diff --git a/scripts/frank-zealot.service b/scripts/frank-zealot.service
index b74d7df..7841321 100644
--- a/scripts/frank-zealot.service
+++ b/scripts/frank-zealot.service
@@ -1,5 +1,5 @@
 [Unit]
-Description=llama.cpp Qwen3.5-9B-Uncensored-HauhauCS-Aggressive Q6_K GGUF (qwen35 hybrid, 2x200704 slots, f16 K+V, MTP off, mmproj vision) on the RTX 3090 (dankclaw, frank-zealot)
+Description=llama.cpp (PrismML build 10754) Ternary-Bonsai-2-27B PQ2_0 GGUF (qwen35 hybrid, 2x200704 slots, q8_0 K+V, MTP off, mmproj vision) on the RTX 3090 (dankclaw, frank-zealot)
 After=network-online.target
 Wants=network-online.target
 
diff --git a/scripts/serve-frank-zealot.sh b/scripts/serve-frank-zealot.sh
index f186f4d..18024b4 100755
--- a/scripts/serve-frank-zealot.sh
+++ b/scripts/serve-frank-zealot.sh
@@ -1,28 +1,30 @@
 #!/usr/bin/env bash
-# Serve HauhauCS/Qwen3.5-9B-Uncensored-HauhauCS-Aggressive (Q6_K) as
-# frank-zealot on Dankclaw's RTX 3090 via llama.cpp (master build, CUDA sm_86).
+# Serve prism-ml/Ternary-Bonsai-2-27B (PQ2_0 ternary quant) as frank-zealot on
+# Dankclaw's RTX 3090 via llama.cpp (PrismML vendor build 10754, CUDA sm_86).
 #
-# 2026-10-07 (Frank): Qwen3.5-9B swap at TWO 200,704-token conversations
-# (--ctx-size 401408 --parallel 2) with EXACT f16 KV — the 9B rung frees the
-# room the 26B MoE Gemma4 shape lacked, so quantized V retires. MTP stays off:
-# this GGUF carries no MTP tensors at all (verified from its tensor-name
-# list), so there is no in-file head to draft with. Verbosity 4 ships so the
-# VRAM-fit forensics (KV layout, buffer sizes, graph capture) land in the journal.
+# 2026-10-17 (Frank): Bonsai-2 PQ2_0 swap at TWO 200,704-token conversations
+# (--ctx-size 401408 --parallel 2) with q8_0 K + q8_0 V — f16 KV does not fit
+# this geometry: the engine's own fit projected 33,198 MiB against 23,558 free
+# and cudaMalloc failed on the 25,088 MiB pool. MTP stays off: this GGUF
+# carries no MTP tensors (verified from its tensor-name list). Verbosity 4
+# ships so the VRAM-fit forensics (KV layout, buffer sizes, graph capture)
+# land in the journal.
 #
-# Architecture: qwen35 — dense 9B, 32 layers with full_attention_interval 4
-# (8 full-attention layers at 3,7,...,31 + 24 Gated DeltaNet linear layers),
-# 16 heads / 4 KV heads × 256 dim, native 262,144, vocab 248,320. The KV pool
-# scales with the 8 full layers: 32 KiB/token at f16 K + f16 V (12.25 GiB at
-# the 401,408 pool); the DeltaNet layers cost a fixed recurrent state per
-# slot. Feasibility is priced from the MiMo-V2.6-Distill-Qwen-9B boots (same
-# geometry, same card, same shape): 21,276/2,849 at ubatch 1024, 21,846/2,279
-# at ubatch 2048 — the boot ledger, not arithmetic, is the referee.
-# Vision comes from the publisher's own BF16 projector (the model is natively
-# multimodal), so --mmproj is what gives this endpoint eyes; MMPROJ_FILE="" is
-# the documented text-only opt-out.
+# Architecture: qwen35 — 27B, 64 blocks with full_attention_interval 4 (16
+# full-attention layers + 48 Gated DeltaNet linear layers), 24 heads / 4 KV
+# heads × 256 dim, native 262,144, vocab 248,320. The KV pool scales with the
+# 16 full layers: 34 KiB/token at q8_0 K + q8_0 V (13,328 MiB at the 401,408
+# pool); the DeltaNet layers cost a fixed recurrent state per SLOT (~150 MiB —
+# boot-ledger context minus KV). Boot ledger: 22,664 used / 1,461 free, with
+# the Q8_0 projector's 873 MiB landing AFTER the engine's fit projection.
+# The runtime is a hard lock, not a preference: the file carries 402 tensors
+# of custom GGML type 142 plus prism.hadamard.* metadata, which only the
+# vendor build registers — stock llama.cpp refuses it at load.
+# Vision comes from the publisher's Q8_0 projector, so --mmproj is what gives
+# this endpoint eyes; MMPROJ_FILE="" is the documented text-only opt-out.
 #
-# Sampling: llama.cpp takes it per request (the fleet harness sends the
-# publisher recipe from models.yml: thinking temp 0.6 / top_p 0.95 / top_k 20).
+# Sampling: llama.cpp takes it per request (the fleet harness sends the file's
+# own template defaults from models.yml: thinking temp 1.0 / top_p 0.95 / top_k 20).
 #
 # Tunables come from frank-zealot.env unless FRANK_ZEALOT_ENV_FILE overrides.
 set -euo pipefail
@@ -37,8 +39,8 @@ if [[ -f "$ENV_FILE" ]]; then
 fi
 
 # --- defaults (used when the env file does not set them) -------------------
-: "${LLAMA_BIN:=/home/dank/GitPackages/llama-master/build-cuda/bin/llama-server}"
-: "${MODEL_FILE:=/home/dank/models/Qwen35-9B-HauhauCS-Q6K/Qwen3.5-9B-Uncensored-HauhauCS-Aggressive-Q6_K.gguf}"
+: "${LLAMA_BIN:=/home/dank/GitPackages/llama-prism/llama-server}"
+: "${MODEL_FILE:=/home/dank/models/Bonsai2-PQ2_0/Ternary-Bonsai-2-27B-PQ2_0.gguf}"
 : "${ALIAS:=frank-zealot}"
 : "${BIND_ADDR:=0.0.0.0}"
 : "${LISTEN_PORT:=7771}"
@@ -54,19 +56,20 @@ fi
 # throughput-neutral at a fixed ubatch.
 : "${BATCH_SIZE:=4096}"
 : "${UBATCH_SIZE:=2048}"
-# Exact (unquantized) KV: f16 K + f16 V, restoring the MiMo-era contract that
-# the 26B Gemma4 shape could not afford. 32 KiB/token at this geometry
-# (8 full-attention layers × 4 KV heads × 256 dim); 12.25 GiB at the 401,408
-# pool. Explicit either way so the contract is visible in the argv, and
-# --flash-attn stays required for any quantized-V fallback (q8_0 = llama.cpp's
-# FP8 class; no true fp8 KV dtype exists in this build).
-: "${CACHE_TYPE_K:=f16}"
-: "${CACHE_TYPE_V:=f16}"
-# Speculative decoding is OFF: this Q6_K file carries NO nextn/mtp tensors, so
+# Quantized KV: q8_0 K + q8_0 V — the only pair that funds 2 × 200,704 on this
+# card. 34 KiB/token at this geometry (16 full-attention layers × 4 KV heads ×
+# 256 dim); 13,328 MiB at the 401,408 pool. f16 measured OOM; q4_0 is the
+# fallback rung (16,392 used / 7,733 free). Explicit either way so the contract
+# is visible in the argv, and --flash-attn stays required for quantized V
+# (no true fp8 KV dtype exists in this build).
+: "${CACHE_TYPE_K:=q8_0}"
+: "${CACHE_TYPE_V:=q8_0}"
+# Speculative decoding is OFF: this PQ2_0 file carries NO nextn/mtp tensors, so
 # there is no in-file head (the law: MTP is a property of the file, not of the
 # flags). SPEC_TYPE=none strips BOTH speculative flags (flags move as a set);
-# naming a drafter requires SPEC_DRAFT_FILE alongside SPEC_TYPE — the Gemma4
-# assistant on disk is arch gemma4-assistant and cannot drafter-match qwen35.
+# an MTP-bearing CRACK re-export exists upstream (ManniX-ITA, +451 MB) if
+# decode ever needs it — that is a new payload with its own VRAM bill, never a
+# flag flip on this file.
 : "${SPEC_TYPE:=none}"
 : "${SPEC_DRAFT_N_MAX:=3}"
 : "${SPEC_DRAFT_FILE:=}"
@@ -77,7 +80,7 @@ fi
 : "${VERBOSITY:=3}"
 # Vision projector. No colon on purpose: an explicitly empty value means
 # "text-only, on purpose" and must NOT be replaced by the default path.
-: "${MMPROJ_FILE=/home/dank/models/Qwen35-9B-HauhauCS-Q6K/mmproj-Qwen3.5-9B-Uncensored-HauhauCS-Aggressive-BF16.gguf}"
+: "${MMPROJ_FILE=/home/dank/models/Bonsai2-PQ2_0/Ternary-Bonsai-2-27B-mmproj-Q8_0.gguf}"
 
 # Fail loudly rather than half-loading: a missing file is a download that
 # has not finished, and Restart=always would turn it into a crash loop that
diff --git a/serverAppConfigs-docs/Dankclaw/OpenWebUI.md b/serverAppConfigs-docs/Dankclaw/OpenWebUI.md
index 004e384..15ded01 100644
--- a/serverAppConfigs-docs/Dankclaw/OpenWebUI.md
+++ b/serverAppConfigs-docs/Dankclaw/OpenWebUI.md
@@ -43,8 +43,10 @@ As of 2026-10-07 the picker exposes **exactly one model: `frank-zealot`**.
 | 2 | `http://host.containers.internal:7771/v1` | yes | `frank-zealot` | llama.cpp CUDA (RTX 3090, 2×200,704) | Dankclaw |
 
 The `model` table carries exactly one decoration row, `frank-zealot`
-(context length 200,704 = the per-slot window; description: Qwen3.5-9B
-Q6_K + BF16 vision mmproj).
+(context length 200,704 = the per-slot window; description since 2026-10-17:
+Ternary-Bonsai-2-27B PQ2_0 + Q8_0 vision mmproj — the row's `description` is
+live DB state, so a payload swap must re-key it in the database too, not only
+in the repo).
 
 A third gate sits *after* the table, and it is the one that bites family
 accounts (2026-10-07): a model row is only visible to a non-admin user when