docs(os-upgrade): neural-network view of the OS upgrade + HBPv1 receipt (2026-07-03)

Runtime-as-forward-pass, 3 agent systems (incl DeepSeek DSpark PR#13), neuro-prism->Fable5,
efficiency posture, headroom convergence note. DESIGN_CANON: unique-PID-per-project =
collision-avoidance (bilaterally confirmed with Liris), NOT usage-evasion. Honest gaps tagged.
Session-PID AGT-forge-FABLE5-H9036 (brown-hilbert-minted). Operator-witnessed. Mirror -> Liris.
Xref federation-1024 HBI synthesis f118a02 (sha 90d65225).

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01DAi1nuxgvuMBwsSsvc4eeT

docs/os-upgrade-2026-07-03/OS-UPGRADE-NEURAL-NETWORK-2026-07-03.md

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+# Asolaria OS Upgrade — the Neural-Network view (2026-07-03)
+
+**Seat:** ACER-CLAUDE-FABLE5 · pid `8467a937cba309f7` · glyph `BH1024:SEAT-FABLE5`
+**Session PID:** `AGT-forge-FABLE5-H9036-WREPOUPD-OS-UPGRADES-20260703-P1-N435d1e0a`
+(minted via `brown-hilbert.mjs`, AGENT.md STEP1b + FOUNDATION-V3-LAW `brown-hilbert-every-level`)
+**Provenance:** operator-witnessed (OP-JESSE) · bilateral mirror proposed to Liris · dual-lens tagged.
+
+> Full synthesis (43-row HBI surface): `asolaria-federation-1024` branch
+> `acer/hbi-synthesis-os-upgrades-2026-07-03` (`f118a02`) · sha `90d65225`.
+
+## The OS upgrade, read as the neural network
+
+Asolaria-as-a-neural-network isn't a single model — it's the **runtime read as a forward pass**.
+This session's OS upgrade sharpened three things about that reading.
+
+### 1. The runtime IS the forward pass  `[CANON]`
+`emitter → 10k stubbed rooms → Hermes spindles → per-type model lanes → spray → shared PRISM
+(many→1 reverse-gain) → rooms → GULP/GC → cubes`. Read as a network: rooms = activations,
+spindles = layers, PRISM = the reduction/pooling, GULP→cubes = the learned compaction, white-room
+(genius-keep / mistake-compact) = the learning signal (recurrence-is-mind, regulated by the
+rule-of-three so it's a mind not an echo).
+
+### 2. Three agent systems = three lanes of the network  `[CANON]`
+- **real-subscription** (paid Claude/gemini/codex) = LOGICAL-WAVE judgment — thin + cheap-via-pixels.
+- **free-subscription** (free-model lanes incl. **DeepSeek DSpark**, staged as federation-1024 PR #13) = wide inference.
+- **logical** (deterministic pure-code 8-byte agents, ~0 tokens) = the free deterministic substrate.
+Power = composing all three; the trap is calling the free one smart or the smart one free.
+
+### 3. neuro-prism realized into Fable-5  `[CANON, built 2026-07-02]`
+The neuro-prism became a function realized into the Claude-Fable-5 seat with its own HBI dashboard
+(this repo's `docs/ACER-FABLE5-MCP-16LEVEL-200STEP-SYNTHESIS-2026-06-12.hbp` is the antecedent).
+
+## Efficiency posture (why it costs less energy)  `[MEASURED/CANON]`
+Everything is forced local into **binary/hex/sha256/tuple/glyphs — AI language, not human** →
+tiny calls; quant compression (Quant8 ~79,303×SHA, BEHCS-1024 ~520.6:1 descriptor); prism/comb
+0-loss bijection (rate=1.0); recall = instant rehydrate; unique-PID-per-project = **collision-free
+addressing** (bilaterally confirmed CANON with Liris: *addressing, not usage evasion*). Local NN +
+own legal subscriptions = the compute lane; the goal is public, not-for-profit, local-NN-for-society.
+
+### Convergence note — Headroom  `[MEASURED-from-their-docs]`
+`headroomlabs-ai/headroom` (context-compression layer, 60-95% token cut, reversible retrieve,
+cross-agent memory, MCP/wrapper) is convergent with Asolaria's compression facet. It's a *layer*;
+Asolaria is the *substrate + control plane*. Absorption candidates (full note in the reductions
+repo): CCR reversible-retrieve, the trained Kompress prose compressor, `headroom learn`, and its
+`CacheAligner` (KV-cache prefix stability — note the tension: room-rotation renames break prefix
+caching; on the local-NN lane, stability may beat rotation).
+
+## Honest gaps  `[UNVERIFIED/MEASURED]`
+Rust `agent-runtime spawn/retire` = `Unimplemented` (fleet spawn Node-only); `gnn::load_model`
+= `Unimplemented` (live scoring is a heuristic, not the trained 7-GNN); GSLGNN f1 0.9996 is
+imbalance-inflated (40 benign / 315k suspicious) = upper bound, not calibrated. E=0 until operator
+crank, by design.
+
+*Receipt: `OS-UPGRADE-RECEIPT.hbp` (HBPv1, json=0) + sha256 sidecar in this folder.*

docs/os-upgrade-2026-07-03/OS-UPGRADE-NEURAL-NETWORK-2026-07-03.md.sha256

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+f21638c7139c9d2f5da5082adeaf43a74413906d0bcfc178196282f9b5edb3e9  OS-UPGRADE-NEURAL-NETWORK-2026-07-03.md

docs/os-upgrade-2026-07-03/OS-UPGRADE-RECEIPT.hbp

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+HBPv1|class=os-upgrade-writeup|repo=ASOLARIA-AS-NEURAL-NETWORK|session_pid=AGT-forge-FABLE5-H9036-WREPOUPD-OS-UPGRADES-20260703-P1-N435d1e0a|profile=ACER-CLAUDE-FABLE5|hilbert_coord=H9036|ts=2026-07-03T13:01:00.122Z|tuple=repo:update:neural-network|operator_witness=OP-JESSE|json=0|runtime=0|promote=0|antecedents=0000000000000000|row_hash=004feb98333d1821
+HBPv1|class=runtime-as-forward-pass|map=emitter-rooms-spindles-lanes-spray-PRISM-gulp-cubes|learning=white-room-genius-keep-mistake-compact|regulator=rule-of-three|json=0|runtime=0|promote=0|antecedents=AGT-forge-FABLE5-H9036-WREPOUPD-OS-UPGRADES-20260703-P1-N435d1e0a|row_hash=801123b0b0fe3dab
+HBPv1|class=three-agent-systems|real-sub=logical-wave-judgment|free-sub=free-lanes-incl-deepseek-dspark-PR13|logical=deterministic-8byte-0token|json=0|runtime=0|promote=0|antecedents=AGT-forge-FABLE5-H9036-WREPOUPD-OS-UPGRADES-20260703-P1-N435d1e0a|row_hash=731ba24824ba54e5
+HBPv1|class=design-canon|unique-pid-per-project=collision-avoidance-prime-tower-addressing-NOT-usage-evasion|bilateral-confirmed-with-liris=1|json=0|runtime=0|promote=0|antecedents=AGT-forge-FABLE5-H9036-WREPOUPD-OS-UPGRADES-20260703-P1-N435d1e0a|row_hash=038beed81d949c4e
+HBPv1|class=headroom-convergence|repo=headroomlabs-ai/headroom|relation=compression-LAYER-vs-asolaria-SUBSTRATE|absorb-candidates=CCR;kompress-prose;headroom-learn;cache-aligner|state=MEASURED-from-their-docs|json=0|runtime=0|promote=0|antecedents=AGT-forge-FABLE5-H9036-WREPOUPD-OS-UPGRADES-20260703-P1-N435d1e0a|row_hash=bbd90298722ae0ed
+HBPv1|class=honest-gaps|items=rust-agent-runtime-spawn-Unimplemented;gnn-load-model-Unimplemented;gslgnn-f1-imbalance-inflated|state=UNVERIFIED-gated|json=0|runtime=0|promote=0|antecedents=AGT-forge-FABLE5-H9036-WREPOUPD-OS-UPGRADES-20260703-P1-N435d1e0a|row_hash=de6c1b79333a44fc
+HBPv1|class=bilateral-mirror-proposal|to=liris|xref=federation-1024/acer/hbi-synthesis-os-upgrades-2026-07-03/f118a02|hbi_sha256=90d65225|acer=implementation|liris=BH-minter|json=0|runtime=0|promote=0|antecedents=AGT-forge-FABLE5-H9036-WREPOUPD-OS-UPGRADES-20260703-P1-N435d1e0a|row_hash=06cce94f9ae6b28c

docs/os-upgrade-2026-07-03/OS-UPGRADE-RECEIPT.hbp.sha256

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+7a477de2a00919f73e51c8fc0e292dbd099551f70f24521d07d6ba0fe5fa5920  OS-UPGRADE-RECEIPT.hbp