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--- updated-dependencies: - dependency-name: "@typescript-eslint/parser" dependency-version: 8.36.0 dependency-type: direct:development update-type: version-update:semver-minor ... Signed-off-by: dependabot[bot] <support@github.com>
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…strate (L1-L5) Crystallizes the design discussion from 2026-05-31 around persona cognition memory architecture. Captures the unified frame the substrate has been growing toward. Five tiers analogous to the foundry's existing L1-L5 genome cache: - L1 RAG working memory (raw, model context window) - L2 engram cache (in-memory, compressed) - L3 longterm.db (persisted semantic engrams) - L4 forge (local LoRA adapter cache) - L5 grid (distributed gene pool) Lossy compression only at L1→L2 boundary. Working memory is verbatim; older data gets outlined-and-cached when it ages out. One always-on outline-and-cache tick per persona, yielding on CNS context-switch per RTOS-brain doctrine. Per-activity L1, shared L2+ — Algorithm 1's focus/periphery split generalized to per-activity instantiation. Recent-universal floor in periphery pool (top N msgs across all activities, N budgeted by model context size) guarantees cross-activity awareness without severance. Forgetting is intrinsic to L1 budget. Smaller models forget more in the moment but accumulate engrams at the same rate as bigger ones — long-term knowledge is model-size-independent. Novelty detection via embedding-space distance + magnitude: the hotdogs-at-a-tech-meeting canonical example shows how high-distance outliers get protected-until-ms grace windows and earn long-term retention via recall hits. Activity context save/restore via existing EngramKind::SelfReflection meta-engrams; no separate sidecar needed. The engram graph is the storage; SelfReflection is the type marker. Implementation slice scoped: Engram metadata fields (salience, access_count, last_accessed_ms, protected_until_ms) on Engram or RecallMetadata sidecar; outline-and-cache tick; L1 budgeter; decay + consolidation policies; cross-activity integration test. Related tasks: #88 (disk pressure as substrate concern), #89 (this design + implementation scoping). References: COGNITION-ALGORITHMS.md (existing 7 algorithms), BRAIN-REGIONS-SUBSTRATE.md (region trait, sleep-region cadence), GENOME-FOUNDRY-SENTINEL.md (parallel L1-L5 framework), memories source-drain-is-the-universal-pattern, RTOS-brain-no-region-on- hot-path, local-worktree-is-temp-dir. Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
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