  contracts/model-families/llama-370m-sovereign-v1.yaml` → 0 errors

**Full discharge still blocks on:**

- SHIP-013: live `apr pretrain --mode from-scratch --validate` loop on
  RTX 4090 with `--features cuda` producing a real MODEL-2 val CE.
- SHIP-014: real wall-clock measurement of a MODEL-2 pretraining run on
  RTX 4090 from first `apr pretrain` dispatch to final checkpoint write.

**Status shift:**

- MODEL-2 coverage: 8/12 → **12/12 PARTIAL_ALGORITHM_LEVEL touched** (complete)
- Across both models: 23 PARTIAL + 3 DISCHARGED

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>