no-mistakes(review): Derive model fields recursively; fix historical latency and key claims

litellm-client-timeouts.prose.md

@@ -28,7 +28,7 @@ description: >
 | syslog-auto | 28.8s | 25.4s | 68 calls took 30-120s; tail to ~300s under load |
 | qwen3.6-27B-code | 23.0s | — | same backend class as syslog-auto |
 | strix-moe | 7.5s | — | Strix Halo, healthy |
-| gpu-vision | 2.6s | — | RTX 5070, healthy |
+| gemma-4-12b (retired 2026-09-12; RTX 5070 now `gpu-vision`) | 2.6s | — | RTX 5070, healthy |
 
 Sep 6 incident timeline: failures 04:00-07:00 EDT (0% GPU util = wedged
 backend), full recovery 07:00-08:00 with ZERO client failures once requests
@@ -53,8 +53,7 @@ proxy queuing.
 
 ### 2. Auxiliary tasks — keep template timeouts, one correction
 
-- vision: 60s (keep), web_extract: 30s (keep) — gpu-vision averages 2.6s;
-  these are fine.
+- vision: 60s (keep), web_extract: 30s (keep) — the 2.6s average was measured on `gemma-4-12b` (retired 2026-09-12); the live RTX 5070 alias is `gpu-vision`.
 - compression: 300s (keep — this was already raised from 60 per gpu-fleet).
 - **gpu-dense delegation/x_search: set timeout >= 120s.** The RTX 3090
   (qwen3.6-27B-code backend, 23.0s avg) is the same speed class as