{
 "attribution": "AGmind Systems Lab (agmind.ai)",
 "id": "strix.qwen36.interactive2.c1.ttft-any-token",
 "headline": "Qwen3.6-35B-A3B Q4_K_M on Ryzen AI Max+ 395 (llama.cpp Vulkan) — time to the first token of any output: 212 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 the first token of any output was 212 ms (median over all valid requests of three cells). The measurement was taken under the frozen interactive-assistant-v2@2026-08-02 workload; evidence level lab_unit_replicated, 18 valid runs across 2 physical units. The value is re-derived from the raw run records on every CI build.",
 "value": "212",
 "unit": "ms",
 "metric": "time to the first token of any output",
 "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": "Median client-side time to the first streamed token of any kind, across all three operating settings on the human-task corpus.",
 "scope": "interactive-assistant-v2@2026-08-02",
 "aggregation": "median over all valid requests of three cells",
 "limitations": "Nine runs across three cells across two commercially identical units — repeated, not unit-replicated.",
 "evidence_level": "lab_unit_replicated",
 "status": "active",
 "run_ids": [
  "run-20260802-v2-nothink-a",
  "run-20260802-v2-nothink-a-r2",
  "run-20260802-v2-nothink-a-r3",
  "run-20260802-v2-budget4k-a",
  "run-20260802-v2-budget4k-a-r2",
  "run-20260802-v2-budget4k-a-r3",
  "run-20260802-v2-budget1k-a",
  "run-20260802-v2-budget1k-a-r2",
  "run-20260802-v2-budget1k-a-r3",
  "run-20260803-v2-nothink-b",
  "run-20260803-v2-nothink-b-r2",
  "run-20260803-v2-nothink-b-r3",
  "run-20260803-v2-budget1k-b",
  "run-20260803-v2-budget1k-b-r2",
  "run-20260803-v2-budget1k-b-r3",
  "run-20260803-v2-budget4k-b",
  "run-20260803-v2-budget4k-b-r2",
  "run-20260803-v2-budget4k-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-20260802-v2-budget4k-a",
  "https://github.com/botAGI/agmind-lab/tree/main/runs/run-20260802-v2-budget4k-a-r2",
  "https://github.com/botAGI/agmind-lab/tree/main/runs/run-20260802-v2-budget4k-a-r3",
  "https://github.com/botAGI/agmind-lab/tree/main/runs/run-20260802-v2-budget1k-a",
  "https://github.com/botAGI/agmind-lab/tree/main/runs/run-20260802-v2-budget1k-a-r2",
  "https://github.com/botAGI/agmind-lab/tree/main/runs/run-20260802-v2-budget1k-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",
  "https://github.com/botAGI/agmind-lab/tree/main/runs/run-20260803-v2-budget1k-b",
  "https://github.com/botAGI/agmind-lab/tree/main/runs/run-20260803-v2-budget1k-b-r2",
  "https://github.com/botAGI/agmind-lab/tree/main/runs/run-20260803-v2-budget1k-b-r3",
  "https://github.com/botAGI/agmind-lab/tree/main/runs/run-20260803-v2-budget4k-b",
  "https://github.com/botAGI/agmind-lab/tree/main/runs/run-20260803-v2-budget4k-b-r2",
  "https://github.com/botAGI/agmind-lab/tree/main/runs/run-20260803-v2-budget4k-b-r3"
 ],
 "derivation_sql": "https://github.com/botAGI/agmind-lab/blob/main/catalog/claims/sql/ttft-any-token.sql",
 "permalink": "https://agmind.ai/claims/strix.qwen36.interactive2.c1.ttft-any-token/",
 "json": "https://agmind.ai/claims/strix.qwen36.interactive2.c1.ttft-any-token.json",
 "markdown": "https://agmind.ai/claims/strix.qwen36.interactive2.c1.ttft-any-token.md",
 "cite": "AGmind Systems Lab. \"Median client-side time to the first streamed token of any kind, across all three operating settings on the human-task corpus.\" Claim strix.qwen36.interactive2.c1.ttft-any-token (212 ms), evidence level lab_unit_replicated, scope interactive-assistant-v2@2026-08-02. https://agmind.ai/claims/strix.qwen36.interactive2.c1.ttft-any-token/",
 "license": "https://creativecommons.org/licenses/by/4.0/",
 "corrections": "https://agmind.ai/errata/"
}