feat: Windows-CUDA serving node — build fixes + compacted-19b chat candidate - #2056

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joelteply wants to merge 56 commits into

feat/windows-cuda-serving

Commits on Jul 27, 2026

fix(runtime): airc room-route error echoes aircRoom target — unbreak canary

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9d4509b
feat(capacity): expert_observe harness — glass-box LIVE MoE expert routing (#230/#229)

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3152989
fix(chat): ChatModule executor fails loud per-request, not process panic (#201)

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afef132
test(cognition): align tool-surface test name+doc with the deleted shrink-cliff (#212)

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ca95b75
feat(serving): elastic demand-driven context window — thread the ceiling, stop baking it at launch (#234)

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97011f4
feat(serving): WorkingSetDemand — the live demand producer for the elastic window (#234)

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c29e92d
feat(serving): serving daemon is demand-aware — elastic window threaded end to end (#234)

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8501c5e
feat(serving): close the elastic-window loop — turn demand feeds the served window (#234)

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e6b3f1c
feat(serving): opt-in KV cache quantization — q8_0 halves KV, feeds the elastic window (#232)

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0ea9538
feat(serving): KV-quant fit coupling — the window GROWS into the freed KV memory (#232)

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175cd6d
feat(serving): opt-in flash attention — faster prefill+decode, lower memory (#232)

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10fed27
feat(capacity): expert_observe — per-domain concentration + working-set-size + Jaccard (#230)

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e47661a
feat(capacity): ModelFootprint::grid_lease_request — serving demand → capacity LeaseRequest (grid-overflow bridge)

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98a6a16
feat(capacity): ModelResidencyView — the residency eligibility gate for grid overflow (governor consumer slice 1)

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e526710
feat(capacity): ResidencyBeacon + ResidencyLedger — the receive/project half of the residency beacon (governor consumer slice 2)

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4084e3e
feat(capacity): GridResidencyModule + grid_residency envelope — residency beacon publish/fold wiring (governor consumer slice 3)

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dc806d5
feat(capacity): route_grid_overflow — remote-only overflow placement decision (governor consumer slice 4a)

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c5600bf
feat(persona): grid-overflow effector seam — materialize_adapters overflow_adapter_for override (governor consumer slice 4b-i)

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979d93d
feat(persona): grid-overflow effector LIVE closure — a persona's brain routes off-box to a residency-eligible peer (governor consumer slice 4b-ii)

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b7b5264
fix(windows-build): CUDA serving build — cuda-guard + cmake/llvm runtime_path

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eccb573
fix(ipc): interceptor-attach must use rt_handle.spawn, not bare tokio::spawn — the airc handle cell never filled (BigMama diagnosed the panic)

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f829ed6

Commits on Jul 28, 2026

Commits on Jul 29, 2026

Commits on Jul 30, 2026

docs: self-calibration — node finds its own bearings per activity, continually

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3d42dc7
docs: experience score is criticality-gated + temporal + difficulty-escalating

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0459389
docs(k3): build agent findings — ggml op-offload IS the mechanism (flip decode gate)

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231eb73
docs: beta architecture — activities as the unit, learned per-activity value

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a630eaa
docs: multi-user + contention — human foreground GPU work is top-priority, continuum yields

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286d534
docs(k3): the foundry model-reduction path — shrink K3 to fit, no paging (after cache)

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177be8d
docs(k3): reduce PRECISION not knowledge — head-targeting mechanism -> quant-targeting

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a345d0a