{
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      "issue": 432,
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      "issue": 448,
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      "issue": 589,
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      "title": "epic(brand): durable positioning — anchor fak on the agent-kernel / syscall spine",
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      "issue": 637,
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      "title": "epic(serving): throughput parity + trust/L3 over one shared spine — the worst-regret sequencing plan",
      "url": "https://github.com/anthony-chaudhary/fak/issues/637",
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      "title": "feat(benchmark): measure kernel-in-the-loop guard-hop overhead + prompt-cache preservation as a BENCHMARK-AUTHORITY row + gate",
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      "issue": 903,
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      "state": "CLOSED",
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      "issue": 1026,
      "state": "OPEN",
      "title": "epic(model-support): Ornith 1.0 first-class support — it's a Qwen3.5 family, so serve it, don't port it",
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      "issue": 1050,
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      "state": "CLOSED",
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      "relevance": "mention-reviewed",
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      "issue": 1055,
      "state": "CLOSED",
      "title": "scorecard(model): follow through on MLPerf v6.0 / DeepSeek-R1 671B — make fak's MoE position one coherent story across the rows",
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      "relevance": "mention-reviewed",
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      "state": "OPEN",
      "title": "epic(benchmarks): fak benchmark-entry portfolio - which competitive boards fak enters (ranked, with the per-lane honesty fence) + the SKIP list",
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      "issue": 1068,
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      "state": "CLOSED",
      "title": "bench(security): scope fak as an AILuminate (MLCommons) model+guardrail SUT - is content-harm adjacency worth the operator-gated run?",
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      "state": "OPEN",
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      "issue": 1258,
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      "title": "epic(syspromptmmu): fak owns its own base context — fak-first spine, harness items queried/paged/dynamically-modifiable (the authorship dual of #751)",
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      "issue": 1490,
      "state": "OPEN",
      "title": "epic(cache): turn the vCache gates ON by default + honest per-mechanism attribution",
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      "title": "feat(cache): push the vBlock/anchor abstraction across pure-fak, sglang, vllm, llama.cpp + the API surface",
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      "title": "cache-default[35]: external engines: Add a llama.cpp/llama-server session-cache observation adapter",
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      "relevance": "mention-reviewed",
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      "title": "cache-default[36]: external engines: Add adapter conformance tests for \"fronted\" vs \"cache-integrated.\"",
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      "issue": 3011,
      "state": "CLOSED",
      "title": "test(deepseek): add hosted and self-hosted V4 Pro conformance fixtures before live spend",
      "url": "https://github.com/anthony-chaudhary/fak/issues/3011",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 3012,
      "state": "CLOSED",
      "title": "docs(deepseek): publish V4 Pro runbook, route examples, and alias migration warning",
      "url": "https://github.com/anthony-chaudhary/fak/issues/3012",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "kernel-runtime-integration",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 3013,
      "state": "CLOSED",
      "title": "bench(selfhost): baseline DeepSeek V4 Pro through vLLM/SGLang before native MoE work",
      "url": "https://github.com/anthony-chaudhary/fak/issues/3013",
      "relevance": "direct-title-related",
      "candidate_ids": [
        "kernel-runtime-integration",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 3015,
      "state": "CLOSED",
      "title": "perf(deepseek): model V4 long-context memory/KV budgets before claiming 1M support",
      "url": "https://github.com/anthony-chaudhary/fak/issues/3015",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "kernel-runtime-integration",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 3016,
      "state": "CLOSED",
      "title": "kernel(attn): map DeepSeek V4 CSA/HCA sparse-attention kernels to fak seams",
      "url": "https://github.com/anthony-chaudhary/fak/issues/3016",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "chunked-prefill-continuous-batching",
        "prefill-decode-disaggregation",
        "kernel-runtime-integration"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 3018,
      "state": "CLOSED",
      "title": "kernel(moe): DeepSeek V4 Pro expert dispatch and fused MegaMoE prior-art baseline",
      "url": "https://github.com/anthony-chaudhary/fak/issues/3018",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "kernel-runtime-integration",
        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 3019,
      "state": "CLOSED",
      "title": "kernel(quant): support plan for DeepSeek V4 FP4 expert weights and FP4 indexer path",
      "url": "https://github.com/anthony-chaudhary/fak/issues/3019",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "scheduler-admission",
        "kernel-runtime-integration"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 3020,
      "state": "CLOSED",
      "title": "perf(deepseek): evaluate V4 MTP/speculative decoding route before native implementation",
      "url": "https://github.com/anthony-chaudhary/fak/issues/3020",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "speculative-decoding",
        "kernel-runtime-integration",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 3051,
      "state": "CLOSED",
      "title": "serve: gate GLM-5.2 readiness on a completed warmup inference, not port-bind (kills the ~500s first-turn tax)",
      "url": "https://github.com/anthony-chaudhary/fak/issues/3051",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "radix-prefix-reuse",
        "chunked-prefill-continuous-batching",
        "prefill-decode-disaggregation",
        "kernel-runtime-integration",
        "failure-reliability"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 3052,
      "state": "CLOSED",
      "title": "serve/infra: persist DeepGEMM/torch.compile/CUDA-graph caches across restarts (pay the GLM-5.2 cold tax once, not per boot)",
      "url": "https://github.com/anthony-chaudhary/fak/issues/3052",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "radix-prefix-reuse",
        "kernel-runtime-integration"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 3059,
      "state": "OPEN",
      "title": "livecodebench(serving): front GLM-5.2 on the 80GB DGX lab lane via fak gateway",
      "url": "https://github.com/anthony-chaudhary/fak/issues/3059",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "distributed-execution",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 3060,
      "state": "OPEN",
      "title": "run(livecodebench): GLM-5.2 on DGX — first graded pass@1 (raw + fak arms)",
      "url": "https://github.com/anthony-chaudhary/fak/issues/3060",
      "relevance": "search-noise",
      "candidate_ids": [
        "structured-generation",
        "distributed-execution",
        "compatibility-benchmark"
      ],
      "action": "excluded-search-noise"
    },
    {
      "issue": 3088,
      "state": "CLOSED",
      "title": "perf(attn): serve GLM-5.2 DSA as TRUE sparse attention, not full MLA — long-context decode/prefill delta [DGX 2 · Lane E · L7]",
      "url": "https://github.com/anthony-chaudhary/fak/issues/3088",
      "relevance": "search-noise",
      "candidate_ids": [
        "chunked-prefill-continuous-batching",
        "prefill-decode-disaggregation",
        "compatibility-benchmark"
      ],
      "action": "excluded-search-noise"
    },
    {
      "issue": 3142,
      "state": "CLOSED",
      "title": "research(superset): add LMCache row to the external-engine cache capability inventory (#1549 pattern) — the epic names it, the inventory can't point at it",
      "url": "https://github.com/anthony-chaudhary/fak/issues/3142",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "radix-prefix-reuse",
        "kernel-runtime-integration"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 3143,
      "state": "OPEN",
      "title": "research(superset): rank LMCache CacheBlend (non-prefix KV reuse) vs fak radixkv — the missing #2236 concept row",
      "url": "https://github.com/anthony-chaudhary/fak/issues/3143",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "radix-prefix-reuse"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 3145,
      "state": "OPEN",
      "title": "feat(engine): passive-observe adapter for LMCache lookup/KV-event surface behind the CacheCapability seam (#1551–#1553 pattern)",
      "url": "https://github.com/anthony-chaudhary/fak/issues/3145",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "radix-prefix-reuse",
        "observability"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 3174,
      "state": "CLOSED",
      "title": "feat(moe): expert-weight residency/streaming cache as memory-concept M11 (epic #2236)",
      "url": "https://github.com/anthony-chaudhary/fak/issues/3174",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "prefill-decode-disaggregation",
        "kernel-runtime-integration",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 3175,
      "state": "CLOSED",
      "title": "feat(engine): recurrent-state prefix reuse — SSM/GDN state checkpoint+handoff (M12, epic #2236)",
      "url": "https://github.com/anthony-chaudhary/fak/issues/3175",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "radix-prefix-reuse",
        "chunked-prefill-continuous-batching",
        "prefill-decode-disaggregation",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 3205,
      "state": "OPEN",
      "title": "feat(model): batch-size-invariance rung + determinism posture on fronted engines (borrow Thinking Machines batch_invariant_ops)",
      "url": "https://github.com/anthony-chaudhary/fak/issues/3205",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "prefill-decode-disaggregation",
        "speculative-decoding",
        "kernel-runtime-integration"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 3259,
      "state": "OPEN",
      "title": "epic(disaggregation): the claim-space is the universal compute-partition primitive — disaggregate every area through one admission kernel",
      "url": "https://github.com/anthony-chaudhary/fak/issues/3259",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "scheduler-admission",
        "radix-prefix-reuse",
        "chunked-prefill-continuous-batching",
        "prefill-decode-disaggregation",
        "kernel-runtime-integration",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 3309,
      "state": "CLOSED",
      "title": "research(superset): rank MinIO MemKV (flash-KV-over-RDMA memory tier) vs fak KV-transport ride seam - adopt/observe/SKIP (epic #2236)",
      "url": "https://github.com/anthony-chaudhary/fak/issues/3309",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "scheduler-admission",
        "radix-prefix-reuse",
        "prefill-decode-disaggregation"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 3311,
      "state": "OPEN",
      "title": "docs(serving): add MinIO MemKV competitor row to KV-transport-governance doc - closed-source flash-memory tier, observe/SKIP (epic #3199)",
      "url": "https://github.com/anthony-chaudhary/fak/issues/3311",
      "relevance": "mention-reviewed",
      "candidate_ids": [],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 3312,
      "state": "OPEN",
      "title": "feat(cachemeta): name the persistent flash-KV-over-RDMA memory-tier rung MemKV/Mooncake occupy - profile + govern-the-bridge (epic #50)",
      "url": "https://github.com/anthony-chaudhary/fak/issues/3312",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "scheduler-admission"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 3314,
      "state": "OPEN",
      "title": "research(cost): record MinIO MemKV 40-60% cost/token claim as an OBSERVED vendor datapoint + net-true comparand (epic #2671)",
      "url": "https://github.com/anthony-chaudhary/fak/issues/3314",
      "relevance": "mention-reviewed",
      "candidate_ids": [],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 3315,
      "state": "OPEN",
      "title": "brand(positioning): reference MinIO MemKV as validation-and-contrast in the disaggregated-KV-memory-tier positioning surfaces (epic #2169)",
      "url": "https://github.com/anthony-chaudhary/fak/issues/3315",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "scheduler-admission"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 3407,
      "state": "CLOSED",
      "title": "docs(enginecache): re-witness external-engine cache capability inventory against the landed observation adapters (epic #1490)",
      "url": "https://github.com/anthony-chaudhary/fak/issues/3407",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "structured-generation"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 3413,
      "state": "OPEN",
      "title": "feat(serving): co-residence handshake transport mapping a real engine KV region into the xenginekv arena (epic #53)",
      "url": "https://github.com/anthony-chaudhary/fak/issues/3413",
      "relevance": "mention-reviewed",
      "candidate_ids": [],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 3476,
      "state": "CLOSED",
      "title": "reliability(engine): HTTP adapters have no transport deadlines (Timeout:0 + no ResponseHeaderTimeout / SSE idle) (#3153)",
      "url": "https://github.com/anthony-chaudhary/fak/issues/3476",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "structured-generation",
        "kernel-runtime-integration",
        "failure-reliability"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 3489,
      "state": "OPEN",
      "title": "Engine adapters' nil-client fallback is Timeout:0 with no transport deadlines",
      "url": "https://github.com/anthony-chaudhary/fak/issues/3489",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "structured-generation",
        "kernel-runtime-integration"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 3889,
      "state": "CLOSED",
      "title": "feat(radixkv): namespace/holder-scoped prefix isolation — key nodes by (tokens, extra_key/session), not tokens-only (borrow sglang RadixKey + session_radix_cache)",
      "url": "https://github.com/anthony-chaudhary/fak/issues/3889",
      "relevance": "mapped-anchor",
      "candidate_ids": [
        "radix-prefix-reuse",
        "kernel-runtime-integration"
      ],
      "action": "reuse-existing"
    },
    {
      "issue": 3890,
      "state": "CLOSED",
      "title": "feat(radixkv): open the closed eviction-policy enum into a get_priority strategy seam + register scan-resistant SLRU (borrow sglang evict_policy registry)",
      "url": "https://github.com/anthony-chaudhary/fak/issues/3890",
      "relevance": "mapped-anchor",
      "candidate_ids": [
        "radix-prefix-reuse"
      ],
      "action": "reuse-existing"
    },
    {
      "issue": 3891,
      "state": "CLOSED",
      "title": "perf(radixkv): gallop + binary-search the edge run-compare in walk() instead of token-by-token (borrow sglang RadixKey.match)",
      "url": "https://github.com/anthony-chaudhary/fak/issues/3891",
      "relevance": "mapped-anchor",
      "candidate_ids": [
        "radix-prefix-reuse",
        "compatibility-benchmark"
      ],
      "action": "reuse-existing"
    },
    {
      "issue": 3952,
      "state": "CLOSED",
      "title": "perf(cache): single-pass budget→reuse sweep with infinite-cache ceiling + 99% knee to size --compact-history-budget from evidence",
      "url": "https://github.com/anthony-chaudhary/fak/issues/3952",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "radix-prefix-reuse"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4104,
      "state": "OPEN",
      "title": "feat(gateway): fleet tool-call history as a retrieval-draft corpus — the predictor SEAM 4 lacks",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4104",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "radix-prefix-reuse",
        "prefill-decode-disaggregation",
        "speculative-decoding"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4207,
      "state": "OPEN",
      "title": "epic(inference-radar-study): mine RunAnywhere's Inference Radar (Hy3 / MoE-serving roundup) for fak — witnessed borrows",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4207",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "radix-prefix-reuse",
        "chunked-prefill-continuous-batching",
        "prefill-decode-disaggregation",
        "speculative-decoding",
        "kernel-runtime-integration",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4232,
      "state": "CLOSED",
      "title": "guard complaint [over-broad] TRUST_VIOLATION tool=WebFetch — study-repo acquisition: WebFetch of public upstream source over-refused (TRUST_VIOLATION), forcing API-only grounding",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4232",
      "relevance": "mention-reviewed",
      "candidate_ids": [],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4367,
      "state": "OPEN",
      "title": "Run witnessed 24-hour four-resource GPU benchmark campaign",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4367",
      "relevance": "search-noise",
      "candidate_ids": [
        "scheduler-admission",
        "radix-prefix-reuse",
        "chunked-prefill-continuous-batching",
        "prefill-decode-disaggregation",
        "speculative-decoding",
        "structured-generation",
        "kernel-runtime-integration",
        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "excluded-search-noise"
    },
    {
      "issue": 4380,
      "state": "OPEN",
      "title": "bench(guard): K1/K2/A1 guard-value ablation matrix on an 8-GPU box",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4380",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "radix-prefix-reuse",
        "prefill-decode-disaggregation",
        "kernel-runtime-integration",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4509,
      "state": "CLOSED",
      "title": "epic(quality): build the missing middle validation ladder from decode parity to executive-report dogfood",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4509",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "scheduler-admission",
        "radix-prefix-reuse",
        "chunked-prefill-continuous-batching",
        "prefill-decode-disaggregation",
        "speculative-decoding",
        "structured-generation",
        "distributed-execution",
        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4534,
      "state": "CLOSED",
      "title": "test(quality): compare prefix-cache on/off output parity",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4534",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "radix-prefix-reuse",
        "distributed-execution",
        "kernel-runtime-integration",
        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4535,
      "state": "CLOSED",
      "title": "test(quality): validate KV eviction and recomputation quality parity",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4535",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "distributed-execution",
        "kernel-runtime-integration",
        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4536,
      "state": "CLOSED",
      "title": "test(quality): gate chunked versus monolithic prefill parity",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4536",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "chunked-prefill-continuous-batching",
        "prefill-decode-disaggregation",
        "structured-generation",
        "distributed-execution",
        "kernel-runtime-integration",
        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4537,
      "state": "CLOSED",
      "title": "test(quality): qualify every scheduler policy for output parity",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4537",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "scheduler-admission",
        "chunked-prefill-continuous-batching",
        "distributed-execution",
        "kernel-runtime-integration",
        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4538,
      "state": "CLOSED",
      "title": "test(quality): prove retry and mid-generation resume preserve semantics",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4538",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "structured-generation",
        "distributed-execution",
        "kernel-runtime-integration",
        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4539,
      "state": "CLOSED",
      "title": "test(quality): validate speculative decoding against target-only decode",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4539",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "prefill-decode-disaggregation",
        "speculative-decoding",
        "distributed-execution",
        "kernel-runtime-integration",
        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4540,
      "state": "CLOSED",
      "title": "test(quality): set quantization-specific quality budgets",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4540",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "distributed-execution",
        "kernel-runtime-integration",
        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4541,
      "state": "CLOSED",
      "title": "test(quality): qualify FP32, BF16, and FP16 execution quality deltas",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4541",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "distributed-execution",
        "kernel-runtime-integration",
        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4542,
      "state": "CLOSED",
      "title": "test(quality): gate tensor-parallel degree output parity",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4542",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "distributed-execution",
        "kernel-runtime-integration",
        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4543,
      "state": "CLOSED",
      "title": "test(quality): gate pipeline-parallel output parity and resumes",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4543",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "chunked-prefill-continuous-batching",
        "distributed-execution",
        "kernel-runtime-integration",
        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4544,
      "state": "CLOSED",
      "title": "test(quality): maintain CPU, CUDA, ROCm, Metal, and Vulkan quality matrices",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4544",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "distributed-execution",
        "kernel-runtime-integration",
        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4545,
      "state": "CLOSED",
      "title": "test(quality): verify model load and conversion preserve generation quality",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4545",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "structured-generation",
        "distributed-execution",
        "kernel-runtime-integration",
        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4546,
      "state": "CLOSED",
      "title": "test(quality): detect quality cliffs across context length and position scaling",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4546",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "distributed-execution",
        "kernel-runtime-integration",
        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4547,
      "state": "CLOSED",
      "title": "test(quality): qualify OpenAI-compatible request and response semantics",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4547",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "distributed-execution",
        "kernel-runtime-integration",
        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4548,
      "state": "CLOSED",
      "title": "test(quality): validate constrained and structured-output semantic quality",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4548",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "structured-generation",
        "distributed-execution",
        "kernel-runtime-integration",
        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4549,
      "state": "CLOSED",
      "title": "test(quality): validate multi-turn state and report consistency",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4549",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "radix-prefix-reuse",
        "distributed-execution",
        "kernel-runtime-integration",
        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4574,
      "state": "CLOSED",
      "title": "feat(quality): split PR, nightly, and release quality suites by evidence cost",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4574",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "kernel-runtime-integration",
        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4575,
      "state": "CLOSED",
      "title": "feat(quality): select quality cases from changed engine surfaces",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4575",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "kernel-runtime-integration",
        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4576,
      "state": "CLOSED",
      "title": "feat(quality): govern golden and statistical baseline promotion",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4576",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "kernel-runtime-integration",
        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4577,
      "state": "CLOSED",
      "title": "ci(quality): run a nightly model-backend-engine quality matrix",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4577",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "kernel-runtime-integration",
        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4578,
      "state": "CLOSED",
      "title": "ci(quality): require witnessed quality qualification before release",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4578",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "kernel-runtime-integration",
        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4579,
      "state": "CLOSED",
      "title": "feat(quality): evaluate candidate engines on scrubbed shadow requests",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4579",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "kernel-runtime-integration",
        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4580,
      "state": "CLOSED",
      "title": "feat(quality): add quality-aware canary promotion and rollback",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4580",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "kernel-runtime-integration",
        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4581,
      "state": "CLOSED",
      "title": "feat(quality): monitor input and output quality drift by cohort",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4581",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "structured-generation",
        "kernel-runtime-integration",
        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4582,
      "state": "CLOSED",
      "title": "feat(quality): define quality SLOs and error budgets for serving",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4582",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "kernel-runtime-integration",
        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4583,
      "state": "CLOSED",
      "title": "feat(quality): automate commit and configuration bisect for replayable regressions",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4583",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "kernel-runtime-integration",
        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4584,
      "state": "CLOSED",
      "title": "feat(quality): auto-file deduplicated quality regressions with replay evidence",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4584",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "kernel-runtime-integration",
        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4585,
      "state": "CLOSED",
      "title": "feat(quality): publish a quality ladder dashboard from primitives to dogfood",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4585",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "kernel-runtime-integration",
        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4586,
      "state": "CLOSED",
      "title": "feat(quality): measure validation cost and marginal defect yield",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4586",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "kernel-runtime-integration",
        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4587,
      "state": "CLOSED",
      "title": "docs(quality): write the output-quality regression incident runbook",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4587",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "kernel-runtime-integration",
        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4781,
      "state": "CLOSED",
      "title": "bench(deepseek): capture pure-fak V4 Pro witness on DGX3",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4781",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "kernel-runtime-integration",
        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4784,
      "state": "OPEN",
      "title": "perf(glm52): execute routed k-quant experts across all GPUs in pure fak",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4784",
      "relevance": "search-noise",
      "candidate_ids": [
        "prefill-decode-disaggregation",
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        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "excluded-search-noise"
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      "issue": 4788,
      "state": "CLOSED",
      "title": "infra(deepseek): provision immutable V4 Pro model artifact for DGX validation",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4788",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "scheduler-admission",
        "speculative-decoding",
        "kernel-runtime-integration",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4802,
      "state": "CLOSED",
      "title": "fix(cuda): make GLM-5.2 EP device all-reduce survive first routed layer",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4802",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "failure-reliability"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4804,
      "state": "CLOSED",
      "title": "feat(serve): fan one GLM-5.2 EP request through every rank collective",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4804",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "chunked-prefill-continuous-batching",
        "prefill-decode-disaggregation"
      ],
      "action": "context-only-no-new-ticket"
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    {
      "issue": 4807,
      "state": "CLOSED",
      "title": "feat(deepseek): stream V4 Pro experts through the pure fak serve path",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4807",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "scheduler-admission",
        "prefill-decode-disaggregation",
        "observability",
        "kernel-runtime-integration",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4821,
      "state": "CLOSED",
      "title": "fix(dgx): align NCCL runtime with CUDA 12.8 for multi-process collectives",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4821",
      "relevance": "search-noise",
      "candidate_ids": [
        "kernel-runtime-integration",
        "failure-reliability"
      ],
      "action": "excluded-search-noise"
    },
    {
      "issue": 4830,
      "state": "CLOSED",
      "title": "fix(gateway): inherit request deadline for slow GLM-5.2 EP fanout",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4830",
      "relevance": "search-noise",
      "candidate_ids": [
        "chunked-prefill-continuous-batching",
        "prefill-decode-disaggregation",
        "structured-generation",
        "distributed-execution",
        "failure-reliability"
      ],
      "action": "excluded-search-noise"
    },
    {
      "issue": 4835,
      "state": "CLOSED",
      "title": "perf(glm52): replace duplicate HTTP rank inference with coordinated EP execution",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4835",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "prefill-decode-disaggregation",
        "distributed-execution",
        "failure-reliability",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4855,
      "state": "CLOSED",
      "title": "fix(glm52): prevent EP streaming stall and rank-0 residency collapse",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4855",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "failure-reliability"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 4952,
      "state": "CLOSED",
      "title": "fix(glm52): apply rank-local EP capacity plan before device-load refusal",
      "url": "https://github.com/anthony-chaudhary/fak/issues/4952",
      "relevance": "search-noise",
      "candidate_ids": [
        "scheduler-admission",
        "structured-generation",
        "distributed-execution",
        "failure-reliability"
      ],
      "action": "excluded-search-noise"
    },
    {
      "issue": 5241,
      "state": "CLOSED",
      "title": "feat(serve): inference-hardware serve-readiness doctor — CPU ISA tier / VRAM-for-model / NUMA capability report (ktransformers kt-doctor borrow, sibling #3900)",
      "url": "https://github.com/anthony-chaudhary/fak/issues/5241",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "structured-generation",
        "kernel-runtime-integration",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 5256,
      "state": "OPEN",
      "title": "epic(tensorrt-llm-study): mine NVIDIA TensorRT-LLM for fak — witnessed borrows (adaptive spec gate, no-evict admission, per-request KV retention, block-hash cache events)",
      "url": "https://github.com/anthony-chaudhary/fak/issues/5256",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "scheduler-admission",
        "radix-prefix-reuse",
        "chunked-prefill-continuous-batching",
        "prefill-decode-disaggregation",
        "speculative-decoding",
        "kernel-runtime-integration",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
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    {
      "issue": 5266,
      "state": "CLOSED",
      "title": "feat(admission): set the admission TokenBudget from a measured warmup capacity probe, not a static default (TGI borrow)",
      "url": "https://github.com/anthony-chaudhary/fak/issues/5266",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "scheduler-admission",
        "chunked-prefill-continuous-batching",
        "prefill-decode-disaggregation",
        "structured-generation",
        "kernel-runtime-integration"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 5270,
      "state": "OPEN",
      "title": "feat(gateway): fail-closed front-door validation of the structured-output contract (422 before upstream) (TGI borrow)",
      "url": "https://github.com/anthony-chaudhary/fak/issues/5270",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "scheduler-admission",
        "radix-prefix-reuse",
        "prefill-decode-disaggregation",
        "speculative-decoding",
        "structured-generation",
        "failure-reliability"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 5279,
      "state": "CLOSED",
      "title": "feat(moe): length-gated prefill compute-placement — switch expert GEMMs between host-hybrid and device-layerwise by prefill token count (ktransformers-borrow, child #3900)",
      "url": "https://github.com/anthony-chaudhary/fak/issues/5279",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "chunked-prefill-continuous-batching",
        "prefill-decode-disaggregation",
        "kernel-runtime-integration",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 5286,
      "state": "OPEN",
      "title": "feat(agent): witnessed think-token budget — count reasoning tokens and force </think> exit at a cap (sglang-study)",
      "url": "https://github.com/anthony-chaudhary/fak/issues/5286",
      "relevance": "direct-title-related",
      "candidate_ids": [
        "radix-prefix-reuse",
        "prefill-decode-disaggregation",
        "kernel-runtime-integration"
      ],
      "action": "context-only-no-new-ticket"
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      "issue": 5287,
      "state": "CLOSED",
      "title": "feat(resume): soft watchdog — capture a diagnostic state dump on an alive-but-stalled session before nudge/revive (sglang-study)",
      "url": "https://github.com/anthony-chaudhary/fak/issues/5287",
      "relevance": "direct-title-related",
      "candidate_ids": [
        "scheduler-admission",
        "failure-reliability"
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      "action": "context-only-no-new-ticket"
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      "issue": 5288,
      "state": "CLOSED",
      "title": "feat(serving): prefix-delta KV handoff — destination advertises its held prefix, sender ships only the suffix (sglang-study)",
      "url": "https://github.com/anthony-chaudhary/fak/issues/5288",
      "relevance": "direct-title-related",
      "candidate_ids": [
        "radix-prefix-reuse",
        "chunked-prefill-continuous-batching",
        "prefill-decode-disaggregation",
        "distributed-execution"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 5632,
      "state": "OPEN",
      "title": "epic(gateway): the gateway is the fleet's front door — bind the model catalog, the worker roster, and the control spine to the live wire",
      "url": "https://github.com/anthony-chaudhary/fak/issues/5632",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "prefill-decode-disaggregation",
        "kernel-runtime-integration"
      ],
      "action": "context-only-no-new-ticket"
    },
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      "issue": 5797,
      "state": "OPEN",
      "title": "fix(gateway): parallel tool_results are re-emitted as N stacked user turns, structurally suppressing batching",
      "url": "https://github.com/anthony-chaudhary/fak/issues/5797",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "radix-prefix-reuse",
        "chunked-prefill-continuous-batching",
        "prefill-decode-disaggregation",
        "kernel-runtime-integration"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 6082,
      "state": "OPEN",
      "title": "bench(radixkv): compare native prefix reuse with SGLang and fak + llm-d",
      "url": "https://github.com/anthony-chaudhary/fak/issues/6082",
      "relevance": "direct-title-related",
      "candidate_ids": [
        "radix-prefix-reuse",
        "prefill-decode-disaggregation",
        "kernel-runtime-integration",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
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      "issue": 6114,
      "state": "CLOSED",
      "title": "bench(enginecache): run vLLM, SGLang, and LMCache invalidation arms",
      "url": "https://github.com/anthony-chaudhary/fak/issues/6114",
      "relevance": "direct-title-related",
      "candidate_ids": [
        "compatibility-benchmark"
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      "action": "context-only-no-new-ticket"
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      "issue": 6131,
      "state": "OPEN",
      "title": "bench(kvbudget): reconcile KV model with vLLM, SGLang, and GenAI-Perf",
      "url": "https://github.com/anthony-chaudhary/fak/issues/6131",
      "relevance": "direct-title-related",
      "candidate_ids": [
        "compatibility-benchmark"
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      "action": "context-only-no-new-ticket"
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      "issue": 6135,
      "state": "OPEN",
      "title": "bench(deadlineadmit): run scheduler and integration alternative arms",
      "url": "https://github.com/anthony-chaudhary/fak/issues/6135",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "scheduler-admission",
        "kernel-runtime-integration",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
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    {
      "issue": 6152,
      "state": "OPEN",
      "title": "Benchmark warm-cache budget scheduling against engine alternatives",
      "url": "https://github.com/anthony-chaudhary/fak/issues/6152",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "scheduler-admission",
        "radix-prefix-reuse",
        "kernel-runtime-integration",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
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      "issue": 6159,
      "state": "OPEN",
      "title": "Benchmark concentration-weighted cache allocation against alternatives",
      "url": "https://github.com/anthony-chaudhary/fak/issues/6159",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "kernel-runtime-integration",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 6162,
      "state": "OPEN",
      "title": "Benchmark dedicated cache warming against provider and engine alternatives",
      "url": "https://github.com/anthony-chaudhary/fak/issues/6162",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "radix-prefix-reuse",
        "kernel-runtime-integration",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 6259,
      "state": "CLOSED",
      "title": "research(model): evaluate attention-preserving KV vector quantization",
      "url": "https://github.com/anthony-chaudhary/fak/issues/6259",
      "relevance": "search-noise",
      "candidate_ids": [
        "kernel-runtime-integration"
      ],
      "action": "excluded-search-noise"
    },
    {
      "issue": 6374,
      "state": "OPEN",
      "title": "fix(glm52): return a coherent response after EP-8 LOAD_READY",
      "url": "https://github.com/anthony-chaudhary/fak/issues/6374",
      "relevance": "mention-reviewed",
      "candidate_ids": [
        "prefill-decode-disaggregation",
        "failure-reliability"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 6471,
      "state": "OPEN",
      "title": "docs: capture TensorRT-LLM behind fak compatibility witness",
      "url": "https://github.com/anthony-chaudhary/fak/issues/6471",
      "relevance": "mention-reviewed",
      "candidate_ids": [
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      "title": "docs: capture SGLang behind fak compatibility witness",
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      "issue": 6474,
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      "issue": 6475,
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      "relevance": "direct-title-related",
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      "issue": 6851,
      "state": "OPEN",
      "title": "bench(cache): witness pure-fak host L2 restore on exact Qwen3.6-27B-FP8 on GPU server",
      "url": "https://github.com/anthony-chaudhary/fak/issues/6851",
      "relevance": "mention-reviewed",
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      "issue": 6852,
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      "relevance": "mention-reviewed",
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    {
      "issue": 6869,
      "state": "OPEN",
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      "issue": 6870,
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    {
      "issue": 7346,
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      "issue": 8129,
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      "issue": 8130,
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    {
      "issue": 8258,
      "state": "CLOSED",
      "title": "feat(polymodel): expose per-position speculative acceptance profiles for suffix-decay decisions",
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        "kernel-runtime-integration",
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      "action": "context-only-no-new-ticket"
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      "issue": 8382,
      "state": "OPEN",
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      "issue": 8384,
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      "action": "context-only-no-new-ticket"
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    {
      "issue": 8391,
      "state": "CLOSED",
      "title": "feat(qwen38): enforce provenance for directly copied inference kernels",
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    {
      "issue": 8395,
      "state": "OPEN",
      "title": "perf(qwen38): close the serving baseline with paged KV, prefix reuse, chunked prefill, and batching",
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      "issue": 8593,
      "state": "OPEN",
      "title": "epic(plugin): \"everything is a plugin\" — plugin-shape the four remaining seams: model adapter, agent loop, session store, runtime tool admit",
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      "relevance": "mention-reviewed",
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      "issue": 8650,
      "state": "OPEN",
      "title": "bench(ultracode): test scoped-prefix savings across radix-cache runtimes",
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      "relevance": "mention-reviewed",
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      "issue": 8752,
      "state": "CLOSED",
      "title": "feat(nativeperf): expose per-lever ablations and deterministic next experiment",
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      "relevance": "mention-reviewed",
      "candidate_ids": [
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      "issue": 9000,
      "state": "CLOSED",
      "title": "study: refresh exhaustive inventory for sgl-project/mini-sglang",
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      "relevance": "direct-title-related",
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        "kernel-runtime-integration"
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      "action": "context-only-no-new-ticket"
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    {
      "issue": 9123,
      "state": "CLOSED",
      "title": "feat(qwen4exp): build native four-layer correctness oracle",
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      "relevance": "mention-reviewed",
      "candidate_ids": [
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        "kernel-runtime-integration"
      ],
      "action": "context-only-no-new-ticket"
    },
    {
      "issue": 9204,
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      "title": "epic(model): QWEN38-FLASH-NEXT fak-native support",
      "url": "https://github.com/anthony-chaudhary/fak/issues/9204",
      "relevance": "mention-reviewed",
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        "kernel-runtime-integration",
        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
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      "issue": 9206,
      "state": "OPEN",
      "title": "test(qwen4exp): lock upstream FP8 PLE and tool-parser regressions",
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      "relevance": "mention-reviewed",
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        "kernel-runtime-integration"
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      "issue": 9209,
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      "title": "perf(qwen4exp): ship exact CUDA kernels and residency plan",
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      "relevance": "mention-reviewed",
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      "issue": 9211,
      "state": "CLOSED",
      "title": "feat(qwen4exp): make PLE and sparse-index placement explicit",
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      "relevance": "mention-reviewed",
      "candidate_ids": [
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      "issue": 9212,
      "state": "OPEN",
      "title": "bench(qwen4exp): publish matched CUDA Metal and runtime frontier",
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      "candidate_ids": [
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      "issue": 9214,
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      "relevance": "mention-reviewed",
      "candidate_ids": [
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    {
      "issue": 9268,
      "state": "CLOSED",
      "title": "research(vllm): exhaustively index upstream work and prioritize FAK tickets",
      "url": "https://github.com/anthony-chaudhary/fak/issues/9268",
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      "issue": 9269,
      "state": "CLOSED",
      "title": "research(infra): index frontier-lab, hyperscaler, datacenter, and workload expectations",
      "url": "https://github.com/anthony-chaudhary/fak/issues/9269",
      "relevance": "search-noise",
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      "issue": 9275,
      "state": "CLOSED",
      "title": "research(runtime): declare and index the related-system adjacency set",
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      "relevance": "mention-reviewed",
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      "issue": 9289,
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      "title": "research(sglang): exhaustively index upstream and prioritize FAK tickets",
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      ],
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      "issue": 9371,
      "state": "CLOSED",
      "title": "research(infra): add speculative acceptance telemetry",
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        "compatibility-benchmark"
      ],
      "action": "context-only-no-new-ticket"
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    {
      "issue": 9372,
      "state": "CLOSED",
      "title": "fix(studyforge): pin revision at the declared cutoff",
      "url": "https://github.com/anthony-chaudhary/fak/issues/9372",
      "relevance": "mention-reviewed",
      "candidate_ids": [],
      "action": "context-only-no-new-ticket"
    }
  ]
}