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  "path": "/t/shannon-prime-lattice/176466#post_18",
  "publishedAt": "2026-06-17T11:07:10.000Z",
  "site": "https://discuss.huggingface.co",
  "tags": [
    "12 — The Memo Curator",
    "13 — Speculate and Undo",
    "14 — A parameter-free neocortex",
    "15 — The organism breathes",
    "SERIES.md",
    "LEDGER.md",
    "METHODOLOGY.md",
    "@8"
  ],
  "textContent": "## **The paper series Update**\n\nA staggered set of short, independently citable, receipts-first papers — each carries its own one-command reproduction.\n\n  * **12 — The Memo Curator** _(written, citable — X-C2)_ — autonomous discrete recall above the crossbar: the loop drives the closed substrate on its own, inert when off (PPL 4.6665 bit-identical), addresses memories with a **256-bit LSH / integer-Hamming** key (reduction-order-immune; sign-binarize collapses at r=32, ship r=256), and **promotes the matched recall / discards the corrupted one** (+0.000% / +40106% safety valve).\n  * **13 — Speculate and Undo** _(written, citable — X-222)_ — **O(1) bit-exact rewind** of latent memory: replay into the resident cache is load-bearing, the rewind resets the prefix **byte-identical** (12B + E2B; and across a sliding-window-ring wrap) — the §4-trap guarantee made mechanical, so the curator can speculate and undo for free.\n  * **14 — A parameter-free neocortex** _(written, citable — X-R3VSA)_ — VSA/HRR **Ring-3 consolidation** from discrete NTT, **zero training** : retrieve-and-verify (the P2.b top-5 verdict honored), with the consolidation loss a **step function** (hit lossless / miss caught by the 2% gate) and the idle GC demoting **349.8 MB resident KV → a 16.3 KB index**.\n  * **15 — The organism breathes** _(written, citable — X-ORG)_ — real audio to episodic memory: real speech → the EAR on **physical Intel GNA 2.0** (KAIROS-04) → the 12B pivots 7/8 → the audio-conditioned KV state becomes a **curator-indexable, replayable Ring-2 episode** whose signature separates cleanly from text memories (self 211/256, margin +79).\n\n\n\nSee SERIES.md for the manifest and release cadence, LEDGER.md for the master claims ledger (every number traced to a command), and METHODOLOGY.md for the gate vocabulary and the “no number without a command” discipline.\n\n## **The system: a four-tier memory hierarchy plus a latent crossbar**\n\nThe original “two-ring” framing has grown into a four-tier hierarchy with an inter-model lane on top. Architecture ground truth lives in the lattice repo (`papers/RFC-XBAR-auditable-latent-crossbar.md`); this is the public map, each component tagged with its status.\n\n\n            ┌────────────────────────── VRAM (owned arena) ───────────────────────────┐\n            │                                                                         │\n            │   Exec (generator, e.g.               Memo (small curator,              │\n            │   gemma-4-12B OK_Q4B)                 frozen-small)                     │\n            │   causal forward, generates           non-causal pass over the episode  │\n            │        │            ▲                        │             ▲            │\n            │        ▼ write      │ attend                 ▼ propose     │ read       │\n            │   ┌─ Ring 1 ─┐  ┌── Ring 2 (hippocampus) ┐  ┌─ Ring 2′ (shadow) ─┐      │\n            │   │ working  │  │ verbatim Spinor KV,    │◄─│ Memo's proposals   │      │\n            │   │ KV       │  │ recent + bounded       │  │ promote-on-accept  │      │\n            │   └──────────┘  └────────────────────────┘  └─────────┬──────────┘      │\n            │        ▲ recall from BOTH                             │ promote (gated) │\n            │        │                ┌── Ring 3 (neocortex) ───┐◄──┘                 │\n            │        └────────────────│ adapter pseudo-tokens,  │   G-R3-LOSS bounded │\n            │                         │ consolidated long-term  │   (irreversible)    │\n            │                         └─────────────────────────┘                     │\n            │              modality lanes (one CRT prime per modality):               │\n            │              audio adapter, video, ...                                  │\n            └─────────────────────────────────────────────────────────────────────────┘\n       Ring 2′ promotions: coherence/PPL delta → accept or REWIND (transient, reversible).\n       Ring 3 promotions: G-R3-LOSS bounded BEFORE source eviction (permanent, irreversible).\n\n\n\n### **The four tiers**\n\n**Tier** | **Substrate** | **Representation** | **Lifetime** | **Biological analogue** | **Status**\n---|---|---|---|---|---\n**Ring 1** | RAM/VRAM working window | verbatim KV, full attention | the live turn | sensory / working memory | **[PROVEN]** — the stock model path; everything else is bit-exact-when-off relative to it\n**Ring 2** | byte-addressable storage (Optane validated), raw episodic store | verbatim Spinor KV blocks | recent episode (bounded) | **hippocampus** — recent, detailed, lossless | **[PROVEN]** — needle off physical NVMe, poison-gated, 7.57 µs/read (01-R3/R4); bounded on purpose: the composed 32k recall at a 64× selection budget MISSed (01-R9)\n**Ring 2′** (shadow) | transient staging copy | proposals awaiting the gate | one consolidation pass | (no analogue — it is the _audit_ mechanism) | **[WIRED]** — the C1-lite curator: clone → propose → gate → atomic promote / rewind, exercised on real recall, every promotion receipted\n**Ring 3** | consolidated long-term store | adapter-compressed pseudo-tokens (n→k gist) | long-term | **neocortex** — old, dense, semantic | **[DESIGN]** — under the irreversible-aware **G-R3-LOSS** gate: consolidation loss is quantified and bounded _before_ the raw source is evicted; un-compressible episodes stay verbatim in Ring 2 (a valid, logged outcome)\n\nLatent crossbar probe: a 12B steered by direct KV-cache transplant, **no tokens** | **15/15 incorporation, 15/15 selectivity** (2×2 double dissociation), max single-token rank pull **3.69 orders** | gated + citable (X-R1). Coherence held under the gold instrument (steered-text PPL 1.70–4.10 vs gold 4.68); self-transplant null bit-identical 7/7; raw KV splice is a deliberately blunt instrument — the learned-adapter phase exists to refine it\n---|---|---\nO(1) KV decoupled from context on a 12B, needle retained | learned **512×32 LSH router** at **+0.47% PPL @8×** (oracle −0.08%, frozen +4.17%); **O(1) VRAM: 8k↔16k flat within ~50 MiB** ; **NIAH needle survives 10/50/90% depth** | gated + citable (X-R2). The **KV term** is O(1); the absolute footprint in this backend-direct harness still carries the resident model. Frozen-router negative control MISSES — isolates the learned projection as the cause\nResident 12B daemon: disciplined silence + O(1) bit-exact rewind | **24-tick crucible perfect** (21/21 NO_OP, 3/3 ACTION, 0 false / 0 missed / 0 drift; 0.6B control collapses); **rewind byte-identical across all 48 layers** (diffs=0); metal **0.0073** vs prefix-grow **0.924 s/action** (127×) | gated + citable (KAIROS-01 / KAIROS-02). Scripted 24-event tape, not live sensors. The **≥24 h endurance soak is IN-FLIGHT** (no verdict from a mid-run log) — paper 09’s release waits on its receipt\nThe crossbar **writes** : a stored episode replayed into a 12B’s cache, bit-exact + load-bearing, without breaking perplexity | **replay intact == baseline (diffs=0); replay zeroed diverges 12/12** ; replaying a _foreign_ episode deflects PPL **+1.38%** (< the 2% gate) — proven on the 12B and the smaller E2B | gated + citable (X-R3). The deflection is over **n=42 positions, a single chunk** — deterministic (replay, not sampling), but a larger-N run is the named hardening lever before any headline\nThe model gains a **real-world audio sense on physical silicon** | real speech → 12B **pivots 7/8** (the 1 miss is a conservative ACTION→NO_OP); the front-end runs on a physical **Intel GNA 2.0** accelerator at **0.877 token-recovery == software-emulation == FP32** (a naive int16 sheared it to 0.667; calibrated int16 PTQ fully recovers) | gated + citable (KAIROS-04). Scripted event set, one model / one card / one GNA part; the audio “EAR” is a separate-but-related sibling of the latent-memory crossbar, sharing the same KV-inject seam\nThe **Memo curator** drives the crossbar autonomously | inert when off (**PPL 4.6665 bit-identical**); a **256-bit LSH / integer-Hamming** address (reduction-order-immune); **promote matched recall +0.000% / discard corrupted +40106%** | gated + citable (X-C2). The float→discrete course-correction (sign-binarize collapses at r=32, recovers ≥128, ship r=256). 2-episode registry vs synthetic noise; deflection single-chunk; Ring-2 verbatim recall only\n**O(1) bit-exact rewind** of latent memory | replay into the resident cache load-bearing (zeroed reads back all-zero); rewind resets the prefix **byte-identical (layer-diffs=0)** on → **12B <->E2B** ← , and across a sliding-window-ring wrap | gated + citable (X-222). The O(1) is in the byte-count (proven by byte comparison); the latency slope is KAIROS-02/03; persistent-ABI scorer port is a follow-on\n**Parameter-free Ring-3** consolidation (VSA/HRR, zero training) | superposition recall@1=1.0 to N=32; consolidation loss a **step function** (hit +0.000% / miss +8.04% caught by the 2% gate); idle GC demotes **349.8 MB resident KV → a 16.3 KB index** | gated + citable (X-R3VSA). Retrieve-and-verify (P2.b top-5 honored). VSA retrieve is host-numpy (the Z_q/NTT engine port is the named follow-on); Path B (trained adapter) budget-gated, untouched\nThe **organism breathes** : real audio → episodic memory | audio-conditioned KV serialized as a canonical Ring-2 episode (11,206,656 B); signature separates (**self 211/256, margin +79**); round-trip clean (RT_EXIT=0) | gated + citable, **step 1** (X-ORG). The +1989% deflection is **foreign-by-design** (cross-context reject signal), not an audio-recall quality claim; the full audio-cue→recall loop is the open step; one model / one card / one GNA part\n\n_Honest scope: this is a proof-of-mechanism, not a scaling study and not yet independently reproduced — on a single dev host (RTX 2060, 12 GB)._",
  "title": "Shannon Prime Lattice"
}