{
 "attribution": "AGmind Systems Lab (agmind.ai)",
 "id": "strix.gemma4.interactive2.c1.ttfa-default",
 "headline": "gemma-4-26B-A4B-it Q4_0 on Ryzen AI Max+ 395 (llama.cpp Vulkan) — time to first answer token in default mode: 10768 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/gemma-4-26B-A4B-it-GGUF @ bb4531cda34d (Q4_0), the measured time to first answer token in default mode was 10768 ms (median over answered requests). The measurement was taken under the frozen interactive-assistant-v2@2026-08-02 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": "10768",
 "unit": "ms",
 "metric": "time to first answer token in default mode",
 "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/gemma-4-26B-A4B-it-GGUF @ bb4531cda34d (Q4_0)",
 "units_measured": 1,
 "statement": "Median client-side time to the first token of the actual answer in the default operating mode (reasoning streams first).",
 "scope": "interactive-assistant-v2@2026-08-02",
 "aggregation": "median over answered requests",
 "limitations": "Three repeated runs on one unit. Default operating mode of the model (reasoning emitted); disabling reasoning via the chat template was not tested for this model family.",
 "evidence_level": "lab_repeated",
 "status": "active",
 "published": "2026-08-03",
 "last_changed": "2026-08-03",
 "run_ids": [
  "run-20260803-gm-v2-a",
  "run-20260803-gm-v2-a-r2",
  "run-20260803-gm-v2-a-r3"
 ],
 "runs": [
  "https://github.com/botAGI/agmind-lab/tree/main/runs/run-20260803-gm-v2-a",
  "https://github.com/botAGI/agmind-lab/tree/main/runs/run-20260803-gm-v2-a-r2",
  "https://github.com/botAGI/agmind-lab/tree/main/runs/run-20260803-gm-v2-a-r3"
 ],
 "derivation_sql": "https://github.com/botAGI/agmind-lab/blob/main/catalog/claims/sql/ttfa-thinking-1k.sql",
 "permalink": "https://agmind.ru/claims/strix.gemma4.interactive2.c1.ttfa-default/",
 "cited_on": [
  "https://agmind.ru/reports/answerless-http-200/",
  "https://agmind.ru/reports/model-quant-backend-strix-halo/",
  "https://agmind.ru/compare/gemma4-vs-qwen36-answerless/",
  "https://agmind.ru/measured/gemma-4-26b-a4b-it-q4-0-on-ryzen-ai-max-395/"
 ],
 "json": "https://agmind.ru/claims/strix.gemma4.interactive2.c1.ttfa-default.json",
 "markdown": "https://agmind.ru/claims/strix.gemma4.interactive2.c1.ttfa-default.md",
 "quote": "gemma-4-26B-A4B-it Q4_0 on Ryzen AI Max+ 395 (llama.cpp Vulkan): time to first answer token in default mode — 10768 ms (median over answered requests; 3 runs on 1 unit; evidence level lab_repeated; workload interactive-assistant-v2@2026-08-02).",
 "cite": "AGmind Systems Lab. gemma-4-26B-A4B-it Q4_0 on Ryzen AI Max+ 395 (llama.cpp Vulkan): time to first answer token in default mode — 10768 ms (median over answered requests; 3 runs on 1 unit; evidence level lab_repeated; workload interactive-assistant-v2@2026-08-02). Claim strix.gemma4.interactive2.c1.ttfa-default. https://agmind.ru/claims/strix.gemma4.interactive2.c1.ttfa-default/",
 "changes_feed": "https://agmind.ru/claims/changes.xml",
 "license": "https://creativecommons.org/licenses/by/4.0/",
 "corrections": "https://agmind.ru/errata/"
}