feat(frank-zealot): Bonsai-2-9B PQ2_0 with the MTP head at 3 x 262,144

Swap the 3090 endpoint from Ternary-Bonsai-2-27B PQ2_0 (2 x 200,704,
fork build 10754) to Ternary-Bonsai-2-9B PQ2_0 with the MTP head IN the
file, three conversations at the trained 262,144 window
(--ctx-size 786432 --parallel 3), on vendor fork build 10777 -- the
minimum build that pairs MTP with a quantized V cache. q8_0 K + q8_0 V
is the only KV that fits: 13,056 MiB against a 26,112 MiB f16 pair.
Settled boot 17,876 used / 6,249 free.

MTP is armed and then DECLINED by measurement: the draft context bills
its own f16 KV over the whole pool (3,072 MiB) and at UBATCH_SIZE=2048
that halves decode (167.2 -> 109.2 t/s). The documented MTP arm
(SPEC_TYPE=draft-mtp + UBATCH_SIZE=1024, 213.5 t/s) is recorded in the
env header rather than left to rediscovery.

Two bugs the trial caught: ${SPEC_PRESENCE_PENALTY:=0.0} was a
default-assignment, so the env value always won and the no-presence-penalty
MTP arm was unreachable (now ${VAR=0.0}); and the Q8_0 mmproj is the
publisher's requirement for concurrent image requests, which matters at
--parallel 3.

contextWindow is now 262144 -- the widest in the fleet -- so :7771 is the
compaction hub. 27B runbook re-banned RETIRED with its bench-window
section closed; indexes, homepage card, OpenWebUI doc and the worklog
re-keyed.

scripts/deploy-remote.sh

@@ -1225,24 +1225,31 @@ deploy_llm_dragoon() {
 
 # deploy_llm_zealot — frank-zealot is llama.cpp (PrismML fork build) on the
 # RTX 3090 as a ROOT unit: the runtime is a native binary tree under
-# ~/GitPackages/llama-prism (vendor release build 10754, commit 2459f68b5 —
-# the ONLY loader that registers the payload's custom tensor type 142 and
-# reads its prism.hadamard.* metadata), so there is no container image and no
-# generated unit to avoid. relink_unit points
-# /etc/systemd/system/frank-zealot.service at the repo file and boot
-# persistence is that unit's [Install] section.
+# ~/GitPackages/llama-prism-b10777 (vendor release prism-b10777-e3de715,
+# `--version` = 0.2.0-dev build 10777 commit e3de71522 — the ONLY loader class
+# that registers the payload's custom tensor type 142 and reads its
+# prism.hadamard.* metadata, and since 2026-10-18 ALSO the minimum build for
+# this endpoint: the card gates quantized V alongside MTP on
+# `prism-b10776-d00e252` or newer, which the 27B-era 10754 tree predates), so
+# there is no container image and no generated unit to avoid. relink_unit
+# points /etc/systemd/system/frank-zealot.service at the repo file and boot
+# persistence is that unit's [Install] section. The former 10754 tree
+# (~/GitPackages/llama-prism) stays on disk as the rollback runtime.
 #
 # It is a SEPARATE endpoint on port 7771; frank-dragoon keeps 7770. The 3090 is
 # not shared: frank-dragoon's engine runs on the gfx1151 iGPU.
-LLM_ZEALOT_MODEL_FILE="${LLM_ZEALOT_MODEL_FILE:-/home/dank/models/Bonsai2-PQ2_0/Ternary-Bonsai-2-27B-PQ2_0.gguf}"
-LLM_ZEALOT_RUNTIME="${LLM_ZEALOT_RUNTIME:-/home/dank/GitPackages/llama-prism/llama-server}"
+LLM_ZEALOT_MODEL_FILE="${LLM_ZEALOT_MODEL_FILE:-/home/dank/models/Bonsai2-9B-MTP/Ternary-Bonsai-2-9B-PQ2_0-MTP-Q8_0.gguf}"
+LLM_ZEALOT_RUNTIME="${LLM_ZEALOT_RUNTIME:-/home/dank/GitPackages/llama-prism-b10777/llama-server}"
 # The projector IS the vision capability here: the Bonsai-2 text file carries
 # no vision tensors, so the publisher's own mmproj (Qwen3-VL tower, 27 blocks,
-# 768 px, qwen3vl_merger, 629,246,976 B) is the whole image path — a deploy
-# that starts without it silently ships a text-only endpoint. Checked
-# unconditionally, like frank-dragoon's. Its 873.10 MiB worst-case VRAM lands
-# AFTER the engine's fit check, so it is not inside the q8_0 budget.
-LLM_ZEALOT_MMPROJ="${LLM_ZEALOT_MMPROJ:-/home/dank/models/Bonsai2-PQ2_0/Ternary-Bonsai-2-27B-mmproj-Q8_0.gguf}"
+# 768 px, qwen3vl_merger, projection_dim 4096, 624,229,664 B) is the whole
+# image path — a deploy that starts without it silently ships a text-only
+# endpoint. Checked unconditionally, like frank-dragoon's. Q8_0 is MANDATORY,
+# not a preference: the card says the BF16 tower can crash llama-server when
+# several image requests run at once, and this endpoint runs --parallel 3. Its
+# 868.32 MiB worst-case VRAM (595.29 model + 248.10 compute in the boot ledger)
+# lands AFTER the engine's fit check, so it is not inside the q8_0 budget.
+LLM_ZEALOT_MMPROJ="${LLM_ZEALOT_MMPROJ:-/home/dank/models/Bonsai2-9B-MTP/Ternary-Bonsai-2-9B-mmproj-Q8_0.gguf}"
 
 deploy_llm_zealot() {
     # Refuse rather than restart-loop: a unit whose runtime or payload is
@@ -1250,15 +1257,16 @@ deploy_llm_zealot() {
     # endpoint dark with nothing in the log to say why.
     if [[ ! -x "$LLM_ZEALOT_RUNTIME" ]]; then
         echo "ERROR: llama.cpp runtime absent at $LLM_ZEALOT_RUNTIME" >&2
-        echo "frank-zealot: fetch the PrismML fork release build (build 10754," >&2
-        echo "frank-zealot: commit 2459f68b5) into ~/GitPackages/llama-prism first —" >&2
-        echo "frank-zealot: stock llama.cpp refuses the payload's custom tensor type 142." >&2
+        echo "frank-zealot: fetch the PrismML fork release build (prism-b10777-e3de715," >&2
+        echo "frank-zealot: linux-cuda-12.4 asset) into ~/GitPackages/llama-prism-b10777 first:" >&2
+        echo "frank-zealot: stock llama.cpp refuses the payload's custom tensor type 142, and" >&2
+        echo "frank-zealot: builds older than b10776 cannot pair MTP with a quantized V cache." >&2
         return 1
     fi
     for f in "$LLM_ZEALOT_MODEL_FILE" "$LLM_ZEALOT_MMPROJ"; do
         if [[ ! -f "$f" ]]; then
             echo "ERROR: frank-zealot payload file absent at $f" >&2
-            echo "frank-zealot: run scripts/download-frank-zealot-bonsai2.sh first;" >&2
+            echo "frank-zealot: run scripts/download-frank-zealot-bonsai9.sh first;" >&2
             echo "frank-zealot: refusing to start a unit that cannot load." >&2
             return 1
         fi