# Qwen3.6-35B-A3B Q4_K_M on Ryzen AI Max+ 395 (llama.cpp Vulkan) — time to first answer token: 220 ms

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 answer token was 220 ms (median over valid requests). The measurement was taken under the frozen interactive-assistant-v1@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.

## Statement

> With the reasoning block disabled, the first answer token arrives a median of this many milliseconds after the request — the answer starts immediately instead of after the reasoning pass.

## Evidence

| Field | Value |
| --- | --- |
| Claim id | `strix.qwen36.interactive.c1.ttfa-nothink` |
| Value | 220 ms |
| Metric | time to first answer token |
| Aggregation | median over valid requests |
| 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) |
| Workload scope | interactive-assistant-v1@2026-08-02 |
| Evidence level | lab_repeated |
| Status | active |
| Runs | 3 across 1 unit(s) |
| Published | 2026-08-02 |
| Last changed | 2026-08-02 |

**Limitations.** Three repeated runs on one unit. Disabling reasoning is an operating setting; answer quality under it was gated only for format, language and repetition. Concurrency 1 only.

## Raw evidence

- Sealed run bundle `run-20260802-nothink-a`: https://github.com/botAGI/agmind-lab/tree/main/runs/run-20260802-nothink-a
- Sealed run bundle `run-20260802-nothink-a-r2`: https://github.com/botAGI/agmind-lab/tree/main/runs/run-20260802-nothink-a-r2
- Sealed run bundle `run-20260802-nothink-a-r3`: https://github.com/botAGI/agmind-lab/tree/main/runs/run-20260802-nothink-a-r3
- Derivation query: https://github.com/botAGI/agmind-lab/blob/main/catalog/claims/sql/ttfa-nothink.sql
- Machine-readable: https://agmind.ai/claims/strix.qwen36.interactive.c1.ttfa-nothink.json · full registry https://agmind.ai/claims.json

## Cited on

- https://agmind.ai/reports/ttft-thinking-model-strix-halo/
- https://agmind.ai/measured/qwen3-6-35b-a3b-q4-k-m-on-ryzen-ai-max-395/

## Cite this

AGmind Systems Lab. Qwen3.6-35B-A3B Q4_K_M on Ryzen AI Max+ 395 (llama.cpp Vulkan): time to first answer token — 220 ms (median over valid requests; 3 runs on 1 unit; evidence level lab_repeated; workload interactive-assistant-v1@2026-08-02). Claim strix.qwen36.interactive.c1.ttfa-nothink. https://agmind.ai/claims/strix.qwen36.interactive.c1.ttfa-nothink/

Registry changes feed: https://agmind.ai/claims/changes.xml · Corrections to published results: https://agmind.ai/errata/ · Data licensed CC BY 4.0.
Source page: https://agmind.ai/claims/strix.qwen36.interactive.c1.ttfa-nothink/