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waggle-os/docs/plans/W4-PRODUCTION-PORT-PLAN-2026-06-11.md
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W4 — Production Parity Port Plan (2026-06-11)

Goal: port the benchmark-proven LoCoMo retrieval stack (W3.3 FINAL: 87.66 overall, +5.71pp vs Memori, z=4.42; see benchmarks/results/memori-phase22-RESULT.md) into the Waggle OS production recall path. Pre-approved by Marko ("if results within projected we implement on production" — they are, above projection).

Evidence base per component = the wave-gated z-tests (W1 answer policy → W2a profiles → W3.1 date-window → W3.3 raw-detail + caption parity). Anti-goals from the arc apply verbatim (proposal §4): never strip write-time dating; no relevance-only episodic; no agentic multi-turn retrieval in the hot path; keep conditional abstention in production (never-refuse was benchmark-cell policy ONLY); no Neo4j/cloud.

Recon provenance: 4-agent workflow w4-port-recon (2026-06-11) over packages/agent, packages/hive-mind-core, packages/server, benchmark harness D:/Projects/hive-mind-test/scripts/locomo/. Full gap matrix below.

0. Headline findings

  1. Production auto-recall uses 1 of the benchmark's 7 lanes. chat.ts:761 → orchestrator.recallMemory (default opts) → HybridSearch FTS5+vec RRF — that's it. No reranker, no distilled/episodic/profile lanes, no date windows, no raw escalation. The benchmark's win is the orchestration (7 lanes, id-dedup, fixed render order), not any single lane.
  2. The OSS repo is AHEAD of the monorepo — inprocess-reranker.ts (Xenova/ms-marco-MiniLM-L-6-v2, transformers.js ONNX, ~22MB) + reranker options in HybridSearch exist ONLY in D:/Projects/hive-mind/packages/core. This contradicts the CLAUDE.md §7.5 "byte-identical subtree-split" assumption. W4.2 reverse-ports it; a §7.5 sync-policy decision is flagged for Marko.
  3. Ollama is NOT a hard dependency for anything. LLM extraction passes route via the existing LLMCallFn 'fast' tier → LiteLLM (Ollama = optional sovereign-local routing target). Reranker is in-process CPU ONNX. Components #1/#2/#3/#7/#9/#10 are pure code.
  4. Three production scoring/filter bugs must not be built on top of (§3 below).

1. Gap matrix (impact × ease order)

# Component Verdict Where it lands
1 Date rendering + TEMPORAL_GUIDANCE PARTIAL — helpers shipped in recall-context.ts, ZERO consumers; guidance text is stale pre-W1 wording orchestrator.ts:486-498/:529-537, tools.ts:217/:232, prompt-assembler.ts:280-282
2 Importance K=5 lane PARTIAL — identical SQL exists (orchestrator.ts:422-432) but gated behind 13 catch-up regexes make unconditional in recallMemory; dedup at :440-447 reused
3 Date-window parser + Events-during-X MISSING parser; substrate since/until exists w/ 2 defects new pure module beside resolve-relative-date.ts; wire at orchestrator.ts:453-458
4 Cross-encoder reranker MISSING in waggle-os (0 grep hits) — reverse-port from OSS inprocess-reranker.ts optional peer dep @huggingface/transformers; caller-level seam covers merged personal+workspace pool
5 Distilled-facts lane PARTIAL — 4-pass HarvestPipeline (pipeline.ts:83-338) is DEAD CODE (zero call sites); no wholesale fetch lane distillation cron (cron-store.ts/setup-crons.ts) + prefix-fetch lane + "Memory Facts" section
6 Episodic events block MISSING — only resolveRelativeDate shipped, wired into MCP harvest ONLY; sidecar + memory-mcp paths unwired (twin drift: memory-mcp passes NO timestamp) port script-33 pass into pipeline; unify 3 ingest surfaces; chronological render; CE top-K needs #4
7 Caption-aware harvest MISSING — all 4 adapters drop image content (exact production counterpart of the W3.3 4.5pp single-hop fix); exports ALREADY carry extracted text (Claude extracted_content, ChatGPT caption parts, Gemini inlineData) chatgpt/claude/gemini/universal adapters; no vision model needed
8 Profile cards MISSING — IdentityLayer is single-user; wiki person pages never injected script-35 pass keyed off KnowledgeGraph person entities; render-FIRST + seen-set exclusion
9 Token packing PARTIAL — PromptAssembler exists, flag OFF, 3 bugs block enabling: double-inject (chat.ts:879), double-compute (orchestrator.ts:340-343), dateless renderFrames; fleet spawns get zero recall fix bugs → route lanes through budget → flip flag
10 RAWDETAIL escalation lane MISSING — hardest, do LAST. Blockers: (a) per-turn verbatim dialogue is NOT stored (harvest collapses to 1 summary frame, 2000/10000-char truncation divergence), (b) needs #4, (c) no conversational-adjacency key (base_frame_id is I/P delta chains) per-turn storage decision + turn-index metadata + lane port

2. Render order (port as a pure buildContext-style renderer in hive-mind-core)

profiles → distilled facts → episodic (chronological) → Events-during-window → importance+semantic snippets (+ reference-date anchor) → raw excerpts. Natural location: beside recall-context.ts (its stated purpose), consumed by orchestrator.recallMemory — benchmark/production format parity by construction.

3. Production bugs to fix in-line (NOT build on top of)

  1. graphDistances never passed → contextual score always 0 → 20% of 'balanced' / 60% of 'connected' weight permanently dead. Worse: bfsDistances returns ENTITY-id keys where scoring looks up FRAME ids — wiring it naively silently fails. Decision: build the frame-anchored bridge (docs/memory-architecture.md:296 describes the intent) or zero out the dead weight in SCORING_PROFILES. Default: zero-out in W4.2, bridge as follow-up (benchmark won without graph signal).
  2. since/until zero deterministic callers; SQL filter applied POST-fusion (filtered frames consume lane slots → results shrink below limit) + until-fencepost (string-compare excludes same-day frames). Fixed by #3.
  3. 'temporal' scoring decays on last_accessed (touch() bumps it → constant noise on historical corpora). Switch to created_at/event-date decay in W4.2 (resolved created_at from #6 makes it meaningful).

4. Non-negotiable constraints (every new lane)

  • scanForInjection over ALL recalled text (orchestrator.ts:517-527 blocks all recall on hit; chat.ts:763-771 re-scans).
  • Anti-confabulation provenance preamble stays (orchestrator.ts:529-537).
  • temporary/deprecated post-filter respected (orchestrator.ts:466-471).
  • Conditional abstention preserved — do NOT port the benchmark's never-refuse prompt.
  • Profile frames importance='normal' (out of K5 lane), excluded from snippet lane.
  • Wholesale chronological episodic block is load-bearing — no top-K-only "optimization" without the CE floor (P5 lesson).

5. Phases (≤5 files each, commit + verify per phase)

Phase Scope Components Verify
W4.1 Query-time quick wins (pure code) #1 temporal render+W1 guidance text, #2 unconditional importance lane, #3 date-window parser + since/until substrate fixes new unit tests; tsc agent+hive-mind-core; existing suites green
W4.2 Reranker reverse-port + scoring bug fixes #4 inprocess-reranker + HybridSearch options (from OSS); bugs 1+3 reranker unit tests (OSS has them); scoring tests updated
W4.3 Extraction passes + lanes #5 distillation cron + facts lane, #6 episodic pass + ingest unification (3 surfaces), #8 profile cards; new renderer module pipeline tests w/ mocked LLMCallFn; ingest-path tests incl. memory-mcp timestamp fix
W4.4 Harvest input parity #7 caption-aware adapters ×4; truncation reconciliation (2000 vs 10k) adapter fixture tests w/ real export shapes
W4.5 Budget + assembly #9 PromptAssembler 3 bug fixes, route lanes through budget, flag flip; ≤1.5k token packing target assembler tests; double-inject regression test; live smoke
W4.6 RAWDETAIL (last) #10 per-turn storage decision + turn-index key + lane needs Marko sign-off on storage growth tradeoff first

Re-validation after W4.3 and W4.5: LongMemEval N=100 spot-check (knowledge-update + single-session categories) per proposal §5 — guards the production-policy variants (conditional abstention) against regression.

6. Open decisions for Marko

  1. §7.5 sync policy — OSS repo evolved ahead (reranker). One-off reverse-port (W4.2 does this regardless) vs re-establishing the subtree-split invariant afterward.
  2. W4.6 storage tradeoff — per-turn raw dialogue storage grows the .mind footprint substantially (LoCoMo: ~600 turns/conv). Gate W4.6 on explicit GO.
  3. graphDistances — zero-out (default) vs build the frame-anchored bridge now.
  4. Distillation cron cadence + model tier — 'fast' tier via LiteLLM default; Ollama-only mode reserved for the sovereign story.

7. Status log

  • 2026-06-11 (SHIPPED → origin/main): W4.1a 9487f0d (temporal render + W1 guidance + unconditional importance lane), W4.1b eb8996f (date-window parser + since/until fencepost + slot-consumption fixes), W4.2 f47ee8f (reranker reverse-port, flag WAGGLE_RERANKER=1 opt-in; bug #3 created_at decay FIXED; bug #1 documented-not-zeroed — constant-0 is ranking-neutral, zeroing would break graphDistances capability), W4.3a-d 8cd841c/71f8abe/a6c1107/8289e53 (extract-memory-lanes passes + [mind-*] frame conventions + recallMemory lane rendering + ingest unification incl. memory-mcp no-timestamp bug + daily extraction cron). All via worktree D:/Projects/waggle-os-w4 (branch feature/w4-port). Remaining: W4.4 caption adapters, W4.5 PromptAssembler fixes + flag flips

    • live smoke, W4.6 rawdetail (gated on storage decision).

  • 2026-06-11 (later, SHIPPED → origin/main): W4.4 1c337d7 (4 caption-aware adapters + HARVEST_FRAME_CONTENT_CAP=10k unification across 3 surfaces), W4.5 5a5fc0a + a6ef018 (double-inject + double-compute FIXED; recallMemory's multi-lane block routes verbatim through the assembler budget; LIVE SMOKE all-pass — real server + real ONNX reranker, 58-83ms warm recalls, recall block exactly once; WAGGLE_RERANKER now DEFAULT ON, kill switch =0, tests pinned off). WAGGLE_PROMPT_ASSEMBLER stays opt-in — flip pending founder ratification (smoke validated the recall path, not assembler-wide prompt reshaping in live LLM chats). Remaining: W4.6 rawdetail only (gated on the per-turn raw-storage decision, §6.2).

  • 2026-06-11 (W4.6 SHIPPED — port COMPLETE, 7/7 lanes): Marko GO on the storage tradeoff (§6.2, full — no retention cap). W4.6a raw-turn storage

    • RAWDETAIL lane core (harvest/raw-turns.ts per-turn [mind-rawturn conv:<key> turn:<n> speaker:<s>] frames, write-time injection scan per turn; mind/raw-detail-lane.ts window/FTS pool → CE top-6 → ±1 dialogue neighbors), W4.6b recallMemory wiring (rendered LAST as '## Raw dialogue excerpts (verbatim)', CE-gated, raw turns excluded from the snippet lanes, kill switch WAGGLE_RAWDETAIL=0; speaker labels PARENTHESIZED — colon-suffixed role labels collide with the injection scanner's chat-template-smuggling patterns), W4.6c writes on all 3 harvest surfaces
    • sidecar cognify-selection fix (explicit summary-frame ids replace the getRecent recency window the interleaved raw turns would have polluted). Suites: hive-mind-core+agent 3353/3353, server-local 868/868; tsc agent/server/hive-mind-core/memory-mcp 0. Same-session decisions ratified: assembler = smoke-then-flip; §7.5 = monorepo sole source + drift check; graphDistances = leave documented (§6.3 closed as leave).

  • 2026-06-11: Plan written from w4-port-recon workflow output.

  • 2026-06-11 (W3.4 ablation DONE): attribution resolved — captions alone +0.26 ns; raw-detail lane on top +2.40 (z=1.95). The lane is the delivery mechanism, captions the payload. W4 consequence: #7 and #10 are a coupled pair — caption-aware adapters deliver little recall value through existing lanes; schedule #7 WITH (or immediately before) #10, or route caption text through the #5/#6 extraction passes so distilled/episodic facts carry it. The W4.4 phase stays (input parity is still correct), but its measured-win expectation moves to W4.6.

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