cschanhniem · Jul 9, 2026 · Jul 9, 2026
diff --git a/Makefile b/Makefile
@@ -1,4 +1,4 @@
-.PHONY: help demo test lint ci clean bench-leakage bench-multi-negatives bench-baseline bench-hidden-active bench-cluster-split bench-expert-ablation bench-expert-ablation-500 bench-selectivity bench-feature-decomp bench-gate bench-easy-baseline bench-charge-matched bench-order-dependent bench-precision-at-k bench-per-family bench-simulation-ablation bench-simulation-ablation-within-amp simulation-gate bench-strategy-compare regenerate-all generate phase3 pilot validate-scoring validate-scoring-phase3 validate-scoring-strict external-pilot pilot-confident presynth-qc gold-standard diversity synthesis-order novelty-broad external-consensus questionnaire gate-check ip-report benchmark-card wave0-5-gate-check wave0-5-novelty-audit wave0-5-novelty-audit-v2 wave0-5-panel wave0-5-evidence wave0-5-fill-external wave0-5b-generate wave0-5b-filter recalibration-engine recalibration-engine-dry-run validate-policy-version generate-synthetic-lab-results bump-policy-version generate-review-packet failed-candidate-report safe-publication-filter classify-negative-informativeness validate-rejection-events negative-result-dashboard calibration-audit calibration-audit-example calibration-overfit-check result-quality-filter synthetic-result-policy-check calibration-decision-checklist calibration-rollback-plan simulation-registry validate-simulation-result-schema simulation-baseline-check adapter-gate-check simulation-provenance simulation-ensemble-check simulation-ci-report simulation-deprecation-check simulation-scope-check simulation-evidence-packet artifact-version candidate-manifest artifact-changelog integration-check
+.PHONY: help demo test lint ci clean bench-leakage bench-multi-negatives bench-baseline bench-hidden-active bench-cluster-split bench-expert-ablation bench-expert-ablation-500 bench-selectivity bench-feature-decomp bench-gate bench-easy-baseline bench-charge-matched bench-order-dependent bench-precision-at-k bench-per-family bench-simulation-ablation bench-simulation-ablation-within-amp simulation-gate bench-strategy-compare regenerate-all generate phase3 pilot validate-scoring validate-scoring-phase3 validate-scoring-strict external-pilot pilot-confident presynth-qc gold-standard diversity synthesis-order novelty-broad external-consensus questionnaire gate-check ip-report benchmark-card wave0-5-gate-check wave0-5-novelty-audit wave0-5-novelty-audit-v2 wave0-5-panel wave0-5-evidence wave0-5-fill-external wave0-5b-generate wave0-5b-filter recalibration-engine recalibration-engine-dry-run validate-policy-version generate-synthetic-lab-results bump-policy-version generate-review-packet failed-candidate-report safe-publication-filter classify-negative-informativeness validate-rejection-events negative-result-dashboard calibration-audit calibration-audit-example calibration-overfit-check result-quality-filter synthetic-result-policy-check calibration-decision-checklist calibration-rollback-plan simulation-registry validate-simulation-result-schema simulation-baseline-check adapter-gate-check simulation-provenance simulation-ensemble-check simulation-ci-report simulation-deprecation-check simulation-scope-check simulation-evidence-packet artifact-version candidate-manifest artifact-changelog integration-check adapter-author-check
 
 PYTHON := $(shell [ -f .venv/bin/python ] && echo .venv/bin/python || echo python3)
 PYTEST  := $(shell [ -f .venv/bin/pytest ] && echo .venv/bin/pytest || echo pytest)
@@ -810,3 +810,8 @@ integration-check:
 	.venv/bin/openamp-foundry integration-check \
 		--manifest-json '{"candidate_id":"AMP-001","sequence":"AKLWKR","evidence_level":2,"scopes":["bacterial_binding"],"scores":{"binding_energy":0.75},"uncertainty":0.1,"source_modules":["membrane_proxy"],"calibration_set":null,"safety_flags":[],"provenance_run_id":null,"dry_lab_only":true,"version":"1.0.0","created_at":"2026-07-09T00:00:00Z","notes":[]}'
 	@echo "Integration check complete."
+
+adapter-author-check:
+	.venv/bin/openamp-foundry adapter-check \
+		--adapter-json '{"adapter_id":"example-adapter","adapter_version":"1.0.0","mode":"info","output_status":"ok","score_fields":{"activity":0.72},"uncertainty":0.15,"warnings":[],"failure_reason":null,"release_status":"internal","ranking_effect":"none","has_baseline_comparison":false,"makes_network_calls":false,"network_call_documented":false,"dry_lab_only":true}'
+	@echo "Adapter author check complete."
diff --git a/docs/evidence/METRICS_CURRENT.md b/docs/evidence/METRICS_CURRENT.md
@@ -5,9 +5,10 @@ Machine-readable snapshot: `outputs/metrics_snapshot.json` regenerated with `mak
 > **Purpose:** One authoritative table of current pipeline metrics. If any doc disagrees
 > with this file, this file wins. Updated whenever benchmark/benchmark config changes.
 >
-> **Last updated:** 2026-07-09 (Phase I I5 — downstream project template — v0.6.3)
+> **Last updated:** 2026-07-09 (Phase I I6 — adapter author validator — v0.6.4)
+> **New in v0.6.4:** Adapter author validator (I6 — Loop 104) — `src/openamp_foundry/adapters/adapter_validator.py` with `AdapterDeclaration` dataclass (14 fields: adapter_id, adapter_version, mode, output_status, score_fields, uncertainty, warnings, failure_reason, release_status, ranking_effect, has_baseline_comparison, makes_network_calls, network_call_documented, dry_lab_only), `AdapterValidationResult` dataclass (5 fields: adapter_id, passed, errors, warnings_list, dry_lab_only), `validate_adapter_declaration()` (10 checks: non-empty adapter_id, non-empty adapter_version, valid mode in VALID_ADAPTER_MODES, valid output_status in VALID_OUTPUT_STATUSES, valid ranking_effect in VALID_RANKING_EFFECTS, valid release_status in VALID_RELEASE_STATUSES, dry_lab_only must be True, ranking_effect in proposed/active requires has_baseline_comparison=True, network calls require network_call_documented=True, uncertainty in 0.0-1.0 or None), `validate_adapter_dict()` for raw dict input with missing-fields guard. `VALID_ADAPTER_MODES` (4), `VALID_OUTPUT_STATUSES` (4), `VALID_RANKING_EFFECTS` (3), `VALID_RELEASE_STATUSES` (5), `REQUIRED_OUTPUT_CONTRACT_FIELDS` (10). All results carry dry_lab_only=True. CLI (`openamp-foundry adapter-check`) with `--adapter-json`, `--format text|json`. `make adapter-author-check` target. 31 tests. **3387 total.** External adapter authors can now validate their declarations against the ADAPTER_AUTHOR_GUIDE contract before submitting.
 > **New in v0.6.3:** Downstream project template (I5 — Loop 103) — `docs/adoption/DOWNSTREAM_PROJECT_TEMPLATE.md` with overview of OpenAMP artifacts, minimum viable integration (consume candidate manifest, validate against schema, use Python library), schema validation step, evidence level interpretation table (L1-L6), safety flag conventions table, benchmark card consumption guide, explicit dry-lab limitations section, and contact/contribution section. `src/openamp_foundry/adoption/integration_checker.py` with `REQUIRED_INTEGRATION_CHECKS` (5 checks: manifest_schema_valid, evidence_level_in_range, dry_lab_only_acknowledged, safety_flags_reviewed, baseline_comparison_present), `IntegrationCheckResult` dataclass (4 fields: check_name, passed, detail, dry_lab_only), `run_integration_checks()` (returns dict with checks, passed_count, failed_count, all_passed, dry_lab_only). Exported from `src/openamp_foundry/adoption/__init__.py`. CLI (`openamp-foundry integration-check`) with `--manifest-json`, `--format text|json`. `make integration-check` target. 14 tests. **3356 total.** External researchers who want to use OpenAMP artifacts now have a guide and checker to validate their integration.
-> > **New in v0.6.2:** Evidence-certificate changelog (I4 — Loop 102) — `docs/engineering/ARTIFACT_CHANGELOG.md` with structured changelog format (version, date, artifact_name, change_type, description, breaking flag). Unreleased section at top. `src/openamp_foundry/versioning/artifact_changelog.py` with `CHANGE_TYPES` set (6 values), `ChangelogEntry` dataclass (7 fields), `ARTIFACT_CHANGELOG` list (6 entries: candidate_manifest, benchmark_card, simulation_result, simulation_module_registry, artifact_versioning_policy, artifact_changelog — all "added", non-breaking, v1.0.0), `get_changelog_entries()` (filters by artifact_name, version, change_type, breaking_only), `validate_changelog()` (5 checks: version MAJOR.MINOR.PATCH, date YYYY-MM-DD with dashes, artifact_name non-empty, change_type in CHANGE_TYPES, description non-empty), `changelog_summary()` (total, by_change_type, breaking_changes, artifacts_covered sorted, dry_lab_only). CLI (`openamp-foundry artifact-changelog`) with `--artifact`, `--version`, `--change-type`, `--breaking-only`, `--format text|json`. `make artifact-changelog` target. 13 tests. **3342 total.** External tools that consume OpenAMP artifacts now have a machine-readable changelog to detect breaking changes and adapt consumers.
+> **New in v0.6.2:** Evidence-certificate changelog (I4 — Loop 102) — `docs/engineering/ARTIFACT_CHANGELOG.md` with structured changelog format (version, date, artifact_name, change_type, description, breaking flag). Unreleased section at top. `src/openamp_foundry/versioning/artifact_changelog.py` with `CHANGE_TYPES` set (6 values), `ChangelogEntry` dataclass (7 fields), `ARTIFACT_CHANGELOG` list (6 entries: candidate_manifest, benchmark_card, simulation_result, simulation_module_registry, artifact_versioning_policy, artifact_changelog — all "added", non-breaking, v1.0.0), `get_changelog_entries()` (filters by artifact_name, version, change_type, breaking_only), `validate_changelog()` (5 checks: version MAJOR.MINOR.PATCH, date YYYY-MM-DD with dashes, artifact_name non-empty, change_type in CHANGE_TYPES, description non-empty), `changelog_summary()` (total, by_change_type, breaking_changes, artifacts_covered sorted, dry_lab_only). CLI (`openamp-foundry artifact-changelog`) with `--artifact`, `--version`, `--change-type`, `--breaking-only`, `--format text|json`. `make artifact-changelog` target. 13 tests. **3342 total.** External tools that consume OpenAMP artifacts now have a machine-readable changelog to detect breaking changes and adapt consumers.
 > **New in v0.6.1:** Benchmark card schema (I3 — Loop 101) — `schemas/benchmark_card.schema.json` (Draft 2020-12, 15 required fields: benchmark_id, benchmark_name, version, date, metric, metric_value, baseline_name, baseline_value, delta, beats_baseline, dataset, dataset_size, scope, caveats, dry_lab_only). `$schema`, `$id`, `title`, `additionalProperties: false`. `src/openamp_foundry/benchmarks/` module with `BenchmarkCard` dataclass (15 fields), `make_benchmark_card()` (auto-computes delta, beats_baseline), `validate_benchmark_card()` (10 checks: non-empty benchmark_id, non-empty benchmark_name, non-empty metric, non-empty dataset, non-empty baseline_name, dataset_size >= 1, delta matches metric_value - baseline_value within 1e-9, beats_baseline matches delta > 0, dry_lab_only must be True), `benchmark_card_summary()` (total, beats_baseline_count, fails_baseline_count, dry_lab_only). CLI (`openamp-foundry benchmark-card`) with `--benchmark-id`, `--benchmark-name`, `--metric`, `--metric-value`, `--baseline-name`, `--baseline-value`, `--dataset`, `--dataset-size`, `--validate`, `--format text|json`. `make benchmark-card` target. 19 tests. **3329 total.** A benchmark card is the standard format for describing external benchmark results — what was benchmarked, what the baseline was, what the result was, and what claims are supported.
 > **New in v0.6.0:** Candidate manifest schema (I2 — Loop 100) — `schemas/candidate_manifest.schema.json` (Draft 2020-12, 14 required fields: candidate_id, sequence, evidence_level, scopes, scores, uncertainty, source_modules, calibration_set, safety_flags, provenance_run_id, dry_lab_only, version, created_at, notes). `$schema`, `$id`, `title`, `description`, `additionalProperties: false`. `src/openamp_foundry/manifests/` module with `CandidateManifest` dataclass (14 fields), `make_candidate_manifest()`, `validate_candidate_manifest()` (8 checks: non-empty candidate_id, non-empty sequence, evidence_level 1-6, non-empty scopes, uncertainty 0.0-1.0, non-empty source_modules, dry_lab_only must be True, version MAJOR.MINOR.PATCH), `manifest_to_dict()`, `manifest_summary()` (total, by_evidence_level, with_safety_flags, dry_lab_only). CLI (`openamp-foundry candidate-manifest`) with `--candidate-id`, `--sequence`, `--evidence-level`, `--scopes`, `--scores-json`, `--uncertainty`, `--source-modules`, `--validate`, `--format text|json`. `make candidate-manifest` target. 19 tests. **3310 total.** A candidate manifest is the core interoperable artifact — it describes a dry-lab candidate (sequence, scores, evidence level, scopes, safety flags, provenance) in a machine-readable format that external tools can consume without the full OpenAMP stack.
 > **New in v0.5.99:** Artifact versioning policy (I1 — starts Phase I) — `docs/engineering/ARTIFACT_VERSIONING_POLICY.md` with structured versioning policy covering scope, SemVer format, breaking/non-breaking change definitions, deprecation timeline (at least one minor version warning), schema `$id` policy, changelog requirement, and three stability tiers (stable/experimental/internal). `src/openamp_foundry/versioning/` module with `ArtifactVersionInfo` dataclass (7 fields), `STABILITY_TIERS` dict, `VERSIONED_ARTIFACTS` list (6 entries covering candidate, lab_result, run_manifest, external_review_packet, safety_release_decision, simulation_result at v1.0.0), `get_artifact_version()`, `list_versioned_artifacts()`, `validate_version_format()`, `artifact_version_summary()`. CLI (`openamp-foundry artifact-version`) with `--list`, `--show`, `--tier`, `--format text|json`. `make artifact-version` target. 19 tests. **3291 total.** Starts Phase I (interoperability) — external users now have stability guarantees for schemas, evidence certificates, and candidate manifests.
@@ -93,7 +94,7 @@ Machine-readable snapshot: `outputs/metrics_snapshot.json` regenerated with `mak
 > **New in v0.5.31:** Added dipeptide-order features for sequence-order awareness. `dipeptide_order_score` achieves AUROC 0.7861 on AMP-vs-scrambled discrimination — the strongest order-dependent feature in the pipeline. Only 7/31 features survive scrambling (amphipathicity/helix-wheel + dipeptide). All composition features are purely position-independent (exactly 0.5000 AUROC on scrambled test).
 > **New in v0.5.30:** Easy baseline benchmark added — charge density alone (AUROC 0.8166) outperforms the full pipeline ensemble (0.7792) on AMP-vs-Swiss-Prot-decoy discrimination. Honest finding documented: expected because pipeline optimizes for safety, not raw discrimination.
 > **New in v0.5.29:** Expanded benchmark to 500 AMPs + 500 composition-matched decoys (n=1000). AUROC 0.7792 (CI₉₅: 0.7505–0.8065) confirms signal generalizes. Cluster-aware CI: 0.746–0.8102. Representative AUROC: 0.778. Standard benchmark (n=191) retained for backward comparison.
-> **Pipeline version:** v0.6.3 (I5 — downstream project template)
+> **Pipeline version:** v0.6.4 (I6 — adapter author validator)
 > **Branch:** main
 
 ---
@@ -1163,9 +1164,9 @@ Decoys score low on activity. Selective AMPs score moderately on both.
 
 | Metric | Value |
 |--------|-------|
-| Total tests | 3342 |
+| Total tests | 3387 |
 | Coverage (branch) | 99% (6 CLI guard lines only) |
-| Source modules at 100% | All pipeline, QC, scoring modules |
+| Source modules at 100% | All pipeline, QC, scoring, adapter modules |
 
 ---
 
@@ -1187,6 +1188,7 @@ Decoys score low on activity. Selective AMPs score moderately on both.
 
 | Date | Change | Author |
 |------|--------|--------|
+| 2026-07-09 | **Adapter author validator added (I6):** `src/openamp_foundry/adapters/adapter_validator.py` with `AdapterDeclaration` (14 fields), `AdapterValidationResult` (5 fields), `validate_adapter_declaration()` (10 checks enforcing ADAPTER_AUTHOR_GUIDE contract), `validate_adapter_dict()` (dict input with missing-fields guard). 4 valid-value sets (VALID_ADAPTER_MODES, VALID_OUTPUT_STATUSES, VALID_RANKING_EFFECTS, VALID_RELEASE_STATUSES). CLI (`openamp-foundry adapter-check`) with `--adapter-json`, `--format text|json`. `make adapter-author-check` target. 31 tests. **3387 total.** | OpenAMP Loop 104 |
 | 2026-07-08 | **Calibration benchmark added:** Brier score decomposition, reliability diagram, and calibration slope for pipeline ensemble scores. Brier=0.3178 (>0.25=uninformative), skill=-0.27 (worse than base rate), slope=0.43 (ideal=1.0). Honest finding: pipeline ranks well (AUROC~0.78) but scores are not meaningful probabilities. Expanded 500-AMP set confirms same pattern (Brier=0.2772, slope=2.31 — dataset-dependent). Integrated into `make bench-500` and `make bench-calibration`. `scripts/benchmarks/benchmark_calibration.py`, JSON output to `outputs/bench_calibration*.json`. | OpenAMP loop 18 |
 | 2026-06-29 | Novelty audit v2: BioPython BLOSUM62 local alignment vs 27,234 AMPs (APD6+DRAMP+UniProt); panel updated (15 families, 4 SAR_CONTROL); all 7 gates PASS | OpenAMP Wave 0.5 |
 | 2026-06-29 | Wave 0.5b: 23-candidate safety-optimized shortlist (SEED-020–024, no aromatics) | OpenAMP Wave 0.5b |