{
 "attribution": "AGmind Systems Lab (agmind.ai)",
 "id": "strix.qwen36.interactive2.c1.ttfa-nothink-spread",
 "headline": "Qwen3.6-35B-A3B Q4_K_M on Ryzen AI Max+ 395 (llama.cpp Vulkan) — run-to-run spread of the median time to first answer token: 11 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 run-to-run spread of the median time to first answer token was 11 ms (highest minus lowest per-run median over valid requests, across the listed runs). The measurement was taken under the frozen interactive-assistant-v2@2026-08-02 workload; evidence level lab_unit_replicated, 6 valid runs across 2 physical units. The value is re-derived from the raw run records on every CI build.",
 "value": "11",
 "unit": "ms",
 "metric": "run-to-run spread of the median time to first answer token",
 "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": 2,
 "statement": "Spread between the per-run medians of client-side time to the first answer token, reasoning block disabled, across the listed runs and units: the highest run median minus the lowest. A repeatability indicator for this cell, not a variance model.",
 "scope": "interactive-assistant-v2@2026-08-02",
 "aggregation": "highest minus lowest per-run median over valid requests, across the listed runs",
 "limitations": "Three repeated runs across two commercially identical units — six per-run medians in total, so the spread is a range over a small sample, not a confidence interval. Pools unit-to-unit and repeat-to-repeat differences into one number; it does not separate the two. Each run has 16 corpus items, so a single per-run median moves with one or two requests.",
 "evidence_level": "lab_unit_replicated",
 "status": "active",
 "published": "2026-09-02",
 "last_changed": "2026-09-02",
 "run_ids": [
  "run-20260802-v2-nothink-a",
  "run-20260802-v2-nothink-a-r2",
  "run-20260802-v2-nothink-a-r3",
  "run-20260803-v2-nothink-b",
  "run-20260803-v2-nothink-b-r2",
  "run-20260803-v2-nothink-b-r3"
 ],
 "runs": [
  "https://github.com/botAGI/agmind-lab/tree/main/runs/run-20260802-v2-nothink-a",
  "https://github.com/botAGI/agmind-lab/tree/main/runs/run-20260802-v2-nothink-a-r2",
  "https://github.com/botAGI/agmind-lab/tree/main/runs/run-20260802-v2-nothink-a-r3",
  "https://github.com/botAGI/agmind-lab/tree/main/runs/run-20260803-v2-nothink-b",
  "https://github.com/botAGI/agmind-lab/tree/main/runs/run-20260803-v2-nothink-b-r2",
  "https://github.com/botAGI/agmind-lab/tree/main/runs/run-20260803-v2-nothink-b-r3"
 ],
 "derivation_sql": "https://github.com/botAGI/agmind-lab/blob/main/catalog/claims/sql/ttfa-run-spread.sql",
 "permalink": "https://agmind.ai/claims/strix.qwen36.interactive2.c1.ttfa-nothink-spread/",
 "cited_on": [
  "https://agmind.ai/measured/qwen3-6-35b-a3b-q4-k-m-on-ryzen-ai-max-395/"
 ],
 "json": "https://agmind.ai/claims/strix.qwen36.interactive2.c1.ttfa-nothink-spread.json",
 "markdown": "https://agmind.ai/claims/strix.qwen36.interactive2.c1.ttfa-nothink-spread.md",
 "quote": "Qwen3.6-35B-A3B Q4_K_M on Ryzen AI Max+ 395 (llama.cpp Vulkan): run-to-run spread of the median time to first answer token — 11 ms (highest minus lowest per-run median over valid requests, across the listed runs; 6 runs on 2 units; evidence level lab_unit_replicated; workload interactive-assistant-v2@2026-08-02).",
 "cite": "AGmind Systems Lab. Qwen3.6-35B-A3B Q4_K_M on Ryzen AI Max+ 395 (llama.cpp Vulkan): run-to-run spread of the median time to first answer token — 11 ms (highest minus lowest per-run median over valid requests, across the listed runs; 6 runs on 2 units; evidence level lab_unit_replicated; workload interactive-assistant-v2@2026-08-02). Claim strix.qwen36.interactive2.c1.ttfa-nothink-spread. https://agmind.ai/claims/strix.qwen36.interactive2.c1.ttfa-nothink-spread/",
 "changes_feed": "https://agmind.ai/claims/changes.xml",
 "license": "https://creativecommons.org/licenses/by/4.0/",
 "corrections": "https://agmind.ai/errata/"
}