diff --git a/README.md b/README.md
index c3860c2..c850817 100644
--- a/README.md
+++ b/README.md
@@ -88,7 +88,7 @@ prose run memory-audit-maintenance memory_threshold=90 verify_configs=true
 prose run hermes-config-template agent_name=syslog-devops default_model=claude-sonnet-4
 
 # Configure an agent with a different auxiliary model
-prose run hermes-config-template agent_name=syslog-code default_model=qwen3.6-27B-code auxiliary_model=gpu-vision
+prose run hermes-config-template agent_name=syslog-code default_model=gpu-dense auxiliary_model=gpu-vision
 ```
 
 ### Option B: Manual Execution
diff --git a/gpu-fleet.prose.md b/gpu-fleet.prose.md
index 490649d..83c97c1 100644
--- a/gpu-fleet.prose.md
+++ b/gpu-fleet.prose.md
@@ -11,7 +11,7 @@ description: >
   Strix Halo: strix-moe → unsloth/Qwen3.6-35B-A3B-MTP (UD-Q4_K_M, 22GB).
   RTX 5070: gpu-vision — IQ4_NL + MTP draft (~122 tok/s, 2x faster).
   UPDATED 2026-07-17: Context reduced fleet-wide from 256K to 128K for stability.
-  Strix Halo model swapped to qwen3.6-35B-udq4 (22GB, strix-moe alias).
+  Strix Halo model: Carnice-Qwen3.6-MoE-35B-A3B-Q4_K_M.gguf (alias strix-moe, 256K context).
   Instability observed near 100K at 256K (now all GPUs at 128K). 128K is the stable ceiling.
   For larger context needs → fall back to external providers (deepseek).
   VRAM headroom improved: RTX 3090 ~70%, RTX 5070 ~65%.
diff --git a/infrastructure-control.prose.md b/infrastructure-control.prose.md
index 5c40667..9734a1c 100644
--- a/infrastructure-control.prose.md
+++ b/infrastructure-control.prose.md
@@ -223,7 +223,7 @@ description: >
 **Prometheus targets**:
 - 192.168.68.8:9400 (RTX 3090 — qwen)
 - 192.168.68.110:9400 (RTX 5070 — gpu-vision)
-- 192.168.68.15:9400 (Strix Halo — qwen3.6-35B-udq4)
+- 192.168.68.15:9400 (Strix Halo — strix-moe)
 - harness-litellm:4000 (LiteLLM health)
 
 ### Ecosystem C: Netbird (72.61.0.17 — Hostinger srv1079750.hstgr.cloud)
diff --git a/litellm-health.prose.md b/litellm-health.prose.md
index 2061843..386e718 100644
--- a/litellm-health.prose.md
+++ b/litellm-health.prose.md
@@ -144,12 +144,16 @@ contracts — read them there. Do not re-add retired names (`gemma-4-12b`, `gpu-
 7. **Check model inference via LiteLLM** — Test one model on each GPU host. The health
    check runs on the **backend edge**, not the public edge, so these paths carry the
    `/litellm/` prefix:
-   - POST http://{{backend_host}}/litellm/v1/chat/completions model=gpu-vision → expect 200 (RTX 5070, .110)
+   - POST http://{{backend_host}}/litellm/v1/chat/completions model=gpu-dense → expect 200 (RTX 3090, .8)
    - POST http://{{backend_host}}/litellm/v1/chat/completions model=gpu-vision → expect 200 (RTX 5070, .110)
    - POST http://{{backend_host}}/litellm/v1/chat/completions model=strix-moe → expect 200 (Strix Halo, .15)
    - Auth uses the dedicated `monitor` agent key, read on CT 116 from
      `/etc/litellm-monitor.env` (root-only 0600). Do NOT use the master key for inference —
      the master key is for admin endpoints only (`/key/list`, `/key/generate`, `/key/info`).
+   - NOTE: the monitor key is scoped for gpu-vision, strix-moe, syslog-auto but NOT gpu-dense.
+     The gpu-dense probe above requires a key with gpu-dense access; if unavailable, the probe
+     should be run with a different key or the contract should note the gap rather than silently
+     dropping host coverage.
    - `gemma-4-12b` was retired and returns 400 `Invalid model name` — do not re-add it to
      this list. The RTX 5070 host now serves `gpu-vision`.
    - `/v1/models` is **key-scoped**: a model is only visible to keys allowed to use it, so
diff --git a/proxmox-monitor.prose.md b/proxmox-monitor.prose.md
index 39e81d6..a7904e1 100644
--- a/proxmox-monitor.prose.md
+++ b/proxmox-monitor.prose.md
@@ -87,7 +87,7 @@ agent: abiba
 | storepve | 192.168.68.6 | PVE |
 | acerpve | 192.168.68.9 | PVE (hosts llm-gpu qemu/101) |
 | minipve | 192.168.68.12 | PVE |
-| amdpve | 192.168.68.15 | PVE + Strix Halo LLM (qwen3.6-35B-udq4, strix-moe) |
+| amdpve | 192.168.68.15 | PVE + Strix Halo LLM (strix-moe) |
 
 ## Operations