feat: replace llama.cpp Tiel-Coder with FreeToken v0.1.2 serving Qwen3.6-35B-A3B-FP8

Replace the llama.cpp Tiel-Coder-35B-A3B (UD-Q6_K_XL) deployment with
FreeToken v0.1.2 — an edge-native MoE serving engine that keeps expert
weights in host RAM with an LRU GPU cache and paged KV with radix prefix
sharing.

Model: Qwen/Qwen3.6-35B-A3B-FP8 (modelopt block-fp8, 128×128 weight_block_size).
Architecture: qwen3_5_moe — 40 layers (10 attention + 30 GDN), 256 experts/8 used.

Production config:
- 2048 MoE cache slots (20% of 10240 expert instances, ~6.0 GiB VRAM)
- 453005 KV tokens (~8.6 GiB, ~20 KiB/token for 10 attn layers)
- 4 max-running-requests (mamba slot pool: 24 slots)
- bs4 decode: ~87 tok/s aggregate, ~30 tok/s bs1
- Prefill: ~1,130 tok/s at 4k prompt

Quirk: FreeToken v0.1.2 supports modelopt block-fp8, NVFP4, and per-tensor
FP8, but NOT compressed-tensors per-channel FP8 (Huihui/Ornith both failed).
Live KV resize via ft ctl cache grows KV by shrinking MoE; reverse needs restart.

Old llama.cpp scripts archived to .AGENTTRASH/.
Full benchmark sweep (bs1/bs3/bs4/bs6, 8k–700k KV) documented in
docs/LLM/freetoken-benchmark-sweep.md.

docs/LLM/index.md

@@ -1,8 +1,8 @@
 # LLM Fleet — Knowledge Base
 
 Documentation for the LLM inference fleet on two local machines
-(2026-08-26): ik_llama.cpp on Dankserver (frank-default-small,
-Ornith-1.5-35B-A3B CRACK) and ROCmFPX llama.cpp on Dankclaw
+(2026-09-02): FreeToken v0.1.2 on Dankserver (frank-default-small,
+Qwen3.6-35B-A3B-FP8) and ROCmFPX llama.cpp on Dankclaw
 (frank-default-large, kingjones Qwen3.8 Uncensored Q6 AGENT). Both
 services run the Qwen-Sharp chat template.
 
@@ -16,11 +16,11 @@ services run the Qwen-Sharp chat template.
 ```mermaid
 graph LR
     subgraph Dankserver[NVIDIA Dankserver - Ubuntu 26.04]
-        A[RTX 3090 24GB + 62GB RAM]
-        B2[ik_llama.cpp build b166e269
+        A[RTX 3090 24GB + 60GB RAM]
+        B2[FreeToken v0.1.2
 frank-default-small, port 7770]
-        C[Ornith-1.5-35B-A3B-CRACK Q6_K
-no speculation, q8_0 + Hadamard cache, 491520 ctx]
+        C[Qwen3.6-35B-A3B-FP8
+block-fp8, 20% MoE residency, 453k KV / 4 streams]
         A --> B2 --> C
     end
 
@@ -46,6 +46,11 @@ MTP draft + Turbo4 V cache, 262K ctx / 1 slot]
 
 ## Active Deployment
 
+- [[freetoken-frank-default-small]] — the active frank-default-small
+  runbook: FreeToken v0.1.2 serving Qwen3.6-35B-A3B-FP8 on Dankserver
+  (2026-09-02)
+- [[freetoken-benchmark-sweep]] — KV pool vs decode speed sweep
+  (bs1/bs3/bs4/bs6, 8k–700k KV) on Dankserver RTX 3090
 - [[deployment]] — deploy and update process for both servers
 - [[frank-redo-2026-08-17]] — the 2026-08-17 topology change
 - [kingjones Qwen3.8 Uncensored ROCmFP4 STRIX MTP](https://huggingface.co/kingjones777/Qwen3.8-27B-Uncensored-ROCmFP4-STRIX-MTP-GGUF) — active frank-default-large model on Dankclaw; Q6 AGENT main model with standalone MTP
@@ -54,9 +59,9 @@ MTP draft + Turbo4 V cache, 262K ctx / 1 slot]
 - [[kingjones-q8agent-rocmfpx]] — the retired Q8_0-AGENT investigation and `set_rows` failure
 - [[eemin-rocmi4-mtp]] — the former caf-eemin Qwen3.8-27B embedded-MTP model
   on Dankclaw (retired)
-- [[dealign-ornith-crack]] — the dealign Ornith-1.5-35B-A3B CRACK model on
-  Dankserver (frank-default-small, active 2026-08-24)
-- [[ikllama-ornith-dankserver]] — the ik_llama.cpp runtime for
+- [[dealign-ornith-crack]] — the retired Ornith-1.5-35B-A3B CRACK model on
+  Dankserver (frank-default-small, retired 2026-09-02)
+- [[ikllama-ornith-dankserver]] — the retired ik_llama.cpp runtime for
   frank-default-small (2026-08-26): q8_0 + Hadamard KV cache,
   split-mode none (single-GPU), mandatory FA_ALL_QUANTS build flags
 - [[kingjones-strix-mtp]] — the active kingjones Qwen3.8-27B ROCmFP4 STRIX MTP