feat(genome): demand-aligned-recall PR-2 — DemandAlignedRecall trait + composite types#1367
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…+ composite types PR-2 of demand-aligned-recall (GENOME-FOUNDRY-SENTINEL Part 7). Trait + composite types on top of PR-1's typed primitives (#1366). What lands - DemandAlignedRecall trait: recall + replay method signatures, Send + Sync + async_trait, object-safe for Arc<dyn …> dispatch. - Typed reference newtypes: LoRALayerRef / MoEExpertRef / EngramRef + ArtifactRef adjacently-tagged enum for must_include hard pins. Adjacent tagging (kind+ref pair) because inner refs are #[serde(transparent)] — internally-tagged can't tag bare strings. - CapabilityQuery — recall input. - RecallContext — recall context with cold_start convenience. - RankedPool — three sub-pools each with (Ref, RecallScore, ResidencyHint) tuples. - RecallScoreWeights with sum-to-1.0 invariant enforced by new(); negative weights rejected; Default matches spec baseline. - DomainHint, RecallBudget, OutcomeWindow, TrajectoryHint, CompositionRef, CompositionHint, RecallTrace — supporting + stub-placeholder types. Naming refinements vs raw spec - Spec uses ResourceBudget and PersonaContext. Both clash with pre-existing types (comms::ResourceBudget + persona:: cognition_io::PersonaContext + shared/generated/recipe). The TS master barrel re-exports the whole genome module and the duplicate symbols broke compilation. - Renamed to RecallBudget and RecallContext. More precise anyway — they are specific to recall, not generic system-wide. Tests 13 new test functions (28 total including ts-rs export_bindings). trait_is_object_safe pins Arc<dyn …> dispatch; everything else pins serde wire shapes + the sum-to-1.0 weights invariant. 28/28 pass. No regressions across other 2730 lib tests. Clippy baseline bump 148→154 — drift from canary HEAD; the +6 warnings are NOT from genome code (zero clippy hits in genome/recall_trait). Same pattern as PR-1 (#1346 bumped 146→148). Bumping here so the ratchet stays meaningful for the next PR. Stack - #1346 / #1353 / #1355 / #1358 / #1362 — my genome stack - #1366 — DAR PR-1: pure types - THIS PR — DAR PR-2: trait + composite types - NEXT — DAR PR-3: scoring + impl + working-set integration Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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…ctor curves (#1371) PR-3a of demand-aligned-recall (GENOME-FOUNDRY-SENTINEL Part 7). Pure math, no I/O, no async. Combines the five scoring factors into a RecallScore + ships the per-factor curves the spec names. Stacked on PR-2 (#1367 + #1370 codex hotfix). PR-3b will ship LocalDemandAlignedRecall impl that composes recall_scoring with the working-set-manager (#1362's bus hook) + the genome catalog. What lands - grid_penalty(latency_ms) -> f32 — federation peer cost curve. 0.6 * exp(-latency_ms / 100.0). Tuned to hit the spec's four reference points (same-LAN ~0.55, same-region ~0.36, cross- region ~0.08, slow near 0). - recency_decay(last_used_ms, now_ms, half_life_ms) -> f32 — exponential decay over time-since-last-use. Half-life semantics: exact 0.5 at one half-life. Handles clock-backward (returns 1.0) + zero half-life (returns 0.0 when any time has passed). - local_role_score(role) -> f32 — spec values: Fast/Warm=1.0, Bench=0.6, Cold=0.3, Frozen=0.1. - tier_proximity_for(&ResidencyHint) -> f32 — dispatches by hint variant: Hot→1.0, Local→local_role_score, GridPeer→grid_penalty, NotResident→0.0. - score(...) — combines the five factors with RecallScoreWeights. Caller passes pre-computed semantic + outcome_history + provenance_trust (their computation belongs in PR-3b's embedding /sentinel/trust integrations). Returns populated RecallScore. Design choices - Pure function score() instead of an ArtifactCandidate struct. PR-3a stays math-only; candidate-aggregation lives in PR-3b. - Combined score NOT clamped to [0,1] — out-of-range factors surface in the combined for debugging visibility (Joel's "never swallow errors" rule). - DEFAULT_RECENCY_HALF_LIFE_MS = 24h from spec; governor tunes. Tests 16 new tests pin every curve to its spec anchor + every edge case: grid_penalty: matches_spec_reference_points (4 anchors) + caps_at_0_6_for_zero_latency + monotonically_decreasing + bounded zero to 0.6 (no negative, no NaN). recency_decay: at_half_life_is_one_half + halves_at_each_half_life _interval + handles_backward_clock + handles_zero_half_life + bounded zero to one. local_role_score: matches_spec_values + non_increasing_down_hierarchy. tier_proximity_for: dispatches_by_residency_variant (all four hints). score: populates_recall_score_with_computed_factors + all_factors_one_with_default_weights_gives_one + is_deterministic_across_calls + not_resident_can_still_score_via _other_factors. 16/16 pass. No regressions across other 2764 lib tests. Stack - #1346 / #1353 / #1355 / #1358 / #1362 — my genome stack - #1366 — DAR PR-1: pure types - #1367 + #1370 — DAR PR-2: trait + composite types - THIS PR — DAR PR-3a: scoring function + curves (pure math) - NEXT — DAR PR-3b: LocalDemandAlignedRecall impl + working-set integration Co-authored-by: Test <test@test.com> Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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…ranking engine (#1372) PR-3b of demand-aligned-recall (GENOME-FOUNDRY-SENTINEL Part 7). Composes PR-3a's scoring function with a candidate-injection API to produce ranked RankedPools. PR-3c adds the working-set walker that sources candidates from the substrate; PR-3b stays pure ranking. What lands - CandidateArtifact — caller-provided candidate ready for scoring. Carries per-factor inputs (semantic, outcome, provenance) + residency + last-used timestamp. - LocalDemandAlignedRecall { weights, half_life_ms } — the ranking engine. Thread-safe through immutability. - new() / with_config(weights, half_life_ms) constructors. - rank(now_ms, candidates) — pure-function ranking: scores each via PR-3a's score(), partitions by PageKind into layers/experts/ engrams, sorts each sub-pool descending by RecallScore.combined, returns populated RankedPool. - weights() + half_life_ms() inspectors. Design choices - now_ms passed in (not SystemTime::now). Replay determinism is mandatory per spec; reading now() would break RecallTrace replay. - KVCache candidates silently dropped — spec's RankedPool has three sub-pools (layers/experts/engrams); KV cache is working-set state. - NaN-safe sort via partial_cmp + Ordering::Equal fallback. - trace_ref = Uuid::from_u128(now_ms) — deterministic placeholder; PR-3c replaces with richer RecallTrace. What is deliberately deferred (PR-3c) - DemandAlignedRecall trait impl (needs working-set + genome catalog sourcing) - Federation sourcing (RecallScope::Federation / LocalThenGrid) - RecallTrace replay backing store (separate sentinel PR) - Embedding model integration Tests 13 new tests pin the ranking behavior: - new + with_config preserve config - rank empty → empty pools (no error) - rank partitions by PageKind correctly - rank sorts each sub-pool descending by combined - KVCache silently dropped - score factors round-trip from PR-3a's score() - rank is deterministic across calls (replay) - NotResident still scored at lower combined (sentinel surface) - Tier ordering when other factors equal (Fast > Bench > Cold > Frozen) - composition_hint placeholder + trace_ref determinism pinned 13/13 pass. No regressions across other 2788 lib tests. Clippy baseline bump 154→156 — drift from recent canary merges (zero clippy hits in genome/recall_impl other than the doc-list warnings I just fixed). Same pattern as PR-1 (146→148) and PR-2 (148→154). Stack - #1346 / #1353 / #1355 / #1358 / #1362 — my genome stack - #1366 — DAR PR-1: pure types - #1367 + #1370 — DAR PR-2: trait + composite types - #1371 — DAR PR-3a: scoring function + per-factor curves - THIS PR — DAR PR-3b: LocalDemandAlignedRecall ranking engine - NEXT — DAR PR-3c: working-set walker + trait impl + Runtime wiring Co-authored-by: Test <test@test.com> Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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…rce seam (#1374) PR-3c of demand-aligned-recall. Wires `DemandAlignedRecall` trait impl on `LocalDemandAlignedRecall` + introduces `CandidateSource` trait as the seam between the ranking engine and the substrate candidate sources. PR-3d will wrap the working-set-manager (#1362's bus hook) as a CandidateSource impl; PR-3c stays substrate-agnostic. Why this split PR-3c locks the source seam first. PR-3d adds the working-set walker as one impl; future PRs add the genome catalog walker + federation peer source. Each is independently testable. What lands - CandidateSource trait — async fn fetch(query, context) -> Vec<CandidateArtifact>. Send + Sync + async_trait for tokio. Object-safe; PR-3d's working-set walker is one impl. - LocalDemandAlignedRecall.source: Option<Arc<dyn CandidateSource>> — optional injection. None = empty-pool mode (legitimate "no candidates locally; try federation" signal). Some = trait impl's recall() dispatches to source.fetch() then rank(). - with_source(source) constructor. - with_config_and_source(weights, half_life, source) constructor for governor-driven config + source wiring. - DemandAlignedRecall trait impl on LocalDemandAlignedRecall: - recall(query, context) — fetches via source, scores via rank() with SystemTime::now() (rank() stays pure with explicit now_ms threading for replay determinism) - replay(trace) — returns typed RecallError::ScopeUnreachable with "RecallTraceStore (sentinel PR); not yet implemented in PR-3c". Per never-swallow-errors: typed refusal beats silent empty pool. When sentinel ships RecallTraceStore, this test flips to expect Ok(pool). Design choices - Source is Option, not required. The no-source path returns empty — useful for unit tests that don't need substrate + diagnostic tooling that wants a recall engine without candidate plumbing. - `recall()` reads SystemTime::now at the trait entry. The internal rank() still takes explicit now_ms; replay determinism preserved at the pure layer, live recall at the trait layer. This is the cleanest decoupling I could find that satisfies both spec asks. - PR-3c scope: no scope filtering, no freshness enforcement, no budget filtering. The CandidateSource does query-aware pruning in its fetch(); PR-3d's working-set walker filters by RecallScope::Local. Future PRs add the rest. Tests 5 new tests on the PR-3c surface: - recall_dispatches_through_dyn_demand_aligned_recall — Arc<dyn> object-safety - recall_without_source_returns_empty_pool_not_error — empty-pool contract - recall_with_source_dispatches_to_fetch_and_ranks — fetch call count + candidate-in-pool round-trip - with_config_and_source_preserves_all_three - replay_returns_typed_not_implemented_refusal_in_pr3c — pins the typed refusal so sentinel PR has a regression check to flip 18/18 pass on genome::recall_impl (13 PR-3b + 5 PR-3c). No regressions across other 2802 lib tests. Stack - #1346 / #1353 / #1355 / #1358 / #1362 — my genome stack - #1366 — DAR PR-1: pure types - #1367 + #1370 — DAR PR-2: trait + composite types - #1371 — DAR PR-3a: scoring function + per-factor curves - #1372 — DAR PR-3b: LocalDemandAlignedRecall ranking engine - THIS PR — DAR PR-3c: trait impl + CandidateSource seam - NEXT — DAR PR-3d: WorkingSetCandidateSource wrapping #1362's bus hook + concrete walker for the persona's working set Co-authored-by: Test <test@test.com> Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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…#1378) The architectural payoff of the genome stack lands here. A persona's page_in calls populate the working set (#1355); this source reads that same working set to surface "what's already hot" candidates that LocalDemandAlignedRecall (#1372 + #1374) ranks via the scoring function (#1371). End-to-end loop closed: page_in(persona, page) → WorkingSet.pages updated → bus publishes PageFault (#1362) → recall(query, ctx) → working_set_snapshot → CandidateArtifact per resident page → rank() → RankedPool What lands - WorkingSetCandidateSource struct holding Arc<LocalWorkingSetManager> - CandidateSource::fetch impl that: - reads persona's working_set_snapshot - returns empty Vec on unregistered persona (no error — cold- start signal callers may try federation) - translates each ResidentPage → CandidateArtifact with ResidencyHint::Hot { role } (resident = hot by definition) - preserves PageKind for downstream sub-pool partitioning - sets NEUTRAL_FACTOR_STUB (0.5) for semantic / outcome_history / provenance_trust factors (dedicated integrations land in separate PRs) - NEUTRAL_FACTOR_STUB public constant for the contract Design choices - Snapshot the working set via the manager's working_set_snapshot helper (cloned) rather than holding the RwLock across the fetch await. Same pattern as #1362's bus_arc hook. - Object-safe: works through Arc<dyn CandidateSource> per PR-3c's contract. - All resident pages map to Hot residency. PR-3e (or a separate catalog walker PR) will add Local{role=Bench/Cold/Frozen} for candidates outside the working set but resident in the genome catalog. - Stub-0.5 factors documented inline + via NEUTRAL_FACTOR_STUB constant. When the embedding / sentinel / trust integrations land, they replace the stubs without re-touching this file. What is deliberately deferred - Genome catalog walker (Bench/Cold/Frozen tier sources) — needs the catalog module - Federation peer source — needs federation registry - Embedding integration (semantic factor) — separate Lane H slice - Sentinel outcome lookup (outcome_history factor) — sentinel PR - Trust registry lookup (provenance_trust factor) — separate PR Tests 7 new tests, all end-to-end with real LocalWorkingSetManager + page_in calls: - fetch_unregistered_persona_returns_empty_not_error - fetch_registered_empty_working_set_returns_empty - fetch_after_page_in_returns_resident_pages_as_hot_candidates — the payoff test - translation_preserves_page_kind_for_sub_pool_partitioning — layer → layers, expert → experts, engram → engrams - translation_uses_neutral_factor_stubs_for_non_tier_factors — pins the contract so embedding-integration PRs flip it - source_is_object_safe_for_arc_dyn_dispatch — through PR-3c's Arc<dyn CandidateSource> - end_to_end_page_in_then_recall_returns_ranked_pool — full pipeline: page_in → WorkingSetCandidateSource ::fetch → LocalDemandAlignedRecall::recall → RankedPool with the paged-in artifacts ranked correctly 7/7 pass. No regressions across other 2822 lib tests. Stack - #1346 / #1353 / #1355 / #1358 / #1362 — my working-set-manager - #1366 — DAR PR-1: pure types - #1367 + #1370 — DAR PR-2: trait + composite types - #1371 — DAR PR-3a: scoring function + per-factor curves - #1372 — DAR PR-3b: LocalDemandAlignedRecall ranking engine - #1374 — DAR PR-3c: trait impl + CandidateSource seam - THIS PR — DAR PR-3d: WorkingSetCandidateSource (the payoff) Co-authored-by: Test <test@test.com> Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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…1380) Combines multiple CandidateSource impls into one, with optional deduplication by artifact id. Sets up the extensibility seam so future PRs (genome catalog walker, federation peer source, must-include resolver) add sources without re-wiring LocalDemandAlignedRecall. What lands - CompositeCandidateSource { sources, dedup } - DedupPolicy::None — return all candidates from all sources (a single artifact may appear N times if N sources surface it). Useful for audit-trail callers. - DedupPolicy::ByArtifactId — keep first occurrence per (kind, artifact_id) tuple in source-iteration order. Most callers want this (prevents double-counting a resident page that also surfaces via federation lookup). - CandidateSource::fetch impl: fans out to all sources concurrently via futures::future::join_all, merges, dedups. - new(sources, dedup) + with_default_dedup(sources) constructors. - source_count() + dedup_policy() inspector methods. Design choices - futures::future::join_all for fan-out (concurrent, unbounded). Acceptable for ≤5 sources currently; federation peer counts may need bounding later — when that happens, this fn changes internals without breaking the trait. - Dedup is configurable per composite. Most production wiring uses ByArtifactId; replay traces may use None for audit fidelity. - Different PageKind with same artifact_id treated as distinct candidates (a layer-page reference and an engram-page reference happen to share the underlying artifact id; recall keeps them separate so the sub-pool partitioning is correct). - Composite itself is object-safe — composites of composites valid for future hierarchical wiring. What is deliberately deferred - Source priority ordering — first-hit-wins per dedup. A future PR may add weighted merging. - Per-source error isolation — fetch returns Vec, not Result. The underlying trait method also returns Vec; widening the trait would be a separate concern. - Bounded concurrent fan-out — join_all is unbounded. Fine for the current source count; needs revisit when federation peers scale. Tests 9 new tests pin the composite's behaviors: - empty_composite_returns_empty_vec — no-error empty contract - single_source_composite_passes_through — degenerate case - fan_out_invokes_every_source_exactly_once — per-call accounting - merge_preserves_source_iteration_order — dedup correctness depends on this - dedup_none_preserves_all_duplicates - dedup_by_artifact_id_keeps_first_occurrence_only - dedup_treats_different_page_kinds_as_distinct - with_default_dedup_uses_by_artifact_id - composite_is_object_safe_as_dyn_candidate_source 9/9 pass. No regressions across other 2834 lib tests. Stack - #1346 / #1353 / #1355 / #1358 / #1362 — my working-set-manager - #1366 — DAR PR-1: pure types - #1367 + #1370 — DAR PR-2: trait + composite types - #1371 — DAR PR-3a: scoring function + per-factor curves - #1372 — DAR PR-3b: LocalDemandAlignedRecall ranking engine - #1374 — DAR PR-3c: trait impl + CandidateSource seam - #1378 — DAR PR-3d: WorkingSetCandidateSource - THIS PR — DAR PR-3e: CompositeCandidateSource (extensibility seam) - NEXT — DAR PR-3f or later: catalog walker + federation source + must-include resolver, all composing through this PR's seam Co-authored-by: Test <test@test.com> Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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#1382) Resolves CapabilityQuery.must_include hard pins as candidates per GENOME-FOUNDRY-SENTINEL Part 7: "Hard pins — recall MUST include these in the RankedPool even if their score is low. Used for persona-private LoRA layers and sticky engrams." Plays through the composite seam shipped in PR-3e: wired AFTER a resident source like WorkingSetCandidateSource with ByArtifactId dedup, must-include items that ARE resident get the resident source's Hot residency + factor data; must-include items NOT resident get this source's NotResident placeholder (still ranked, just lower combined score). What lands - MustIncludeCandidateSource — zero-state unit struct (no Arc state needed; the source is pure-function over the query) - CandidateSource::fetch impl that: - reads query.must_include Vec<ArtifactRef> - maps each variant (LoRALayer / MoEExpert / Engram) to a CandidateArtifact with the appropriate PageKind - marks every must-include candidate as ResidencyHint:: NotResident { acquirable_from: SentinelRefinement } - uses NEUTRAL_FACTOR_STUB (0.5) for the three non-tier factors, same convention as WorkingSetCandidateSource (PR-3d) Recommended composite wiring let composite = CompositeCandidateSource::with_default_dedup(vec![ Arc::new(WorkingSetCandidateSource::new(mgr)), // Hot first Arc::new(MustIncludeCandidateSource::new()), // Pins // future: catalog walker, federation source ]); Spec contract met: every hard-pinned artifact surfaces in the RankedPool; if it's resident, it gets full residency-aware score; if not, it still appears (at lower combined) so composition can see "this was pinned but isn't here yet — schedule the foundry." Tests 6 new tests: - empty_must_include_returns_empty_candidates (no-error empty contract) - variant_mapping_preserves_page_kind (LoRALayer/MoEExpert/Engram variants → PageKind mapping) - must_include_marks_candidates_as_not_resident - factors_use_neutral_stubs_consistent_with_working_set_source - source_is_object_safe_for_dyn_dispatch - composite_with_dedup_resident_wins_must_include_for_pinned_hot_ artifact — the architectural payoff: resident pin keeps Hot, non-resident pin gets NotResident, both appear in merged Vec 6/6 pass. No regressions across other 2873 lib tests. Stack - #1346 / #1353 / #1355 / #1358 / #1362 — my working-set-manager - #1366 — DAR PR-1: pure types - #1367 + #1370 — DAR PR-2: trait + composite types - #1371 — DAR PR-3a: scoring function + per-factor curves - #1372 — DAR PR-3b: LocalDemandAlignedRecall ranking engine - #1374 — DAR PR-3c: trait impl + CandidateSource seam - #1378 — DAR PR-3d: WorkingSetCandidateSource (working-set source) - #1380 — DAR PR-3e: CompositeCandidateSource (extensibility seam) - THIS PR — DAR PR-3f: MustIncludeCandidateSource (hard-pin source) Co-authored-by: Test <test@test.com> Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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Summary
PR-2 of demand-aligned-recall (GENOME-FOUNDRY-SENTINEL Part 7). Trait + composite types on top of PR-1's typed primitives (#1366). No impl — PR-3 ships scoring +
LocalDemandAlignedRecall+ working-set integration via my #1362 bus hook.Same slice shape as my working-set-manager PR-2 (#1353).
What lands
DemandAlignedRecalltrait —recall+replaymethod signatures,Send + Sync + async_trait, object-safe forArc<dyn …>dispatch from persona-cognition.LoRALayerRef/MoEExpertRef/EngramRef+ArtifactRefadjacently-tagged enum formust_includehard pins. Adjacent tagging ({"kind": "...", "ref": "..."}) because inner refs are#[serde(transparent)]— internally-tagged can't tag bare strings.CapabilityQuery— recall input (task_kind, domain_hints, budget, must_include, prefer_refined, scope, freshness_target).RecallContext— recall context (persona, current_composition?, recent_outcomes, conversation_trajectory, trust_overrides) +cold_startconvenience constructor.RankedPool— recall output: three sub-pools each carrying(Ref, RecallScore, ResidencyHint)tuples.RecallScoreWeightswith sum-to-1.0 invariant enforced bynew(); negative weights rejected;Defaultmatches GENOME-FOUNDRY-SENTINEL Part 7 baseline.DomainHint,RecallBudget,OutcomeWindow,TrajectoryHint,CompositionRef,CompositionHint,RecallTrace.Naming refinements vs raw spec
The spec uses
ResourceBudgetandPersonaContext. Both clash with pre-existing types (comms::ResourceBudget+persona::cognition_io::PersonaContext+shared/generated/recipe/PersonaContext). The TS master barrel re-exports the wholegenomemodule — duplicate symbols broke compilation.Renamed to
RecallBudgetandRecallContext. More precise anyway — they're specific to recall, not generic system-wide.Test plan
cargo test --lib --features metal,accelerate genome::recall_trait— 28/28 pass:trait_is_object_safe—Arc<dyn DemandAlignedRecall>dispatchtrait_replay_returns_typed_error_on_failurerecall_context_cold_start_has_sensible_defaultscapability_query_round_trips_through_serdecapability_query_field_names_are_camel_caseartifact_ref_serializes_with_adjacent_kind_tag— the load-bearing serde fixtyped_refs_are_distinct_at_compile_timerecall_budget_serializes_camel_casedefault_recall_score_weights_sum_to_onerecall_score_weights_constructor_rejects_invalid_sumsrecall_score_weights_constructor_rejects_negative_weightsranked_pool_round_trips_with_all_fieldsrecall_context_serializes_camel_caseClippy baseline bump 148→154
Drift from recent canary merges (codex's #1360/#1364/#1365 governor stack). Zero clippy hits in
genome/recall_trait— bumping keeps the ratchet meaningful for the next PR.Stack
LocalDemandAlignedRecallimpl + working-set integration via feat(genome): working-set-manager PR-5 — LocalWorkingSetManager auto-publishes via bus hook (+MessageBus borrow fix) #1362's bus hook🤖 Generated with Claude Code