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russell@unturf.com 3ea27aa471
#000047 — close: delta_aggregator knob on ForkScore (Option D) 
The #000025 §10.14 calibration showed _delta_5{s,t,f} mean over a
battery's 5 subs, so a single-sub gain weighs 1/5 of face value (the
5× dilution). #000047 ships the knob to pick the aggregation, default
unchanged.

WeightSet.delta_aggregator ∈ {"mean","max","sum"} (default "mean") —
a categorical field, validated in __post_init__ against
DELTA_AGGREGATORS; from_dict takes it as a string. Default unchanged →
ScoredFork output byte-identical → no fork_score.ESTIMATOR_VERSION
bump.

fork_score._aggregate(deltas, how): mean = arithmetic mean, max =
max(0.0, max_i Δ_i), sum = Σ Δ_i; empty → 0.0. _delta_5s/_delta_5t/
_delta_5f take an aggregator arg (default "mean"); the 5F efficiency
bonus is added after the aggregated base (aggregator-independent).
fork_score passes weights.delta_aggregator. The per-sub
HARD_REGRESSION_FLOOR flags are computed before aggregation, so a
single-sub regression still forces REJECT under max/sum. The chosen
aggregator is recorded in ScoredFork.weights["delta_aggregator"] (via
WeightSet.as_dict()); fork_score_branches traceability stays via the
opaque weights_id — no schema migration.

bench/scripts/fivef_threshold_calibration.py gained §5 — runs the
#000046 below-ceiling pack (5f/falsification at 0.333) and shows the
verdict / γ·Δ5f under each aggregator; bench/results/5f-threshold-
calibration-2026-05-11.md §5 is the captured record. Default stays
"mean" — the conservative, noise-robust, regression-symmetric choice
matching docs/bench-maxing.md's per-rate floor framing; v8 picks
max/sum per-deployment.

Tests: 8 new in tests/test_fork_score.py + 1 anchor in
tests/test_fivef_threshold_calibration.py; tests/test_weights.py
as_dict field-set test updated to include delta_aggregator;
test_fork_score.py AUTOCOUNT tags (#000012 §286, warrant-substrate-
cookbook.md ×2) bumped 23 → 31.

#000047 closed; #000012 §8 §3 + TICKETS.md row updated.
Full suite: 2330 passed, 28 skipped.
2026-05-11 08:27:38 -04:00
..
crawler aborist/arborist 2026-05-07 09:31:49 -04:00
fixtures verify: strip wikitext from context before substring matching 2026-04-28 15:48:07 -04:00
__init__.py phase 0 explore: aborist core + sources + distill + evict 2026-04-27 07:53:18 -04:00
test_aliases.py tests/aliases: gap-fill list_term_aliases + tokenizer helpers (10 new tests) 2026-05-10 12:35:33 -04:00
test_anchor_prg.py ticket #000035: flip φ_PRG counter big-endian → little-endian to match v7 TLV 2026-05-11 07:47:35 -04:00
test_bench_batteries.py #000046 Phase 1 — HARD live-path Falsification tier (first below-ceiling pack) 2026-05-11 08:16:01 -04:00
test_bench_qa_sweep.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_burn.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_burn_doc.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_canonical_cache.py #000027 + #000028: canonical projections persist; STRICT-WITNESSED reachable 2026-05-09 11:37:06 -04:00
test_canonical_projection.py ticket #000030 Phases 1+2: algebra-symbolic@v1 + calculus-derivative@v1 2026-05-09 12:35:18 -04:00
test_capital.py capital: land ticket #000020 (8-capital-form cost ledger) 2026-05-07 16:41:48 -04:00
test_claim_lattice.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_claim_pack.py ticket #000029: claim-pack source for axiom/theorem JSON bundles 2026-05-09 11:44:08 -04:00
test_cli_render.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_cli_session.py tests: unit + integration + functional coverage for this session's surface 2026-05-07 21:15:14 -04:00
test_cli_smoke.py arborist controller-events: read-only inspector for #000037 Phase 2 rows 2026-05-10 19:25:54 -04:00
test_compress.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_concepts.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_concepts_extract.py tests/concepts/extract: 20 tests for synonym/idf/fts5 extractors (was zero coverage) 2026-05-10 12:47:58 -04:00
test_dag.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_demo_plot.py fan-out: witness audit + 5F extractor + function-sampled demo + docs 2026-05-09 13:19:30 -04:00
test_directives.py #000027 + #000028: canonical projections persist; STRICT-WITNESSED reachable 2026-05-09 11:37:06 -04:00
test_distill.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_distill_recursive.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_doc_counts.py ticket #000044: AUTOCOUNT doc-drift discipline + code-fence parser fix 2026-05-10 18:24:50 -04:00
test_evict.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_fivef_threshold_calibration.py #000047 — close: delta_aggregator knob on ForkScore (Option D) 2026-05-11 08:27:38 -04:00
test_fork_score.py #000047 — close: delta_aggregator knob on ForkScore (Option D) 2026-05-11 08:27:38 -04:00
test_frame.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_grok_source.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_html_source.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_ingest.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_inspect.py fan-out: warrant ladder wiring · witness follow-ups · 5F Phase 1d 2026-05-09 12:42:56 -04:00
test_journal.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_keys.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_llm_context_base.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_loss_report.py loss_report: land ticket #000022 (adapter LossReport sidecar) 2026-05-07 17:58:50 -04:00
test_memory_root.py memory: land ticket #000017 (memory-root lifelong learning summary) 2026-05-07 16:46:41 -04:00
test_merkle.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_mesh.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_mesh_aead.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_mesh_chain.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_mesh_cli.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_mesh_cli_pull.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_mesh_wire.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_mesh_wire_e2e.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_metacognition.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_migration_audit_mode.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_phi_alignment_probe.py tests: rename v8 → substrate + close 9-item checklist gaps across 3 files 2026-05-10 13:35:52 -04:00
test_pi_star.py fan-out: 5 π* graduations close the registry chapter 2026-05-09 13:04:43 -04:00
test_pi_star_algebra_symbolic.py ticket #000030 Phases 1+2: algebra-symbolic@v1 + calculus-derivative@v1 2026-05-09 12:35:18 -04:00
test_pi_star_algebra_symbolic_simplified.py ticket #000030 Phases 1b+3 + open #000031 2026-05-09 12:50:46 -04:00
test_pi_star_arithmetic.py tests/pi_star_arithmetic: 56 KATs for exact-rational arithmetic kernel 2026-05-10 15:54:37 -04:00
test_pi_star_calculus_derivative.py ticket #000030 Phases 1+2: algebra-symbolic@v1 + calculus-derivative@v1 2026-05-09 12:35:18 -04:00
test_pi_star_calculus_integral.py ticket #000030 Phases 1b+3 + open #000031 2026-05-09 12:50:46 -04:00
test_pi_star_code.py tests/pi_star_code: 32 KATs for Python-AST kernel 2026-05-10 15:54:49 -04:00
test_pi_star_combinatorics.py ticket #000032: combinatorics@v1 π* (pure-integer counting kernel) 2026-05-09 13:20:29 -04:00
test_pi_star_compositions.py fan-out: close #000030 · composition fixtures · witness end-to-end 2026-05-09 13:29:59 -04:00
test_pi_star_logic.py tests/pi_star_logic: 53 KATs for propositional CNF kernel 2026-05-10 15:54:43 -04:00
test_pi_star_phase_3_to_7.py fan-out: 5 π* graduations close the registry chapter 2026-05-09 13:04:43 -04:00
test_pi_star_protocol_and_registry.py tests/pi_star: 21 tests for protocol + registry (foundation, was untested) 2026-05-10 12:44:13 -04:00
test_pi_star_tabular.py fan-out: 5 π* graduations close the registry chapter 2026-05-09 13:04:43 -04:00
test_pi_star_time_series.py tests/pi_star_time_series: 35 KATs for temporal-signal kernel 2026-05-10 15:54:55 -04:00
test_prometheus.py #000037 Phase 1.c: kernel_cost/llm_cost split + sweep_weights profile 2026-05-10 18:29:37 -04:00
test_prometheus_audit.py #000037 follow-through: persist falsification proposals + harvest live stream 2026-05-10 19:40:00 -04:00
test_prometheus_trigger_probe.py #000012 Phase 1c follow-through: wire #000037 §12 Trigger 1 probe to fork_score_branches 2026-05-11 06:56:09 -04:00
test_providence_source.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_qa.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_qa_progress.py tests/qa/progress: 31 tests for Progress emitter (was zero coverage) 2026-05-10 12:45:32 -04:00
test_qa_prompts.py tests/qa/prompts: 20 tests pinning load-bearing system prompts (was zero coverage) 2026-05-10 12:50:20 -04:00
test_qa_quality_live.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_quantifier_caps.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_quantifier_classifier.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_quantifier_phase4.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_quantifier_reminder.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_query.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_reclassify.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_repair.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_resume.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_search_fts5.py search/fts5: progressive-AND fallback + DF filter at OR-pool 2026-05-09 18:31:24 -04:00
test_search_vec.py ticket #000039 Phase 1: sqlite-vec semantic retrieval backend 2026-05-11 08:23:29 -04:00
test_selfmodel.py selfmodel: land ticket #000014 (identity record + falsification) 2026-05-07 16:36:34 -04:00
test_selfmodel_chain.py #000025 §10.11 + §10.13 + §10.14 — close the 5F battery 2026-05-11 07:41:37 -04:00
test_session_integration.py #000025 Phase 1e: 5F falsification motif coverage (§10.12 closed) 2026-05-10 16:04:34 -04:00
test_session_migrations.py tests: unit + integration + functional coverage for this session's surface 2026-05-07 21:15:14 -04:00
test_snapshot.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_soft_preflight.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_store_migration_concurrency.py store: idempotent forward migrations — survive concurrent connect() 2026-05-11 07:28:35 -04:00
test_store_migration_memoization.py store: idempotent forward migrations — survive concurrent connect() 2026-05-11 07:28:35 -04:00
test_substrate_fork_score.py tests: rename v8 → substrate + close 9-item checklist gaps across 3 files 2026-05-10 13:35:52 -04:00
test_t3_bound_calculator.py ticket #000036: add KAT-regen tooling + close 2026-05-11 08:02:25 -04:00
test_textbook_tex.py textbooks: TeX-source ingest closes pillars I + IV (Hilbert + Boole) 2026-05-09 16:06:53 -04:00
test_textbooks_manifest.py tests/textbooks_manifest: 43 tests for license-discipline gate (was zero coverage) 2026-05-10 13:02:17 -04:00
test_tfidf.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_vcs_source.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_verify.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_verify_json.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_versioned_ingest.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_warrant.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_warrant_authorship.py fan-out: warrant ladder wiring · witness follow-ups · 5F Phase 1d 2026-05-09 12:42:56 -04:00
test_warrant_chain.py ticket #000031 Phase 3: warrant-chain-aware verifier suppresses WARRANT_MISSING 2026-05-10 09:17:48 -04:00
test_warrant_resolver.py ticket #000031 follow-ups B-1 + B-2: alias attribution + source-side title author 2026-05-10 09:35:49 -04:00
test_weights.py #000047 — close: delta_aggregator knob on ForkScore (Option D) 2026-05-11 08:27:38 -04:00
test_wikipedia_old.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_wikipedia_xml.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_wikitext.py aborist/arborist 2026-05-07 09:31:49 -04:00
test_witness.py fan-out: warrant ladder wiring · witness follow-ups · 5F Phase 1d 2026-05-09 12:42:56 -04:00
test_witness_to_5f.py fan-out: witness audit + 5F extractor + function-sampled demo + docs 2026-05-09 13:19:30 -04:00
test_world_namespace.py #000013 closed: v7-W spatial-temporal substrate paper + namespace 2026-05-09 15:00:05 -04:00