{
 "attribution": "AGmind Systems Lab (agmind.ai)",
 "id": "strix.qwen36.longctx.c1.ttft-32k-en",
 "headline": "Qwen3.6-35B-A3B Q4_K_M on Ryzen AI Max+ 395 (llama.cpp Vulkan) — time to first token at a 32k-token document: 33965 ms",
 "answer": "On a Beelink GTR9 Pro — AMD Ryzen AI Max+ 395, Radeon 8060S (gfx1151), 128 GB LPDDR5X-8000 unified running llama.cpp (server, Vulkan backend), b9049 (server_fingerprint b9049-2496f9c14) with ggml-org/Qwen3.6-35B-A3B-GGUF @ baec3ebee244 (Q4_K_M), the measured time to first token at a 32k-token document was 33965 ms (median over valid 32k-band requests). The measurement was taken under the frozen long-context-v1@2026-08-03 workload; evidence level lab_repeated, 3 valid runs across 1 physical unit. The value is re-derived from the raw run records on every CI build.",
 "value": "33965",
 "unit": "ms",
 "metric": "time to first token at a 32k-token document",
 "concurrency": 1,
 "system": "Beelink GTR9 Pro — AMD Ryzen AI Max+ 395, Radeon 8060S (gfx1151), 128 GB LPDDR5X-8000 unified",
 "runtime": "llama.cpp (server, Vulkan backend), b9049 (server_fingerprint b9049-2496f9c14)",
 "model": "ggml-org/Qwen3.6-35B-A3B-GGUF @ baec3ebee244 (Q4_K_M)",
 "units_measured": 1,
 "statement": "Median client-side time to the first token when the prompt carries a 32k-token English document.",
 "scope": "long-context-v1@2026-08-03",
 "aggregation": "median over valid 32k-band requests",
 "limitations": "Three repeated runs on one unit, reasoning disabled. Synthetic needle retrieval at a fixed ~50% depth — not comprehension; tested to 32k tokens, no claim beyond.",
 "evidence_level": "lab_repeated",
 "status": "active",
 "published": "2026-08-03",
 "last_changed": "2026-08-03",
 "run_ids": [
  "run-20260803-lc-nothink-a",
  "run-20260803-lc-nothink-a-r2",
  "run-20260803-lc-nothink-a-r3"
 ],
 "runs": [
  "https://github.com/botAGI/agmind-lab/tree/main/runs/run-20260803-lc-nothink-a",
  "https://github.com/botAGI/agmind-lab/tree/main/runs/run-20260803-lc-nothink-a-r2",
  "https://github.com/botAGI/agmind-lab/tree/main/runs/run-20260803-lc-nothink-a-r3"
 ],
 "derivation_sql": "https://github.com/botAGI/agmind-lab/blob/main/catalog/claims/sql/ttft-ctx32k-en.sql",
 "permalink": "https://agmind.ru/claims/strix.qwen36.longctx.c1.ttft-32k-en/",
 "cited_on": [
  "https://agmind.ru/reports/beelink-gtr9-pro-local-llm/",
  "https://agmind.ru/reports/local-llm-homelab-hardware/",
  "https://agmind.ru/reports/strix-halo-vs-dgx-spark/",
  "https://agmind.ru/reports/what-128gb-unified-memory-runs/",
  "https://agmind.ru/tested-configurations/strix-halo-qwen36-llamacpp-vulkan-longcontext/",
  "https://agmind.ru/compare/context-2k-vs-32k-qwen36-strix-halo/",
  "https://agmind.ru/measured/qwen3-6-35b-a3b-q4-k-m-on-ryzen-ai-max-395/"
 ],
 "json": "https://agmind.ru/claims/strix.qwen36.longctx.c1.ttft-32k-en.json",
 "markdown": "https://agmind.ru/claims/strix.qwen36.longctx.c1.ttft-32k-en.md",
 "quote": "Qwen3.6-35B-A3B Q4_K_M on Ryzen AI Max+ 395 (llama.cpp Vulkan): time to first token at a 32k-token document — 33965 ms (median over valid 32k-band requests; 3 runs on 1 unit; evidence level lab_repeated; workload long-context-v1@2026-08-03).",
 "cite": "AGmind Systems Lab. Qwen3.6-35B-A3B Q4_K_M on Ryzen AI Max+ 395 (llama.cpp Vulkan): time to first token at a 32k-token document — 33965 ms (median over valid 32k-band requests; 3 runs on 1 unit; evidence level lab_repeated; workload long-context-v1@2026-08-03). Claim strix.qwen36.longctx.c1.ttft-32k-en. https://agmind.ru/claims/strix.qwen36.longctx.c1.ttft-32k-en/",
 "changes_feed": "https://agmind.ru/claims/changes.xml",
 "license": "https://creativecommons.org/licenses/by/4.0/",
 "corrections": "https://agmind.ru/errata/"
}