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feat(core): native addressed-memory primitive (amem_*) + write-don't-train dot-connector research arc
Core language feature (shippable): - omnimcode-core: new src/addressed_memory.rs — in-core kNN datastore + k-means IVF index (thread-local handle registry). Five OMC builtins amem_new / amem_write / amem_index / amem_search / amem_len, wired through interpreter dispatch + docs/omc_help. 2 Rust unit + 4 OMC-level tests; full suite no-regression. Sits alongside haddr/cas/heap as the memory+index substrate. Research arc (experiments/transformerless_lm) — agnostic, pre-registered/A-B-validated; see GENERATOR_PLAN.md (BUILD-1..21) and MANIFEST.md for the navigable map: - write-don't-train addressed memory: +11.35% on an unseen domain with zero gradient (AM-5); IVF wins the index frontier over substrate geometry (159-run study); code is +48% vs prose +14% injectable. - BPE tokenizer, chunked span-copy, novelty pressure; generator true-ceiling study (substrate ~7x param-efficiency; the permanent edge is structural/live knowledge). - dot-connector stack: grounded multi-hop navigation (per-hop recall 1.00 via addressed inverted index), self-learned meaning-judge (held-out relatedness AUC 0.83 vs lexical 0.19), the closed loop (meaning-guided nav 3.2x more coherent than blind BFS), calibrated narrator voice, relation-shape analogy/joke mechanism; cross-domain analogy real across 5 domains (shape-cosine 0.774 vs 0.406 shuffled). - char-substrate skills (tokenization-blind tasks); chat router. - law-clean throughout: no hand-coded dictionaries (verbs derived by inflection paradigm, knowledge read from a corpus file). Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
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