Claim
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
33965ms
The measurement
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.
Statement
Median client-side time to the first token when the prompt carries a 32k-token English document. Evidence
- 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 artifact
- ggml-org/Qwen3.6-35B-A3B-GGUF @ baec3ebee244 (Q4_K_M)
- Scope
- long-context-v1@2026-08-03
- Aggregation
- median over valid 32k-band requests
- Evidence level
- lab_repeated
- Status
- active
- 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.
- Runs
Derivation
The value is re-derived from the raw run records by this query on every CI build — a published number cannot silently drift from its evidence.
Cite this claim
AGmind Systems Lab. "Median client-side time to the first token when the prompt carries a 32k-token English document." Claim strix.qwen36.longctx.c1.ttft-32k-en (33965 ms), evidence level lab_repeated, scope long-context-v1@2026-08-03. https://agmind.ai/claims/strix.qwen36.longctx.c1.ttft-32k-en/ @misc{agmind_strix_qwen36_longctx_c1_ttft_32k_en,
author = {{AGmind Systems Lab}},
title = {Median client-side time to the first token when the prompt carries a 32k-token English document.},
howpublished = {\url{https://agmind.ai/claims/strix.qwen36.longctx.c1.ttft-32k-en/}},
note = {Claim strix.qwen36.longctx.c1.ttft-32k-en: 33965 ms; evidence level lab\_repeated; scope long-context-v1@2026-08-03},
year = {2026}
} Machine-readable: /claims/strix.qwen36.longctx.c1.ttft-32k-en.json · full registry
Own comparable hardware? This claim can be reproduced: /reproduce/
Corrections to published results are logged publicly: errata
← All claims