docs(adr): ADR 125 Context Language Model + plan (resident mode, llama.cpp out) #547

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Conversation 0 Commits 14 Files changed 11 +2441

toasterson commented 2026-10-05 18:40:40 +00:00

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Design for a Context Language Model in akh-medu, clean-room from Shao et al., Context Language Models (arXiv:2609.37725). The reference repo is CC BY-NC 4.0, so no code or prompt text from it is used.

• ADR 125: the akh edits its own live context (LiveContext reconciled every tool round; edited text is always a model Note; pins and every eviction reported to SafetyEnforced; evictions journaled). Typed context_edit tool, AkhContextBench, skill evolution against a sealed split, ADR 110 reward mapping for Lilith.
• D12–D15, resident mode: context arena + KV resident in akh-owned Candle inference; edits as KV operations priced by Gemma 4's layout (v̂-only global KV, f16 sliding ring, delta shifts with M1b caps 52/6); mmap'd session tiers; akhinferd for split hosts; llama.cpp leaves Lilith's serving path at the CLM-R5 cutover (operator decision 2026-10-05).
• Plan: slices CLM-1..8 and R1..R5 (+R1b). GPT-6.1 Sol implements, Kimi K3 owns the math (M1, M1a, M1b notes, all pre-registered), the architect reviews.
• Briefs: CLM-1, CLM-2, CLM-4, CLM-R1, CLM-R2 under docs/ai/phases/clm/, plus reviews.
• Pause handoff (2026-10-06): docs/ai/phases/clm/README.md — state of every branch/PR, open operator decisions, artifact locations on the NFS share, resume checklist. Code PRs #555 (CLM-1, accepted) and #556 (CLM-R1, not yet certified) are stacked on this branch.

Docs only. No code changes.

Design for a **Context Language Model** in akh-medu, clean-room from Shao et al., *Context Language Models* (arXiv:2609.37725). The reference repo is CC BY-NC 4.0, so no code or prompt text from it is used. - **ADR 125**: the akh edits its own live context (`LiveContext` reconciled every tool round; edited text is always a model `Note`; pins and every eviction reported to `SafetyEnforced`; evictions journaled). Typed `context_edit` tool, AkhContextBench, skill evolution against a sealed split, ADR 110 reward mapping for Lilith. - **D12–D15, resident mode**: context arena + KV resident in akh-owned Candle inference; edits as KV operations priced by Gemma 4's layout (v̂-only global KV, f16 sliding ring, delta shifts with M1b caps 52/6); mmap'd session tiers; `akhinferd` for split hosts; llama.cpp leaves Lilith's serving path at the CLM-R5 cutover (operator decision 2026-10-05). - **Plan**: slices CLM-1..8 and R1..R5 (+R1b). GPT-6.1 Sol implements, Kimi K3 owns the math (M1, M1a, M1b notes, all pre-registered), the architect reviews. - **Briefs**: CLM-1, CLM-2, CLM-4, CLM-R1, CLM-R2 under `docs/ai/phases/clm/`, plus reviews. - **Pause handoff (2026-10-06)**: `docs/ai/phases/clm/README.md` — state of every branch/PR, open operator decisions, artifact locations on the NFS share, resume checklist. Code PRs #555 (CLM-1, accepted) and #556 (CLM-R1, not yet certified) are stacked on this branch. Docs only. No code changes.

toasterson added 2 commits 2026-10-05 18:40:43 +00:00

docs(adr): ADR 125 Context Language Model + plan (resident mode, llama.cpp out) ... 64ecb446e2

Clean-room design from arXiv:2609.37725: the akh edits its own live
context. LiveContext reconciled per tool round, D4 attribution/pin
safety, edit journal, typed context_edit tool, AkhContextBench,
skill evolution against a sealed split, ADR 110 reward mapping.
D12-D15: context arena + KV resident in akh-owned Candle inference,
edits as KV ops priced by Gemma 4's layout, mmap'd session tiers,
akhinferd for split hosts; llama.cpp leaves Lilith's serving path at
the CLM-R5 cutover (operator decision 2026-10-05).

docs: roadmap entry for the Context Language Model plan (ADR 125) f1dbd2371c

toasterson added 1 commit 2026-10-05 18:44:02 +00:00

docs(clm): CLM-1 implementation brief, M1 math brief; ADR 125 D4.3 pins stay in place 149bfb35ff

toasterson added 2 commits 2026-10-05 19:15:47 +00:00

docs(clm): M1 math note — RoPE delta numerics, K=V store, parity tolerances, drift trigger, cost model, selection stats ... 9e2f775731

Derives the delta-RoPE identity for Gemma 4's half-split pairing from
src/nlu/vendored/quantized_gemma4.rs (cited per line), bounds repeated-shift
error growth in f32/f16/bf16, prices rotate-at-read vs delta shifts, shows the
global layers' single stored tensor must be the bare-normalized V with
K = RoPE(w_k x bar-v) derived at read, and pre-registers every CLM-R1/CLM-4/
CLM-5 gate, tolerance, sample size and test oracle before any measurement.

No Rust changes.

docs(adr): ADR 125 D13 storage layout from the M1 math note (v̂-only global KV, f16 sliding ring with f32 delta shifts); record the decode window bug 73d89da10d

toasterson added 1 commit 2026-10-05 19:21:42 +00:00

docs(clm): CLM-R1 implementation brief (Gemma 4 KV store, decode-window fix, chunked prefill, M1 parity harness) 5728a46f68

toasterson added 1 commit 2026-10-06 09:42:16 +00:00

docs(clm): CLM-2 implementation brief (clm arm, per-round reconcile, persistence, telemetry) 437cff068e

toasterson referenced this pull request 2026-10-06 09:42:29 +00:00

feat(context): CLM-1 LiveContext core — editable session log, total parse, safety reconcile, journal (ADR 125) #555

toasterson added 1 commit 2026-10-06 10:24:29 +00:00

docs(adr): ADR 125 D13 KV budget B(C) per M1a (0.82 GB @ C=256), bf16 cap, strict window; plan CLM-R1 exit 9dd0a1d3dc

toasterson added 1 commit 2026-10-06 10:40:14 +00:00

docs(adr): ADR 125 — protected suffix, overflow compacts over the live log, journal table (CLM-2 review R3/R4/R6) bd0e0fc499

toasterson added 1 commit 2026-10-06 10:41:33 +00:00

docs(clm): CLM-4 brief — AkhContextBench task families, pre-registered splits and stats (M1 §5–§6), runner, sealed one-shot 930de956f1

toasterson referenced this pull request 2026-10-06 10:56:45 +00:00

feat(gemma4): CLM-R1 KV store — sliding ring, v̂-only global KV, strict window, chunked prefill, M1 parity harness (ADR 125) #556

toasterson added 1 commit 2026-10-06 10:59:22 +00:00

docs(plan): CLM-R1b (Q8_0 Vulkan/HIP) slice; CLM-R2 math inputs incl. M1b f5150d53a7

toasterson added 1 commit 2026-10-06 11:01:22 +00:00

docs(adr): ADR 125 D13 shift caps 52/6 and conventional f32 RoPE table per M1b 47cd98d42c

toasterson added 1 commit 2026-10-06 11:07:38 +00:00

docs(clm): CLM-R2 brief — ContextArena, KvOp execution on Gemma 4 store, ResidencePolicy, exactness/drift oracles (dispatch gated on R1 certification) eb297010d6

toasterson added 1 commit 2026-10-06 11:27:02 +00:00

docs(clm): pause handoff 2026-10-06 — branch/PR state, open decisions, artifact locations, resume checklist d686d4fdec

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