Docs: reflect the 2026-08-18 second swap (rename + Qwen3.6 restore)

- AGENTS.md: topology table, second-swap note, benchmark policy service
  names, mark FastMTP section retired, update model-load quirk.
- docs/index.md: intro, topology diagram, active-deployment + CIRU
  reference service names.
- docs/deployment.md: overview table, manual-update paths, rewrite both
  service-unit descriptions (Dankserver=Qwen3.6 Q6_K_P frank-default-small,
  Dankclaw=CIRU frank-default-large), validation model name.

docs/index.md

@@ -1,8 +1,8 @@
 # vLLM Scripts — Knowledge Base
 
 Documentation for the LLM inference fleet on two local machines
-(2026-08-18): llama.cpp FastMTP on Dankserver and CIRU ROCmFPX llama.cpp
-on Dankclaw.
+(2026-08-18): upstream llama.cpp on Dankserver (frank-default-small) and
+CIRU ROCmFPX llama.cpp on Dankclaw (frank-default-large).
 
 ## Deployment Topology
 
@@ -10,19 +10,19 @@ on Dankclaw.
 graph LR
     subgraph Dankserver[NVIDIA Dankserver - Ubuntu 24.04]
         A[RTX 3090 24GB + 62GB RAM]
-        B[llama.cpp FastMTP
-frank-default-large, port 7770]
-        C[Qwen3.8-27B-Aggressive IQ4_XS
-FastMTP 32K draft + ngram-mod, 128K ctx]
+        B[upstream llama.cpp b10121
+frank-default-small, port 7770]
+        C[Qwen3.6-35B-A3B-Uncensored Q6_K_P
+ngram-mod, 36 MoE experts on CPU, 700K ctx]
         A --> B --> C
     end
 
     subgraph Dankclaw[AMD Strix Halo - Ubuntu 26.04]
-        D[gfx1151 iGPU unified memory]
+        D[gfx1151 iGPU 96GB unified memory]
         E[CIRU ROCmFPX llama.cpp
-frank-default-small, port 52625]
+frank-default-large, port 52625]
         F[jcbtc Qwen3.8-27B-CIRU-ActiveFPX-PromptForge
-64K ctx, native MTP, PromptForge DualView]
+256K ctx / 2 slots, native MTP, PromptForge DualView]
         D --> E --> F
     end
 
@@ -42,21 +42,22 @@ frank-default-small, port 52625]
 - [[deployment]] — deploy and update process for both servers
 - [[frank-redo-2026-08-17]] — the 2026-08-17 topology change
 - [[ciru-activefpx-promptforge]] — the CIRU runtime on Dankclaw
-  (frank-default-small)
-- [[Dankserver]] — the llama.cpp FastMTP box (frank-default-large)
-- [[Dankclaw]] — the CIRU ROCmFPX box (frank-default-small)
+  (frank-default-large)
+- [[Dankserver]] — the upstream llama.cpp box (frank-default-small)
+- [[Dankclaw]] — the CIRU ROCmFPX box (frank-default-large)
 
 ## CIRU Reference (Dankclaw)
 
 - [[ciru-activefpx-promptforge]] — model, ROCm 7.15 toolchain, build,
-  and the frank-default-small service
+  and the frank-default-large service
 
 ## vLLM Reference (historical)
 
 - [[VLLM Overview]] — installation, CLI, API, architecture, quantization, parallelism
 - [[VLLM Index]] — quick reference with commands, endpoints, and parameter table
 - [[Running Qwen3.6 35B A3B FP8 on Dankserver]] — Qwen3.6-35B-A3B hardware
-  notes and sizing (the model family formerly served by frank-default-small)
+  notes and sizing (the model family now served by frank-default-small as
+  Q6_K_P)
 
 ## Memory Management