---
version: 0.32.0
date: 2026-06-24
headline: "Minor release for model, compute, notes, cache"
themes:
  - "model"
  - "compute"
  - "notes"
  - "cache"
  - "tools"
  - "gateway"
  - "contextq"
  - "sessionbench"
highlights:
  - "feat(model): serve Q4_K on the GLM-DSA device path via glmDsaWeightHAL (fak model)"
  - "feat(compute): add cpu-ref Q4_K MatMul + NewQ4K host entry (fak compute)"
  - "docs(notes): add handoff prompts for the local-model-on-the-wire spine (fak docs)"
  - "docs(cache): fix SOTA-note abstention wording to cite the real verdict vocab (#232) (fak docs)"
  - "feat(tools): add ctxwin reduction profiles, error-collapse + per-tool budgets (fak tools)"
  - "feat(gateway): bind live provider-cache telemetry to the not-trust gate (#432) (fak gateway)"
  - "feat(contextq): add workflow-memory benchmark with fail-closed trust witnesses (#437)"
  - "docs(sessionbench): turnkey runbook + named blocker for the live >100k wall-clock anchor (#524)"
---

**TL;DR** - Automatic minor release cut from 300 commit(s) since the previous tag.

## model

- feat(model): serve Q4_K on the GLM-DSA device path via glmDsaWeightHAL (fak model)
- feat(model): wire MiniMax-M3 first-k dense OAI MLP at dense_intermediate_size (#495)
- test(model): add bit-exact HF oracle for the qwen35 Gated-DeltaNet hybrid forward (#447)
- test(model): real OLMo2 HF oracle witness for PostNorm + full-proj qk-norm (#474)
- test(model): add on-device --n-cpu-moe CPU-offload hybrid witness (fak model)
- feat(model): add --n-cpu-moe CPU-offload hybrid for the GLM-DSA serve path (fak model)
- docs(model): document the GLM-5.2 DSA sparse-attention kernel proven on real GPU hardware (fak model)
- feat(model): add ragged batched decode / idle-lane skip via StepBatchActive (#520) (fak model)
- feat(model): add Session.TrimToWindow bounded-memory windowed decode (#522) (fak model)
- feat(model): route GLM-5.2 DSA sparse attention through the compute kernel (fak model)
- test(model): note DSA attention projections in the on-device GLM cuda witness (fak model)
- feat(model): route GLM-5.2 DSA attention projections through the compute backend (fak model)
- feat(model): witness MiniMax-M3 MSA tiny oracle, fix indexer head-pooling + gemma norm (#497)

## compute

- feat(compute): add cpu-ref Q4_K MatMul + NewQ4K host entry (fak compute)

## notes

- docs(notes): add handoff prompts for the local-model-on-the-wire spine (fak docs)
- docs(notes): add the multi-sink cache-lifecycle exploration note (fak docs)
- docs(notes): add design note scoping the first local-model-on-the-wire use case (fak docs)
- docs(notes): record the candidate-index rung in the O(1)-turn note + refresh the stale fences
- docs(notes): drop two dangling cmd/dgxbridge refs in the cloud-VM research note (fak docs)
- docs(notes): harden the cloud/VM/remote strategy memo with directly-verified spine claims (fak docs)
- docs(notes): triage idea-scout 'AUC 0.998' probe critique as prior art + eval discipline (#526) (fak docs)
- docs(notes): triage idea-scout Tool-Guard as defend-against + prior art (#527) (fak docs)
- docs(notes): add the cloud/VM/remote-control agent landscape + fak strategy memo (fak docs)
- docs(notes): add the GLM-5.2 DSA sparse-attention-on-kernel witness note (fak docs)
- docs(notes): triage idea-scout Doberman-Core as prior art (#528) (fak docs)
- docs(notes): fold the fresh datacenter GPU on-device GLM-DSA-projections witness (fak docs)
- docs(notes): add the GLM-5.2 DSA-projections-on-pure-kernel slice note (fak docs)
- docs(notes): document grammar-constrained tool-call decoding feasibility (#469) (fak docs)
- docs(notes): add the DOS effective-usage audit (fak docs)

## cache

- docs(cache): fix SOTA-note abstention wording to cite the real verdict vocab (#232) (fak docs)
- docs(cache): map plan-cache abstention to a non-Hit verdict, not ABSTAIN (#232) (fak cachemeta)
- docs(cache): add MiniPIC citation to the SOTA source-notes parity map (#236) (fak docs)
- docs(cache): cite MiniPIC in the SOTA source-notes parity map (#236) (fak docs)
- docs(cache): remove dead reference to superseded cache-primitive design doc (#237) (fak docs)
- docs(cache): state KV-prefix scope in explainer + cache memo, closes #246 (fak docs)

## tools

- feat(tools): add ctxwin reduction profiles, error-collapse + per-tool budgets (fak tools)
- feat(tools): wire the unified scorecard control-pane into the fleet pane as one loop (#509)
- feat(tools): add ctxnav agent-navigable context via memory expand/contract (fak tools)
- feat(tools): replay O(1)-context economics + observability vs prompt cache (fak tools)
- feat(tools): add ctxwin context-window baseline + 2x self-reducer (fak tools)
- chore(tools): run the CPU-offload hybrid witness in dgx_glm_gpu_witness.sh (fak tools)
- fix(tools): make the memory-stability governor exit 0 on a drifting-but-in-budget store (#542)
- feat(tools): gate front-door docs against scrub-private references (#258) (fak tools)
- fix(tools): hide the account switcher's detached claude launch (no popup) (fak tools)
- feat(tools): make `fleet install` put the bin dir on PATH (fak tools)
- feat(tools): add the code-aware lab-hardware scrub to the public-copy export (fak tools)
- feat(tools): add the fleet operator console (one `fleet` command) + docs (fak tools)
- feat(tools): guard the public tree against the private lab connection subsystem (fak tools)
- fix(tools): add a cleanup pass for the multi-GPU-phrase + bare-GPU server scrub doubling (fak tools)
- feat(tools): add fleet top, the live session-health peer of dos top (fak tools)
- feat(tools): add scrub_hardware_names.py to de-identify lab GPU hardware in doc prose (fak tools)
- feat(tools): add the dispatch-loop model-parity gate (glm-5.2 canary) (#420) (fak tools)
- feat(tools): add opencode transcript adapter for mixed-fleet resilience (#423)
- feat(tools): add the out-of-tree write guard to the agent-readiness guardrails check (fak tools)
- feat(tools): warm opencode workers from the committed memory mirror (#421)
- feat(tools): lint load-bearing Claude-only skill frontmatter opencode drops (#422) (fak tools)
- fix(tools): surface the busiest GPU engine in amd_gpu_facts one-shot output (fak tools)
- feat(tools): add the observability scorecard - observability-debt across the metric/dashboard/alert/trace/log/proof/DOS surfaces (fak tools)
- feat(tools): add a Python tooling-quality scorecard for tools/ (#508)
- feat(tools): add the agent-readiness scorecard (discover/adopt/build friction-debt) (fak tools)
- feat(tools): flag AUTH_FAIL in resume_watch so a login-walled resume can't silently strand (fak tools)
- feat(tools): add recurring hardware bench planner (next test per machine) (fak tools)
- fix(tools): drop stale fak/ prefix from bench_onboard machine path (fak tools)
- feat(tools): add daily idea-scout research-to-issue feeder (fak tools)
- fix(tools): recognize cmd/ demo leaves as cmd-lane stamps, not off-lane typos (#518)
- feat(tools): add repo-hygiene scorecard with hygiene-debt metric (fak tools)
- feat(tools): add demo-robustness scorecard (simplicity?speed?durability) (fak tools)

## gateway

- feat(gateway): bind live provider-cache telemetry to the not-trust gate (#432) (fak gateway)
- feat(gateway): wire the ctxplan planner into the live serve/guard loop (#555)
- feat(gateway): add a Gemini-native generateContent endpoint (#567) (fak gateway)
- feat(gateway): surface provider cache reuse in the fak guard exit summary (fak gateway)
- feat(gateway): stream the Anthropic passthrough live so fak guard feels the cache (fak gateway)
- feat(gateway): add per-principal scoping to the change feed (fak gateway)
- feat(gateway): isolate the tier-2 cache per principal (fak gateway)
- fix(gateway): bucket DEFER/REQUIRE_WITNESS honestly in the guard audit summary (fak gateway)
- feat(gateway): stream chat-completions content live for a real time-to-first-token (fak gateway)
- feat(gateway): add in-kernel KV-prefix eviction on tool-result quarantine (fak gateway)
- feat(gateway): send a Claude subscription OAuth token upstream as bearer (fak gateway)
- fix(gateway): fail fast on unreachable --base-url, surface upstream_unreachable (#346)
- feat(gateway): add intelligent request routing and tiered serving (#398)
- test(gateway): add Anthropic-wire temperature/top_p/stop forwarding test (#409) (fak gateway)
- feat(gateway): reset engine cache on native admit + add trace-taint observe route (#411)
- docs(gateway): document non-streaming SSE as a whole-turn-adjudication limitation (#467) (fak gateway)

## contextq

- feat(contextq): add workflow-memory benchmark with fail-closed trust witnesses (#437)
- feat(contextq): model-scoped KV view with fail-closed materialization gate (#514, epic #437)
- feat(contextq): add admit-gated, witness-counted ContextPlaybook (ACE) (#538)
- feat(contextq): recall-image multi-view indexer over memory pages (#437) (fak contextq)

## general

- Merge origin/main into #236 MiniPIC citation (peer session pushed pre-amend SHA 850667e; tree identical) (fak docs)
- ci: gate the 6 ungated scorecard tests + skill-frontmatter lint (fak ci)
- Merge remote-tracking branch 'origin/main'
- docs: add a prerequisite-ordered learning path across all fak concepts (fak docs)
- docs: add INDEX hub, index orphaned docs, simplify AI-tell phrases (fak docs)

## sessionbench

- docs(sessionbench): turnkey runbook + named blocker for the live >100k wall-clock anchor (#524)
- feat(sessionbench): add -synthetic shapes + measured 5x200 7B sub-10min MacBook bench (fak sessionbench)

## xenginekv

- feat(xenginekv): cross-engine zero-copy KV co-residence RegionBackend (#448)

## ultra-long-context

- docs(ultra-long-context): add code-grounded status decomposition of epic #519 (fak docs)

## adjudicator

- fix(adjudicator): strip env/VAR= run-wrapper prefix so a synth-tool can't launder past the envelope (#543)
- feat(adjudicator): adjudicate live self-synthesized tools at the exec boundary (#543) (fak adjudicator)
- feat(adjudicator): refuse a broken write with MALFORMED via the opt-in LintWrites rung (#536) (fak adjudicator)
- feat(adjudicator): write-scoped codelint verdict, refuse a broken write with MALFORMED (#536) (fak adjudicator)
- fix(adjudicator): match arg-rule tool names case-insensitively and read camelCase filePath (fak adjudicator)

## examples

- docs(examples): add IFC trace-reset operator walkthrough (#335) (fak gateway)
- docs(examples): add policy hot-reload operator walkthrough (#336)
- fix(examples): retire demo robustness-debt 16->0 (bound waits, state runtime + determinism) (fak examples)

## ctxplan

- fix(ctxplan): reconcile witness ResidentTokens with rendered+refused, pin Span.Bytes Store contract (#548) (fak ctxplan)
- feat(ctxplan): add trajectory-derived forecast authoring (#556)
- feat(ctxplan): incremental index maintenance + store-level faithfulness witness
- feat(ctxplan): bound the per-turn planner compute with a candidate index (the Postgres access path)
- style(ctxplan): fix gofmt formatting to clear the blocking CI format gate (fak ctxplan)
- feat(ctxplan): price the forecast-miss fault tax and the O(N^2) planner compute (#544) (fak ctxplan)
- feat(ctxplan): add recall.Session -> ctxplan.Store adapter, the first real-store backing (#545) (fak recall)
- feat(ctxplan): add the demand-page handler for a mid-turn forecast MISS + live-loop seam (#546) (fak ctxplan)
- feat(ctxplan): add content-dedup + submodular coverage objective (closes #547) (fak ctxplan)
- feat(ctxplan): reconcile Materialize witness with rendered+refused, pin Span.Bytes cost contract (#548) (fak ctxplan)
- feat(ctxplan): add forecast learning + benefit-weight tuning from witnessed outcomes and a real-tokenizer CostModel, closes #549 (fak ctxplan)
- fix(ctxplan): harden the planner against dup-IDs, NaN signals, and the tombstone gate (fak ctxplan)
- feat(ctxplan): add a cost-based planner for the O(1) current turn (fak ctxplan)

## idea-scout

- docs(idea-scout): triage #554 relinking - fak immune (extractive compression + call-not-prompt floor), cite as prior art (fak tools)
- docs(idea-scout): triage #552 MCP privacy leakage - prior art + threat fak gates at runtime, static analyzer not adopted (fak tools)
- docs(idea-scout): triage #553 defensive-misdirection - cite as prior art, reject deceptive mechanism (fak tools)
- docs(idea-scout): add the daily idea-scout loop doc and llms.txt index (fak docs)

## ctxplanbench

- feat(ctxplanbench): add planned-view measurement over real session transcripts (#559)

## spec

- test(spec): add a multi-sink ProvisionalSink fan-out witness (fak spec)
- feat(spec): land single-pass verify EXECUTION - batched chain + tree masks (#533) (fak spec)
- feat(spec): wire CanShare into cachemeta + KVCache.Clone splice for cross-model prefill share (#534) (fak spec)
- fix(spec): make the bit-exact rollback witness sensitive and tighten the draft clamp (fak spec)
- feat(spec): wire the ProvisionalSink seam to bit-exact KV rollback (fak spec)

## wirescreen

- feat(wirescreen): add the local-model-on-the-wire semantic-screen spine (fak wirescreen)

## vdso

- feat(vdso): emit first-class cachemeta hits for tier-3 static serves (#425)
- feat(vdso): attribute tier-2 cache hits to consuming agent/turn (#425)

## cachemeta

- feat(cachemeta): refuse incomplete KV manifest binding before admission (#426)
- test(cachemeta): add fleet-replay proof the pool win generalizes + dedup stays honest (fak cachemeta)
- feat(cachemeta): add multi-tenant shared-pool reuse economics + trust gate (fak cachemeta)
- feat(cachemeta): add hardware-aware tiered KV-cache placement plane (fak cachemeta)
- feat(cachemeta): add measurable intent-cluster precision metric for the intent-key cache (#424) (fak cachemeta)
- fix(cachemeta): add the required AccessPolicy axis to the non-prefix audit manifest (fak cachemeta)
- feat(cachemeta): require provenance + access-control before KV import (#426)
- feat(cachemeta): bridge semantic views to KV/provider materialization safely (#432) (fak cachemeta)

## radixkv

- feat(radixkv): enforce the materialization binding at the KV reuse point (#432)
- feat(radixkv): add EvictPrefix for verdict-driven longest-prefix subtree eviction (fak radixkv)

## guard

- feat(guard): enable a default-on decision journal + fak audit verify (fak guard)
- feat(guard): add the OPENAI_API_BASE alias and recognize aider (fak guard)
- feat(guard): infer the upstream wire from the wrapped agent name (fak guard)
- feat(guard): implement subscription-by-default for Claude, drop the ToS warning (fak guard)

## ctxplandemo

- feat(ctxplandemo): demonstrate the candidate index bounding per-turn planner compute
- feat(ctxplandemo): add a selfcheck section for content-dedup + the coverage objective (fak ctxplandemo)
- feat(ctxplandemo): add the forecast/weight learning loop + real-tokenizer CostModel wiring (fak ctxplandemo)

## explainer

- docs(explainer): reconcile the two lenses and resolve the overloaded durable (#242) (fak docs)
- docs(explainer): correct stale recall test-function count (8->37), closes #247 (fak docs)
- docs(explainer): add the rank-scale definition at the first rank-5 use (#251) (fak docs)
- docs(explainer): define the rank scale where rank-5 is first used (#251) (fak docs)
- docs(explainer): add the missing Rung 1 to the optimization ladder (#254) (fak docs)

## rsi

- feat(rsi): drive refusal-log rule synthesis through the rsiloop keep-bit (#537) (fak rulesynth)
- test(rsi): cover the control-pane --check ratchet CLI exit-code wiring (#506)
- feat(rsi): fold the live adjudication log into a mineable near-miss corpus (#537) (fak rulesynth)
- feat(rsi): synthesize adjudicator rules from the refusal/near-miss log, replay+witness-gated (#537) (fak rulesynth)
- feat(rsi): govern evolving-memory stability with a replay-derived drift trajectory (#542)
- feat(rsi): fold every *-debt into one tracked scorecard control-pane (#509)

## llms

- docs(llms): sync llms-full.txt with the guard aider/OPENAI_API_BASE doc edit (fak docs)
- docs(llms): add the interoperability stance doc to the inlined llms-full.txt (fak docs)
- fix(llms): regenerate llms-full.txt from committed docs, not the dirty tree
- test(llms): make corpus count assertion non-brittle + verify llms-full from HEAD

## integrations

- docs(integrations): add the unopinionated interoperability stance + per-wire grade (fak docs)
- docs(integrations): add a reproducible OAuth proof runbook + current limits to the claude guide (fak gateway)
- docs(integrations): add the sourced 44-target compatibility matrix (fak docs)
- docs(integrations): add a fak-in-front recipe + policy for mem0/OpenMemory memory stores (fak docs)
- docs(integrations): add the OpenCode setup to the fak guard guide (fak docs)
- docs(integrations): document fak guard OAuth scope and the observability surface (fak docs)
- docs(integrations): front the one-command fak guard entry point (fak docs)

## glm

- docs(glm): record GLM-5.2's full DSA forward on the sm_80 pure kernel (fak docs)

## scrub

- docs(scrub): redact GPU server/datacenter GPU from 5 doc filenames + fix all inbound refs + llms-full (fak docs)
- docs(scrub): redact lab GPU hardware from the industry-scorecard source + regen (fak docs)
- docs(scrub): redact lab GPU hardware names from CLAIMS.md + INDEX.md (fak docs)
- docs(scrub): redact private lab GPU hardware names from doc prose (fak docs)

## dos

- fix(dos): add arbiter lanes for 9 unwired internal/ leaves (fak tools)
- fix(dos): declare spec/rulesynth lanes so their ship-stamps bind (#517) (fak tools)
- fix(dos): reconcile plans_glob/supervise drifts + wire stamp-coverage CI gate (#517) (fak ci)
- fix(dos): reconcile dos.toml lane trees with the repo-root layout (fak tools)

## ci

- build(ci): add the hardware-name lint to make ci / ci.ps1 / CI hygiene gates (fak tools)
- build(ci): add the gofmt + repo-hygiene gates to local make ci / ci.ps1 (fak tools)
- fix(ci): wait for the release page before uploading artifacts (fak ci)

## docs

- fix(docs): collapse the 8-GPU datacenter server-GPU server scrub doubling in the GLM52 notes (fak docs)
- fix(docs): point observability metric references at the families the gateway emits + add the scorecard snapshot (fak docs)
- fix(docs): match the codelint worked example to the real CLI output (fak docs)
- fix(docs): correct stale numbers, version, and witnesses in the claims ledger (fak docs)
- fix(docs): repoint published-site links at repo-root files to GitHub URLs (fak docs)

## fleet

- feat(fleet): add resume_relaunch_audit -- verify relaunch OUTCOME from transcripts (fak fleet)
- fix(fleet): adjudicate session failure off the error channel, not assistant prose (fak fleet)
- feat(fleet): add resume_sweep -- manifest-free cross-account crash discovery (fak fleet)
- feat(fleet): add reset_passed window verdict + register the headroom lane (fak fleet)

## dgxbridge

- chore(dgxbridge): drop the private lab control-bridge cluster from the public repo (fak dgxbridge)
- fix(dgxbridge): resolve GPU server discovery - env-driven channel + new !sessions format (fak dgxbridge)

## cdb

- style(cdb): fix gofmt formatting in the scaling-redundancy bench test (fak cdb)
- test(cdb): guard neutral-utility WorkingSet stays byte-identical to lexical-only (#540)
- feat(cdb): add empirical scaling + resident-redundancy over core images, closes #551 (fak cdb)
- feat(cdb): apply the outcome-utility phase-2 re-rank in WorkingSet (#540)

## agent

- style(agent): fix gofmt formatting in the ctxplan-seam test (fak agent)
- test(agent): add the structural prefix-probe over ChatML tool-call renders (fak agent)
- feat(agent): add a streaming planner seam for live OpenAI-wire token streaming (fak agent)
- feat(agent): reuse the cached KV prefix in the in-kernel planner with a poison-evict hook (fak agent)

## benchmark

- docs(benchmark): describe the industry-first modular scorecard in governance (fak tools)

## memq

- feat(memq): add the memory-operation algebra + pluggable storage tiers, compression seam, and CLI/MCP surface (fak memq)

## scorecard

- feat(scorecard): wire industry-parity + agent-readiness into the control-pane, add --check ratchet (fak tools)
- feat(scorecard): add the industry-first competitive scorecard + skill (fak tools)
- docs(scorecard): refresh the agent-readiness snapshot to 9/9 machine_consumable (fak docs)

## agents

- docs(agents): surface the repo-guard (OUT_OF_TREE_WRITE) in the hard rules (fak docs)

## resume

- fix(resume): break the re-home stampede + stop burning limit-walled resumes (fak resume)
- fix(resume): never auto-resume the live session running the watchdog (fak tools)

## kvmmu

- feat(kvmmu): add the planned-elision to bit-exact KV-eviction bridge so an O(1) view is an O(1) KV residency, closes #550 (fak kvmmu)
- feat(kvmmu): add gate-checked span-swap compaction (#522) (fak kvmmu)

## serving

- docs(serving): add the multi-tenant CXL memory-pool explainer (fleet reuse + trust gate)
- docs(serving): explain the hardware-aware tiered cache plane
- docs(serving): add the regenerable-KV design doc (fak docs)
- docs(serving): mark the ProvisionalSink rung #532 shipped in the poly-model plan (fak docs)
- docs(serving): link the poly-model plan to tracking epic #529 (#530-#535) (fak docs)

## cxlpooldemo

- feat(cxlpooldemo): add -profiles calibration to run fleet economics on measured fabric numbers (fak cxlpooldemo)
- feat(cxlpooldemo): add no-GPU multi-tenant CXL-pool fleet-reuse proof (fak cxlpooldemo)

## repo-hygiene

- chore(repo-hygiene): index the two orphan docs, retiring indexing-debt 5->3 (#506)
- chore(repo-hygiene): relocate 4 dated docs to docs/notes/, retiring placement debt (#507) (fak docs)
- chore(repo-hygiene): add a private-by-default guard for raw session-status .txt notes (fak repo-hygiene)
- feat(repo-hygiene): add alt_text KPI + a11y-debt headline (#510) (fak repo-hygiene)

## hwcachedemo

- feat(hwcachedemo): add no-GPU demote-not-evict tiering proof (fak hwcachedemo)

## canon

- perf(canon): skip secret-scan backtracking via a necessary-condition anchor pre-filter (fak canon)

## dispatch

- fix(dispatch): give the opencode .cmd worker a hidden console so it isn't DOA (fak tools)
- feat(dispatch): add a closed-per-hour throughput meter + fold it into the status card (fak tools)
- fix(dispatch): route the opencode/glm backend to its t2 pool by default (fak tools)
- fix(dispatch): a zero dos-target must not pin the worker cap to 0 (fak tools)
- fix(dispatch): hold spawns when the worker account is weekly-capped instead of spinning doomed workers (fak tools)
- docs(dispatch): record opencode single-shot backend decision (#419) (fak docs)
- feat(dispatch): lane-exclude + per-backend tracing so opus and glm partition cleanly (fak tools)
- feat(dispatch): add an opencode/glm-5.2 worker backend to the issue dispatcher (fak tools)

## fmt

- fix(fmt): correct gofmt drift in three test tables to clear the CI gofmt gate (fak fmt)
- fix(fmt): reformat turntaxdemo + dgxbridge with gofmt to clear the CI gofmt gate (fak fmt)

## cmd

- feat(cmd): add topobench, a CLI for the fleet-topology search (#541) (fak cmd)
- feat(cmd): front OpenAI-compatible agents in fak guard, /v1 base URL + OpenCode tool floor (fak cmd)
- feat(cmd): add fak guard --log and surface the observability surface in the banner (fak cmd)
- fix(cmd): harden fak guard - loopback warn, surface gateway failure, honest audit label (fak cmd)
- feat(cmd): add fak guard to run your real agent through the kernel (fak cmd)
- feat(cmd): add fak answer-shape and doctor verbs (fak cmd)
- feat(cmd): add fak model load + hf:// Hub loader for model files (fak cmd)

## turnbench

- feat(turnbench): render the fleet-topology Pareto frontier as CSV (#541) (fak turnbench)
- feat(turnbench): add idle-fraction param to the long-context work floor (#520) (fak turnbench)
- feat(turnbench): add archive-based diversity-preserving parent selection for the replay-as-fitness search (#539)
- chore(turnbench): bind the fleet-topology replay-as-fitness search to #541 (#541)
- feat(turnbench): add world-pluggable RunWithWorld replay seam (fak turnbench)
- chore(turnbench): fix gofmt in longcontext and the architest tier table (fak turnbench)
- feat(turnbench): add the ultra-long-context (>100k) work-floor proof (fak turnbench)
- feat(turnbench): add lever-flip causal attribution via a generic per-replay rung mask
- feat(turnbench): add a model-free policy-genome search scored by replay (fak turnbench)
- feat(turnbench): add an OPE confidence interval to the bounded@i divergence witness (fak turnbench)
- feat(turnbench): add the fleet counterfactual replay for $0-model floor coverage

## indexing

- fix(indexing): regenerate llms-full.txt from committed docs only (#511) (fak tools)
- feat(indexing): make INDEX/llms.txt sync a CI gate (#511) (fak tools)

## index

- docs(index): move the untracked scaling-laws note to Notes & research (#263) (fak docs)

## polymodelbench

- feat(polymodelbench): add measured-numbers bench harness for the poly-model lane (#535) (fak polymodelbench)
- feat(polymodelbench): add runnable host-many/decode-one/lossless-MTP witness (fak polymodelbench)

## ctxresidency

- feat(ctxresidency): add first-class context-residency query over the span ledger (#521) (fak ctxresidency)

## residency

- feat(residency): add multi-model weight residency reusing polymodel.Pool (#531) (fak residency)

## recall

- feat(recall): outcome-utility-weighted second-phase recall, witness-gated (#540)

## bench

- feat(bench): refresh M3 Pro CPU Q8 parity + uncontended radix on node-macos-a (fak benchmark)
- docs(bench): add generated hardware bench-plan doc (fak docs)

## claude

- docs(claude): add the subscription-OAuth path fak guard now supports (fak docs)

## tokendemo

- feat(tokendemo): add tool-call token-ledger demo with two clear-win examples (fak tokendemo)

## visuals

- docs(visuals): add a worked-examples reveal video and four example cards (fak docs)

## readme

- docs(readme): rebuild the front door for the v2 appeal stick - 54/F to 100/A (fak docs)

## appeal-skill

- docs(appeal-skill): align the appeal-score skill with the v2 scorecard doctrine (fak claude)

## appeal

- feat(appeal): recalibrate the doc-appeal scorecard to v2 so the front door re-discriminates (fak tools)

## showcase

- docs(showcase): add a fifth worked example - codelint, the write that fixes itself (fak docs)

## codelint

- docs(codelint): add a worked example and try-it to the explainer, list it in the doc map (fak docs)
- feat(codelint): add language-server packs to lint agent code at the kernel (fak codelint)

## web

- docs(web): extend the worked examples to the landing, showcase, and demos pages (fak docs)

## benchmarks

- docs(benchmarks): correct the 5x200 7B <10min framing - Metal forward measured, pure-fak CPU ~22-51 min (fak sessionbench)

## polymodel

- feat(polymodel): gate the lane behind FAK_POLYMODEL (off) until ready (fak polymodel)
- feat(polymodel): add CanShare cross-model prefill-share gate (fak polymodel)
- feat(polymodel): add AcceptTree token-tree speculation (next-gen MTP) (fak polymodel)
- feat(polymodel): add host-many-decode-one serving core with cache-led MTP accept (fak polymodel)

## gitgate

- style(gitgate): apply gofmt to the test table to restore the CI gofmt gate (fak gitgate)
- feat(gitgate): add a git-shape prefilter that refuses argv-decidable git hazards (fak gitgate)

## faq

- docs(faq): add 180 grounded how-it-works Q&A, a 10x FAQ expansion (fak docs)

## explainers

- docs(explainers): add worked examples for the clear-win concepts and turn removal (fak docs)

## glossary

- docs(glossary): add a preflight/inflight/prefill disambiguation glossary (fak docs)

## answershape

- chore(answershape): register the answershape lane in dos.toml (fak answershape)
- feat(answershape): harden the shape metric against formatting false-positives and long-period loops (fak answershape)
- feat(answershape): add the degeneration/verbosity-metric leaf to match its committed tier entry (fak answershape)

## scaling-laws

- docs(scaling-laws): add hot-cache-vs-legal-reuse worked examples (fak docs)

## claims

- docs(claims): add the five trajectory-replay depth-tier ship rows (fak turnbench)
- docs(claims): record the divergence-witness hardening and trace-sink ships (fak turnbench)

## hfhub

- fix(hfhub): add the architest tier declaration + download-safe HTTP timeouts (fak hfhub)

## enginecache

- feat(enginecache): add witnessed exact-span remote KV/index eviction (#414) (fak enginecache)

## demoui

- fix(demoui): await the spinner animator before the clear write to close a data race (fak demoui)

## kernel

- feat(kernel): add per-kernel adjudicator-chain injection for concurrent policy replay

## swebench

- fix(swebench): wire RunConfig.Planner + cmd/fak integrator to repair fleet build (fak swebench)
- docs(swebench): add the pure-kernel SWE-bench GPU-server runbook (fak docs)
- fix(swebench): implement the bash/command shell tool and matching coding policy (fak swebench)

## branding

- docs(branding): align install.sh + main.go taglines to "Fused Agent Kernel" (#373)

## contributing

- docs(contributing): present the CLA as a staged draft, DCO as the binding gate (#260) (fak docs)

## architest

- test(architest): add the tracesink integrator-tier declaration (fak architest)
- test(architest): add the dgxbridge foundation-tier declaration (fak architest)

## fak

- test(fak): guard demo default outputs stay gitignored (#311)

## tracesink

- feat(tracesink): add payload-bearing IFC-labeled trajectory sink that round-trips through policy-replay (fak journal)
