Claim

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

active lab_unit_replicated strix.qwen36.interactive2.c1.ttft-any-token

212ms

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 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.

Statement

Median client-side time to the first streamed token of any kind, across all three operating settings on the human-task corpus.

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

interactive-assistant-v2@2026-08-02

Aggregation

median over all valid requests of three cells

Evidence level

lab_unit_replicated

Status

active

Limitations

Nine runs across three cells across two commercially identical units — repeated, not unit-replicated.

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.

catalog/claims/sql/ttft-any-token.sql

Cite this claim

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/

@misc{agmind_strix_qwen36_interactive2_c1_ttft_any_token,
  author       = {{AGmind Systems Lab}},
  title        = {Median client-side time to the first streamed token of any kind, across all three operating settings on the human-task corpus.},
  howpublished = {\url{https://agmind.ai/claims/strix.qwen36.interactive2.c1.ttft-any-token/}},
  note         = {Claim strix.qwen36.interactive2.c1.ttft-any-token: 212 ms; evidence level lab\_unit\_replicated; scope interactive-assistant-v2@2026-08-02},
  year         = {2026}
}

Machine-readable: /claims/strix.qwen36.interactive2.c1.ttft-any-token.json · full registry

Own comparable hardware? This claim can be reproduced: /reproduce/

Corrections to published results are logged publicly: errata

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