diff --git a/scripts/deploy.sh b/scripts/deploy.sh
index d7993eb..c6008d1 100755
--- a/scripts/deploy.sh
+++ b/scripts/deploy.sh
@@ -17,8 +17,8 @@
 #   FRANK_SUDO_PW=... ./deploy.sh <target>
 #
 # Targets (2026-08-18 topology):
-#   dankserver - llama.cpp FastMTP (frank-default-large.service, port 7770)
-#   dankclaw   - CIRU ROCmFPX llama.cpp (frank-default-small.service, port 52625)
+#   dankserver - llama.cpp Qwen3.6-35B-A3B Q6_K_P (frank-default-small.service, port 7770)
+#   dankclaw   - CIRU ROCmFPX llama.cpp Qwen3.8-27B (frank-default-large.service, port 52625)
 set -euo pipefail
 
 # ---------------------------------------------------------------------------
@@ -29,16 +29,17 @@ declare -A REMOTE_USER REMOTE_HOST REMOTE_DIR SERVICE SERVICE_HEALTH DROP_CACHES
 REMOTE_USER[dankserver]=dank
 REMOTE_HOST[dankserver]=dankserver
 REMOTE_DIR[dankserver]="/home/dank/vLLM"
-SERVICE[dankserver]="frank-default-large"
+SERVICE[dankserver]="frank-default-small"
 SERVICE_HEALTH[dankserver]="http://127.0.0.1:7770/health"
 DROP_CACHES[dankserver]=0
-# Cold load: --no-mmap reads 15.7 GB through RAM; allow 10 minutes.
-HEALTH_WAIT[dankserver]=300
+# Cold load: --no-mmap reads the 30.6 GB Q6_K_P through RAM (MoE experts on
+# CPU); allow 20 minutes.
+HEALTH_WAIT[dankserver]=600
 
 REMOTE_USER[dankclaw]=dank
 REMOTE_HOST[dankclaw]=dankclaw
 REMOTE_DIR[dankclaw]="/home/dank/vllmScripts"
-SERVICE[dankclaw]="frank-default-small"
+SERVICE[dankclaw]="frank-default-large"
 SERVICE_HEALTH[dankclaw]="http://127.0.0.1:52625/health"
 DROP_CACHES[dankclaw]=0
 # CIRU llama.cpp (ROCm 7.15) loads the 34.9 GiB ActiveFPX payload + MTP
diff --git a/scripts/frank-default-large.env b/scripts/frank-default-large.env
index bbb8f45..95c6415 100644
--- a/scripts/frank-default-large.env
+++ b/scripts/frank-default-large.env
@@ -1,62 +1,72 @@
-# Tunables for frank-default-large (llama.cpp, dankserver, RTX 3090).
+# Tunables for frank-default-large (CIRU llama.cpp, dankclaw, Strix Halo
+# gfx1151).
 #
-# Runtime: patched llama-server (HauhauCS FastMTP build) serving
-# HauhauCS/Qwen3.8-27B-Uncensored-HauhauCS-Aggressive-MTP-GGUF IQ4_XS with
-# the FastMTP 32K draft sidecar and the ngram-mod fallback. Single machine,
-# no pipeline split. Alias frank-default-large, port 7770.
+# Runtime: the PromptForge llama-server built from ciru-ai/ROCmFPX tag
+# qwen3.8-activefpx-promptforge-v2.3 serving
+# jcbtc/Qwen3.8-27B-CIRU-ActiveFPX-PromptForge (v2). ActiveFPX compact
+# GGUF with PromptForge companions for CIRU DualView prompt acceleration and
+# native depth-4 MTP. Alias frank-default-large, port 52625.
+#
+# This runtime replaced the retired vLLM service that previously occupied
+# this slot. See docs/ciru-activefpx-promptforge.md.
 #
 # WARNING: do not name any variable TEMP, HOST, or GPU_MAX_HEAP_SIZE. The ROCm
 # HIP runtime reads those bare env vars (see the 2026-08-13 TEMP incident).
-# This box is NVIDIA/CUDA, but the rule still applies to keep the env files
-# portable.
+# llama.cpp reads --host/--port/--temp as CLI flags, never as env vars.
 
-# Model files (downloaded to this directory from the HF repo).
-MODEL_DIR=/home/dank/models/hauhaucs-qwen38
-MODEL_FILE=Qwen3.8-27B-Uncensored-HauhauCS-Aggressive-IQ4_XS.gguf
-DRAFT_FILE=Qwen3.8-27B-Uncensored-HauhauCS-Aggressive-FastMTP-32K.gguf
-# Patched llama.cpp binary. The FastMTP sidecar needs the patch; see AGENTS.md.
-# REQUIRED build flags: -DGGML_CUDA_FA=ON -DGGML_CUDA_FA_ALL_QUANTS=ON.
-# Without FA_ALL_QUANTS the q8_0 KV + flash attention fall back to a slow
-# path and prefill collapses ~12x (95 t/s vs 1300+ t/s at 8K prompt,
-# measured 2026-08-17). Do not rebuild without it.
-LLAMA_BIN=/home/dank/llama.cpp-fastmtp/build/bin/llama-server
+# CIRU llama-server binary (ROCmFPX v2.3 build, see docs/ciru runtime page).
+# Built against the private TheRock ROCm 7.15 SDK kept in the retired
+# ling3-ciru venv. ROCm 7.15 is required for the advertised Strix Halo
+# performance; the system ROCm 7.2.4 selects slower/fallback kernels.
+LLAMA_BIN=/home/dank/ciru-qwen38/ROCmFPX/build-promptforge/bin/llama-server
+
+# Model files. The three-file payload (v2 GGUF + FFN + GDN) enables CIRU
+# DualView prompt acceleration; omit the two .pfs files to run the GGUF alone
+# and save ~19.7 GiB of memory at the cost of prompt throughput.
+MODEL_DIR=/home/dank/models/CIRU-Qwen3.8-27B-ActiveFPX
+MODEL_FILE=Qwen3.8-27B-CIRU-ActiveFPX-PromptForge-v2.gguf
+FFN_PFS=Qwen3.8-27B-CIRU-ActiveFPX-PromptForge-FFN.pfs
+GDN_PFS=Qwen3.8-27B-CIRU-ActiveFPX-PromptForge-GDN.pfs
+
+# ROCm 7.15 SDK paths (inside the retired ling3-ciru venv). The serve script
+# exports ROCM_PATH and LD_LIBRARY_PATH from these so the 7.15 libraries
+# precede any system ROCm 7.2.4.
+ROCM_DEVEL=/home/dank/ling3-ciru/Ling-3.0-Flash-CIRU-int4-Strix-native/.venv/lib/python3.12/site-packages/_rocm_sdk_devel
+ROCM_LIB=/home/dank/ling3-ciru/Ling-3.0-Flash-CIRU-int4-Strix-native/.venv/lib/python3.12/site-packages/_rocm_sdk_libraries
+ROCM_CORE=/home/dank/ling3-ciru/Ling-3.0-Flash-CIRU-int4-Strix-native/.venv/lib/python3.12/site-packages/_rocm_sdk_core
 
 ALIAS=frank-default-large
 BIND_ADDR=0.0.0.0
-LISTEN_PORT=7770
+LISTEN_PORT=52625
 
-# Context, single slot. 131072 (128K) leaves ~1.4 GiB VRAM headroom on the
-# 3090 with IQ4_XS + FastMTP + K q8_0 / V f16 KV. Lower to 122880 (120K) for
-# ~1.8 GiB headroom. KV per token = 16 attention layers x 4 KV heads x 256
-# dim: K q8_0 (1088 B/token) + V f16 (2048 B/token) = 3136 B/token/layer.
-CTX_SIZE=131072
-PARALLEL=1
-
-# Speculative decoding. FastMTP (MTP depth 2) with the ngram-mod fallback.
-SPEC_DEFAULT=1
-MTP=1
-SPEC_DRAFT_N_MAX=2
-SPEC_DRAFT_NGL=all
-SPEC_DRAFT_P_MIN=0
-SPEC_NGRAM_MOD_N_MIN=48
-SPEC_NGRAM_MOD_N_MAX=64
-SPEC_NGRAM_MOD_N_MATCH=24
-
-# KV quantization on GPU: K q8_0 + V f16 (user request: K=8, V=16).
-CACHE_TYPE_K=q8_0
-CACHE_TYPE_V=f16
-
-# Batch sizing (user request).
+# Serving: 256K context (native max, n_ctx_train = 262144), 2 slots, f16 KV,
+# context checkpoints, prompt cache. Native MTP depth-4. The Strix Halo is
+# unified memory; the addressable pool is 96 GiB (VRAM is a pointer). KV at
+# 262144 x 2 slots is ~32 GiB (64 KiB/cell, 16 full-attn layers); total
+# sits well inside the 96 GiB pool.
+CTX_SIZE=262144
+PARALLEL=2
 BATCH_SIZE=2048
-UBATCH_SIZE=1024
+UBATCH_SIZE=2048
+CACHE_TYPE_K=f16
+CACHE_TYPE_V=f16
+CTX_CHECKPOINTS=32
+CACHE_RAM=8192
 
-# Sampling - Qwen3.8 thinking-mode defaults.
-TEMPERATURE=1.0
-TOP_K=20
+# Native MTP draft (depth-4, greedy, ROCm-safe CPU argmax fast path).
+SPEC_DRAFT_N_MAX=4
+SPEC_DRAFT_N_MIN=0
+SPEC_DRAFT_P_MIN=0.0
+SPEC_DRAFT_P_SPLIT=0.10
+
+# Sampling (model card defaults).
+TEMPERATURE=0.7
 TOP_P=0.95
-MIN_P=0.0
 
-THREADS=8
-THREADS_HTTP=1
+# Thinking enabled (user request, 2026-08-18). deepseek format moves the
+# <think> reasoning into message.reasoning_content (OpenAI-compatible);
+# none would leave the thought tags unparsed in content.
+REASONING=on
+REASONING_FORMAT=deepseek
 
 VERBOSITY=4
diff --git a/scripts/frank-default-large.service b/scripts/frank-default-large.service
index 78ac03f..70cdd45 100644
--- a/scripts/frank-default-large.service
+++ b/scripts/frank-default-large.service
@@ -1,5 +1,5 @@
 [Unit]
-Description=llama.cpp Qwen3.8-27B Aggressive IQ4_XS + FastMTP (dankserver, frank-default-large)
+Description=CIRU llama.cpp Qwen3.8-27B ActiveFPX PromptForge MTP (dankclaw, frank-default-large)
 After=network-online.target
 Wants=network-online.target
 
@@ -7,8 +7,8 @@ Wants=network-online.target
 Type=simple
 User=dank
 Group=dank
-Environment="FRANK_LARGE_ENV_FILE=/home/dank/vLLM/scripts/frank-default-large.env"
-ExecStart=/home/dank/vLLM/scripts/serve-frank-large.sh
+Environment="FRANK_LARGE_ENV_FILE=/home/dank/vllmScripts/scripts/frank-default-large.env"
+ExecStart=/home/dank/vllmScripts/scripts/serve-frank-large.sh
 Restart=on-failure
 RestartSec=10
 
diff --git a/scripts/frank-default-small.env b/scripts/frank-default-small.env
index 7843057..7528922 100644
--- a/scripts/frank-default-small.env
+++ b/scripts/frank-default-small.env
@@ -1,71 +1,61 @@
-# Tunables for frank-default-small (CIRU llama.cpp, dankclaw, Strix Halo
-# gfx1151).
+# Tunables for frank-default-small (HauhauCS Qwen3.6-35B-A3B Q6_K_P,
+# ngram-mod spec, Dankserver, RTX 3090).
 #
-# Runtime: the PromptForge llama-server built from ciru-ai/ROCmFPX tag
-# qwen3.8-activefpx-promptforge-v2.3 serving
-# jcbtc/Qwen3.8-27B-CIRU-ActiveFPX-PromptForge (v2). ActiveFPX compact
-# GGUF with PromptForge companions for CIRU DualView prompt acceleration and
-# native depth-4 MTP. Alias frank-default-small, port 52625.
+# Runtime: upstream llama.cpp llama-server (b10121). RTX 3090 24 GB;
+# Ryzen 7 7700X; 62 GB RAM. MoE experts offloaded to CPU (--n-cpu-moe 36).
+# Restored 2026-08-18 (was the pre-2026-08-17-redo frank-default-small).
 #
-# This runtime replaced the retired vLLM service that previously occupied
-# this slot. See docs/ciru-activefpx-promptforge.md.
-#
-# WARNING: do not name any variable TEMP, HOST, or GPU_MAX_HEAP_SIZE. The ROCm
-# HIP runtime reads those bare env vars (see the 2026-08-13 TEMP incident).
-# llama.cpp reads --host/--port/--temp as CLI flags, never as env vars.
+# WARNING: do not name any variable TEMP, HOST, or GPU_MAX_HEAP_SIZE. The
+# ROCm HIP runtime reads those bare env vars (see the 2026-08-13 TEMP
+# incident). This box is NVIDIA/CUDA, but the rule keeps the env portable.
 
-# CIRU llama-server binary (ROCmFPX v2.3 build, see docs/ciru runtime page).
-# Built against the private TheRock ROCm 7.15 SDK kept in the retired
-# ling3-ciru venv. ROCm 7.15 is required for the advertised Strix Halo
-# performance; the system ROCm 7.2.4 selects slower/fallback kernels.
-LLAMA_BIN=/home/dank/ciru-qwen38/ROCmFPX/build-promptforge/bin/llama-server
-
-# Model files. The three-file payload (v2 GGUF + FFN + GDN) enables CIRU
-# DualView prompt acceleration; omit the two .pfs files to run the GGUF alone
-# and save ~19.7 GiB of memory at the cost of prompt throughput.
-MODEL_DIR=/home/dank/models/CIRU-Qwen3.8-27B-ActiveFPX
-MODEL_FILE=Qwen3.8-27B-CIRU-ActiveFPX-PromptForge-v2.gguf
-FFN_PFS=Qwen3.8-27B-CIRU-ActiveFPX-PromptForge-FFN.pfs
-GDN_PFS=Qwen3.8-27B-CIRU-ActiveFPX-PromptForge-GDN.pfs
-
-# ROCm 7.15 SDK paths (inside the retired ling3-ciru venv). The serve script
-# exports ROCM_PATH and LD_LIBRARY_PATH from these so the 7.15 libraries
-# precede any system ROCm 7.2.4.
-ROCM_DEVEL=/home/dank/ling3-ciru/Ling-3.0-Flash-CIRU-int4-Strix-native/.venv/lib/python3.12/site-packages/_rocm_sdk_devel
-ROCM_LIB=/home/dank/ling3-ciru/Ling-3.0-Flash-CIRU-int4-Strix-native/.venv/lib/python3.12/site-packages/_rocm_sdk_libraries
-ROCM_CORE=/home/dank/ling3-ciru/Ling-3.0-Flash-CIRU-int4-Strix-native/.venv/lib/python3.12/site-packages/_rocm_sdk_core
+# Model files (already on disk; Q6_K_P GGUF + f16 mmproj vision encoder).
+MODEL_DIR=/home/dank/models
+MODEL_FILE=Qwen3.6-35B-A3B-Uncensored-HauhauCS-Aggressive-Q6_K_P.gguf
+MMPROJ_FILE=mmproj-Qwen3.6-35B-A3B-Uncensored-HauhauCS-Aggressive-f16.gguf
+# Upstream llama.cpp binary (b10121).
+LLAMA_SERVER=/home/dank/llama.cpp/build/bin/llama-server
 
 ALIAS=frank-default-small
 BIND_ADDR=0.0.0.0
-LISTEN_PORT=52625
+LISTEN_PORT=7770
 
-# Serving: 128K context (user request, 2026-08-18; model card default is
-# 64K), single slot, f16 KV, context checkpoints, prompt cache. Native MTP
-# depth-4. KV at 128K is 8 GiB (64 KiB/token); estimated total ~43 GiB of
-# the 64 GiB SVM pool, leaving ~21 GiB headroom.
-CTX_SIZE=131072
-PARALLEL=1
-BATCH_SIZE=2048
-UBATCH_SIZE=2048
+# 4 parallel slots x ~175104 ctx each = ~700000 total context pool.
+# Dual-f16 KV at 700000 cells leaves ~2.3 GiB free on the 3090.
+CTX_SIZE=700000
+PARALLEL=4
+
+# Spec: ngram-mod (n_min=48, n_max=64, n_match=24).
+SPEC_TYPE=ngram-mod
+NGRAM_MOD_N_MIN=48
+NGRAM_MOD_N_MAX=64
+NGRAM_MOD_N_MATCH=24
+
+# Expert offload: 36 of 40 layers keep MoE weights on CPU; 4 on GPU.
+N_CPU_MOE=36
+N_GPU_LAYERS=all
+
+# KV cache on GPU, both K and V at f16.
 CACHE_TYPE_K=f16
 CACHE_TYPE_V=f16
-CTX_CHECKPOINTS=32
-CACHE_RAM=8192
-
-# Native MTP draft (depth-4, greedy, ROCm-safe CPU argmax fast path).
-SPEC_DRAFT_N_MAX=4
-SPEC_DRAFT_N_MIN=0
-SPEC_DRAFT_P_MIN=0.0
-SPEC_DRAFT_P_SPLIT=0.10
-
-# Sampling (model card defaults).
-TEMPERATURE=0.7
-TOP_P=0.95
-
-# Thinking enabled (user request, 2026-08-18). deepseek format moves the
-# <think> reasoning into message.reasoning_content (OpenAI-compatible);
-# none would leave the thought tags unparsed in content.
-REASONING=on
-REASONING_FORMAT=deepseek
 
 VERBOSITY=4
+# Store SWA/context checkpoints in RAM to hold peak GPU memory down.
+CTX_CHECKPOINTS=4
+
+# Big prefill batches (ubatch 3072 is the top prefill tier).
+BATCH_SIZE=8192
+UBATCH_SIZE=3072
+
+# Eager RAM load (MoE experts on CPU; ~31 GB RAM).
+NO_MMAP=1
+
+# Sampling (HauhauCS Qwen3.6-35B-A3B model card, thinking-general).
+TEMPERATURE=1.0
+TOP_K=20
+TOP_P=0.95
+MIN_P=0.0
+
+# Compute threads lowered to 7 so other processes keep a core.
+THREADS=7
+THREADS_HTTP=8
diff --git a/scripts/frank-default-small.service b/scripts/frank-default-small.service
index 4946b1f..0a27cd2 100644
--- a/scripts/frank-default-small.service
+++ b/scripts/frank-default-small.service
@@ -1,5 +1,5 @@
 [Unit]
-Description=CIRU llama.cpp Qwen3.8-27B ActiveFPX PromptForge ngram MTP (dankclaw, frank-default-small)
+Description=llama.cpp Qwen3.6-35B-A3B Q6_K_P + ngram-mod (dankserver, frank-default-small)
 After=network-online.target
 Wants=network-online.target
 
@@ -7,8 +7,8 @@ Wants=network-online.target
 Type=simple
 User=dank
 Group=dank
-Environment="FRANK_SMALL_ENV_FILE=/home/dank/vllmScripts/scripts/frank-default-small.env"
-ExecStart=/home/dank/vllmScripts/scripts/serve-frank-small.sh
+Environment="FRANK_SMALL_ENV_FILE=/home/dank/vLLM/scripts/frank-default-small.env"
+ExecStart=/home/dank/vLLM/scripts/serve-frank-small.sh
 Restart=on-failure
 RestartSec=10
 
diff --git a/scripts/serve-frank-large.sh b/scripts/serve-frank-large.sh
index 38eb5d2..25b5eee 100755
--- a/scripts/serve-frank-large.sh
+++ b/scripts/serve-frank-large.sh
@@ -1,14 +1,16 @@
 #!/usr/bin/env bash
-# Serve the Qwen3.8-27B HauhauCS Aggressive IQ4_XS on Dankserver (RTX 3090).
+# Serve jcbtc/Qwen3.8-27B-CIRU-ActiveFPX-PromptForge as frank-default-large
+# via the CIRU ROCmFPX llama.cpp runtime on Dankclaw (Strix Halo gfx1151).
 #
-# Runs a patched llama-server (HauhauCS FastMTP build, commit 4df29be +
-# HauhauCS-FastMTP-llama.cpp.patch) with the FastMTP draft sidecar and the
-# ngram-mod fallback. There is no pipeline split: the whole model lives on
-# the 3090.
+# Runtime: the PromptForge llama-server built from ciru-ai/ROCmFPX tag
+# qwen3.8-activefpx-promptforge-v2.3 (commit 103af8b41) against the private
+# TheRock ROCm 7.15 SDK (kept in the retired ling3-ciru venv). The model is
+# a GGUF with optional PromptForge companion views (FFN/GDN .pfs) that enable
+# CIRU DualView prompt acceleration. Native depth-4 MTP speculative decoding.
 #
-# The FastMTP draft sidecar requires the patched executable. Loading the
-# draft with the stock binary fails with "expected 5120, 248320, got 5120,
-# 32768" (see the HauhauCS repo README).
+# The model card requires ROCm 7.15 (not the system ROCm 7.2.4) for the
+# advertised Strix Halo performance. LD_LIBRARY_PATH therefore points at the
+# 7.15 SDK libraries first. An older system ROCm must not precede them.
 #
 # Tunables come from frank-default-large.env in this directory unless
 # FRANK_LARGE_ENV_FILE overrides that path.
@@ -24,44 +26,52 @@ if [[ -f "$ENV_FILE" ]]; then
 fi
 
 # --- defaults (used when the env file does not set them) -------------------
-: "${MODEL_DIR:=/home/dank/models/hauhaucs-qwen38}"
-: "${MODEL_FILE:=Qwen3.8-27B-Uncensored-HauhauCS-Aggressive-IQ4_XS.gguf}"
-: "${DRAFT_FILE:=Qwen3.8-27B-Uncensored-HauhauCS-Aggressive-FastMTP-32K.gguf}"
-: "${LLAMA_BIN:=/home/dank/llama.cpp-fastmtp/build/bin/llama-server}"
+: "${LLAMA_BIN:=/home/dank/ciru-qwen38/ROCmFPX/build-promptforge/bin/llama-server}"
+: "${MODEL_DIR:=/home/dank/models/CIRU-Qwen3.8-27B-ActiveFPX}"
+: "${MODEL_FILE:=Qwen3.8-27B-CIRU-ActiveFPX-PromptForge-v2.gguf}"
+: "${FFN_PFS:=Qwen3.8-27B-CIRU-ActiveFPX-PromptForge-FFN.pfs}"
+: "${GDN_PFS:=Qwen3.8-27B-CIRU-ActiveFPX-PromptForge-GDN.pfs}"
+: "${ROCM_DEVEL:=/home/dank/ling3-ciru/Ling-3.0-Flash-CIRU-int4-Strix-native/.venv/lib/python3.12/site-packages/_rocm_sdk_devel}"
+: "${ROCM_LIB:=/home/dank/ling3-ciru/Ling-3.0-Flash-CIRU-int4-Strix-native/.venv/lib/python3.12/site-packages/_rocm_sdk_libraries}"
+: "${ROCM_CORE:=/home/dank/ling3-ciru/Ling-3.0-Flash-CIRU-int4-Strix-native/.venv/lib/python3.12/site-packages/_rocm_sdk_core}"
 : "${ALIAS:=frank-default-large}"
 : "${BIND_ADDR:=0.0.0.0}"
-: "${LISTEN_PORT:=7770}"
-: "${CTX_SIZE:=131072}"
-: "${PARALLEL:=1}"
-: "${SPEC_DEFAULT:=1}"
-: "${MTP:=1}"
-: "${SPEC_DRAFT_N_MAX:=2}"
-: "${SPEC_DRAFT_NGL:=all}"
-: "${SPEC_DRAFT_P_MIN:=0}"
-: "${SPEC_NGRAM_MOD_N_MIN:=48}"
-: "${SPEC_NGRAM_MOD_N_MAX:=64}"
-: "${SPEC_NGRAM_MOD_N_MATCH:=24}"
-: "${CACHE_TYPE_K:=q8_0}"
-: "${CACHE_TYPE_V:=f16}"
+: "${LISTEN_PORT:=52625}"
+: "${CTX_SIZE:=262144}"
+: "${PARALLEL:=2}"
 : "${BATCH_SIZE:=2048}"
-: "${UBATCH_SIZE:=1024}"
-: "${TEMPERATURE:=1.0}"
-: "${TOP_K:=20}"
+: "${UBATCH_SIZE:=2048}"
+: "${CACHE_TYPE_K:=f16}"
+: "${CACHE_TYPE_V:=f16}"
+: "${CTX_CHECKPOINTS:=32}"
+: "${CACHE_RAM:=8192}"
+: "${SPEC_DRAFT_N_MAX:=4}"
+: "${SPEC_DRAFT_N_MIN:=0}"
+: "${SPEC_DRAFT_P_MIN:=0.0}"
+: "${SPEC_DRAFT_P_SPLIT:=0.10}"
+: "${TEMPERATURE:=0.7}"
 : "${TOP_P:=0.95}"
-: "${MIN_P:=0.0}"
-: "${THREADS:=8}"
-: "${THREADS_HTTP:=1}"
+: "${REASONING:=on}"
+: "${REASONING_FORMAT:=deepseek}"
 : "${VERBOSITY:=4}"
 
 MODEL="$MODEL_DIR/$MODEL_FILE"
-DRAFT="$MODEL_DIR/$DRAFT_FILE"
+export PROMPTFORGE_SIDECAR="$MODEL_DIR/$FFN_PFS"
+export PROMPTFORGE_GDN_SIDECAR="$MODEL_DIR/$GDN_PFS"
+export PROMPTFORGE_MODE="m2048_fused_tail1476"
+export GGML_CUDA_GRAPH_OPT=0
+export LLAMA_MTP_CPU_ARGMAX_FASTPATH=1
 
 if [[ ! -f "$MODEL" ]]; then
     echo "missing required file: $MODEL" >&2
     exit 1
 fi
-if [[ ! -f "$DRAFT" ]]; then
-    echo "missing draft file: $DRAFT" >&2
+if [[ ! -f "$PROMPTFORGE_SIDECAR" ]]; then
+    echo "missing PromptForge FFN companion: $PROMPTFORGE_SIDECAR" >&2
+    exit 1
+fi
+if [[ ! -f "$PROMPTFORGE_GDN_SIDECAR" ]]; then
+    echo "missing PromptForge GDN companion: $PROMPTFORGE_GDN_SIDECAR" >&2
     exit 1
 fi
 if [[ ! -x "$LLAMA_BIN" ]]; then
@@ -69,40 +79,41 @@ if [[ ! -x "$LLAMA_BIN" ]]; then
     exit 1
 fi
 
-# --- speculative decoding: FastMTP (MTP) first, then ngram-mod fallback ----
-SPEC_ARGS=()
-SPEC_ARGS+=(--spec-type draft-mtp)
-SPEC_ARGS+=(--spec-draft-model "$DRAFT")
-SPEC_ARGS+=(--spec-draft-n-max "$SPEC_DRAFT_N_MAX")
-SPEC_ARGS+=(--spec-draft-ngl "$SPEC_DRAFT_NGL")
-SPEC_ARGS+=(--spec-draft-p-min "$SPEC_DRAFT_P_MIN")
-if [[ "$SPEC_DEFAULT" == "1" ]]; then
-    SPEC_ARGS+=(--spec-default)
-    SPEC_ARGS+=(--spec-ngram-mod-n-min "$SPEC_NGRAM_MOD_N_MIN")
-    SPEC_ARGS+=(--spec-ngram-mod-n-max "$SPEC_NGRAM_MOD_N_MAX")
-    SPEC_ARGS+=(--spec-ngram-mod-n-match "$SPEC_NGRAM_MOD_N_MATCH")
-fi
+# ROCm 7.15 SDK libraries must precede any system ROCm in LD_LIBRARY_PATH.
+export ROCM_PATH="$ROCM_DEVEL"
+export LD_LIBRARY_PATH="${ROCM_LIB}/lib:${ROCM_CORE}/lib:${ROCM_DEVEL}/lib${LD_LIBRARY_PATH:+:$LD_LIBRARY_PATH}"
 
 exec "$LLAMA_BIN" \
     --model "$MODEL" \
-    "${SPEC_ARGS[@]}" \
-    --gpu-layers all \
-    --no-mmap \
-    --flash-attn on \
-    --ctx-size "$CTX_SIZE" \
-    --parallel "$PARALLEL" \
-    --cache-type-k "$CACHE_TYPE_K" \
-    --cache-type-v "$CACHE_TYPE_V" \
-    --batch-size "$BATCH_SIZE" \
-    --ubatch-size "$UBATCH_SIZE" \
-    --temp "$TEMPERATURE" \
-    --top-k "$TOP_K" \
-    --top-p "$TOP_P" \
-    --min-p "$MIN_P" \
-    --threads "$THREADS" \
-    --threads-http "$THREADS_HTTP" \
-    --jinja \
     --alias "$ALIAS" \
-    -lv "$VERBOSITY" \
     --host "$BIND_ADDR" \
-    --port "$LISTEN_PORT"
+    --port "$LISTEN_PORT" \
+    -dev ROCm0 \
+    -ngl 999 \
+    -c "$CTX_SIZE" \
+    -b "$BATCH_SIZE" \
+    -ub "$UBATCH_SIZE" \
+    -fa on \
+    -ctk "$CACHE_TYPE_K" \
+    -ctv "$CACHE_TYPE_V" \
+    -np "$PARALLEL" \
+    -ctxcp "$CTX_CHECKPOINTS" \
+    --cache-ram "$CACHE_RAM" \
+    --cache-prompt \
+    --metrics \
+    --spec-type draft-mtp \
+    --spec-draft-device ROCm0 \
+    --spec-draft-ngl 999 \
+    --spec-draft-type-k f16 \
+    --spec-draft-type-v f16 \
+    --spec-draft-n-max "$SPEC_DRAFT_N_MAX" \
+    --spec-draft-n-min "$SPEC_DRAFT_N_MIN" \
+    --spec-draft-p-min "$SPEC_DRAFT_P_MIN" \
+    --spec-draft-p-split "$SPEC_DRAFT_P_SPLIT" \
+    --spec-draft-backend-sampling \
+    --temp "$TEMPERATURE" \
+    --top-p "$TOP_P" \
+    --reasoning "$REASONING" \
+    --reasoning-format "$REASONING_FORMAT" \
+    --reasoning-budget -1 \
+    -lv "$VERBOSITY"
diff --git a/scripts/serve-frank-small.sh b/scripts/serve-frank-small.sh
index f56e1b2..6bb9f19 100755
--- a/scripts/serve-frank-small.sh
+++ b/scripts/serve-frank-small.sh
@@ -1,19 +1,13 @@
 #!/usr/bin/env bash
-# Serve jcbtc/Qwen3.8-27B-CIRU-ActiveFPX-PromptForge via the CIRU ROCmFPX
-# llama.cpp runtime on Dankclaw (Strix Halo gfx1151).
+# Serve HauhauCS Qwen3.6-35B-A3B-Uncensored-HauhauCS-Aggressive:Q6_K_P with
+# ngram-mod speculative decoding on Dankserver (RTX 3090, MoE experts on CPU).
 #
-# Runtime: the PromptForge llama-server built from ciru-ai/ROCmFPX tag
-# qwen3.8-activefpx-promptforge-v2.3 (commit 103af8b41) against the private
-# TheRock ROCm 7.15 SDK (kept in the retired ling3-ciru venv). The model is
-# a GGUF with optional PromptForge companion views (FFN/GDN .pfs) that enable
-# CIRU DualView prompt acceleration. Native depth-4 MTP speculative decoding.
+# Runtime: upstream llama.cpp llama-server (b10121). The model is a 35B-total /
+# 3B-active MoE vision-language model; --n-cpu-moe keeps most expert weights on
+# CPU so the non-expert tensors + KV cache fit the 24 GB 3090.
 #
-# The model card requires ROCm 7.15 (not the system ROCm 7.2.4) for the
-# advertised Strix Halo performance. LD_LIBRARY_PATH therefore points at the
-# 7.15 SDK libraries first. An older system ROCm must not precede them.
-#
-# Tunables come from frank-default-small.env in this directory unless
-# FRANK_SMALL_ENV_FILE overrides that path.
+# Tunables come from frank-default-small.env in this directory unless the
+# FRANK_SMALL_ENV_FILE environment variable overrides that path.
 set -euo pipefail
 
 SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
@@ -25,95 +19,75 @@ if [[ -f "$ENV_FILE" ]]; then
     set +a
 fi
 
-# --- defaults (used when the env file does not set them) -------------------
-: "${LLAMA_BIN:=/home/dank/ciru-qwen38/ROCmFPX/build-promptforge/bin/llama-server}"
-: "${MODEL_DIR:=/home/dank/models/CIRU-Qwen3.8-27B-ActiveFPX}"
-: "${MODEL_FILE:=Qwen3.8-27B-CIRU-ActiveFPX-PromptForge-v2.gguf}"
-: "${FFN_PFS:=Qwen3.8-27B-CIRU-ActiveFPX-PromptForge-FFN.pfs}"
-: "${GDN_PFS:=Qwen3.8-27B-CIRU-ActiveFPX-PromptForge-GDN.pfs}"
-: "${ROCM_DEVEL:=/home/dank/ling3-ciru/Ling-3.0-Flash-CIRU-int4-Strix-native/.venv/lib/python3.12/site-packages/_rocm_sdk_devel}"
-: "${ROCM_LIB:=/home/dank/ling3-ciru/Ling-3.0-Flash-CIRU-int4-Strix-native/.venv/lib/python3.12/site-packages/_rocm_sdk_libraries}"
-: "${ROCM_CORE:=/home/dank/ling3-ciru/Ling-3.0-Flash-CIRU-int4-Strix-native/.venv/lib/python3.12/site-packages/_rocm_sdk_core}"
+# --- defaults (used when the env file does not set them) -----------------
+: "${MODEL_DIR:=/home/dank/models}"
+: "${MODEL_FILE:=Qwen3.6-35B-A3B-Uncensored-HauhauCS-Aggressive-Q6_K_P.gguf}"
+: "${MMPROJ_FILE:=mmproj-Qwen3.6-35B-A3B-Uncensored-HauhauCS-Aggressive-f16.gguf}"
+: "${LLAMA_SERVER:=/home/dank/llama.cpp/build/bin/llama-server}"
 : "${ALIAS:=frank-default-small}"
 : "${BIND_ADDR:=0.0.0.0}"
-: "${LISTEN_PORT:=52625}"
-: "${CTX_SIZE:=131072}"
-: "${PARALLEL:=1}"
-: "${BATCH_SIZE:=2048}"
-: "${UBATCH_SIZE:=2048}"
+: "${LISTEN_PORT:=7770}"
+: "${CTX_SIZE:=700000}"
+: "${PARALLEL:=4}"
+: "${SPEC_TYPE:=ngram-mod}"
+: "${NGRAM_MOD_N_MIN:=48}"
+: "${NGRAM_MOD_N_MAX:=64}"
+: "${NGRAM_MOD_N_MATCH:=24}"
 : "${CACHE_TYPE_K:=f16}"
 : "${CACHE_TYPE_V:=f16}"
-: "${CTX_CHECKPOINTS:=32}"
-: "${CACHE_RAM:=8192}"
-: "${SPEC_DRAFT_N_MAX:=4}"
-: "${SPEC_DRAFT_N_MIN:=0}"
-: "${SPEC_DRAFT_P_MIN:=0.0}"
-: "${SPEC_DRAFT_P_SPLIT:=0.10}"
-: "${TEMPERATURE:=0.7}"
-: "${TOP_P:=0.95}"
-: "${REASONING:=on}"
-: "${REASONING_FORMAT:=deepseek}"
 : "${VERBOSITY:=4}"
+: "${N_CPU_MOE:=36}"
+: "${N_GPU_LAYERS:=all}"
+: "${BATCH_SIZE:=8192}"
+: "${UBATCH_SIZE:=3072}"
+: "${CTX_CHECKPOINTS:=4}"
+: "${NO_MMAP:=1}"
+: "${TEMPERATURE:=1.0}"
+: "${TOP_K:=20}"
+: "${TOP_P:=0.95}"
+: "${MIN_P:=0.0}"
+: "${THREADS:=7}"
+: "${THREADS_HTTP:=8}"
 
 MODEL="$MODEL_DIR/$MODEL_FILE"
-export PROMPTFORGE_SIDECAR="$MODEL_DIR/$FFN_PFS"
-export PROMPTFORGE_GDN_SIDECAR="$MODEL_DIR/$GDN_PFS"
-export PROMPTFORGE_MODE="m2048_fused_tail1476"
-export GGML_CUDA_GRAPH_OPT=0
-export LLAMA_MTP_CPU_ARGMAX_FASTPATH=1
+MMPROJ="$MODEL_DIR/$MMPROJ_FILE"
 
-if [[ ! -f "$MODEL" ]]; then
-    echo "missing required file: $MODEL" >&2
-    exit 1
-fi
-if [[ ! -f "$PROMPTFORGE_SIDECAR" ]]; then
-    echo "missing PromptForge FFN companion: $PROMPTFORGE_SIDECAR" >&2
-    exit 1
-fi
-if [[ ! -f "$PROMPTFORGE_GDN_SIDECAR" ]]; then
-    echo "missing PromptForge GDN companion: $PROMPTFORGE_GDN_SIDECAR" >&2
-    exit 1
-fi
-if [[ ! -x "$LLAMA_BIN" ]]; then
-    echo "missing llama-server binary: $LLAMA_BIN" >&2
+for f in "$MODEL" "$MMPROJ"; do
+    if [[ ! -f "$f" ]]; then
+        echo "missing required file: $f" >&2
+        exit 1
+    fi
+done
+if [[ ! -x "$LLAMA_SERVER" ]]; then
+    echo "missing llama-server binary: $LLAMA_SERVER" >&2
     exit 1
 fi
 
-# ROCm 7.15 SDK libraries must precede any system ROCm in LD_LIBRARY_PATH.
-export ROCM_PATH="$ROCM_DEVEL"
-export LD_LIBRARY_PATH="${ROCM_LIB}/lib:${ROCM_CORE}/lib:${ROCM_DEVEL}/lib${LD_LIBRARY_PATH:+:$LD_LIBRARY_PATH}"
-
-exec "$LLAMA_BIN" \
+exec "$LLAMA_SERVER" \
     --model "$MODEL" \
+    --mmproj "$MMPROJ" \
+    --jinja \
+    --spec-type "$SPEC_TYPE" \
+    --spec-ngram-mod-n-min "$NGRAM_MOD_N_MIN" \
+    --spec-ngram-mod-n-max "$NGRAM_MOD_N_MAX" \
+    --spec-ngram-mod-n-match "$NGRAM_MOD_N_MATCH" \
+    --cache-type-k "$CACHE_TYPE_K" \
+    --cache-type-v "$CACHE_TYPE_V" \
+    --verbosity "$VERBOSITY" \
+    --ctx-size "$CTX_SIZE" \
+    --parallel "$PARALLEL" \
+    --n-cpu-moe "$N_CPU_MOE" \
+    --gpu-layers "$N_GPU_LAYERS" \
+    --batch-size "$BATCH_SIZE" \
+    --ubatch-size "$UBATCH_SIZE" \
+    --ctx-checkpoints "$CTX_CHECKPOINTS" \
+    $([ "$NO_MMAP" = "1" ] && printf -- "--no-mmap") \
+    --temp "$TEMPERATURE" \
+    --top-k "$TOP_K" \
+    --top-p "$TOP_P" \
+    --min-p "$MIN_P" \
+    --threads "$THREADS" \
+    --threads-http "$THREADS_HTTP" \
     --alias "$ALIAS" \
     --host "$BIND_ADDR" \
-    --port "$LISTEN_PORT" \
-    -dev ROCm0 \
-    -ngl 999 \
-    -c "$CTX_SIZE" \
-    -b "$BATCH_SIZE" \
-    -ub "$UBATCH_SIZE" \
-    -fa on \
-    -ctk "$CACHE_TYPE_K" \
-    -ctv "$CACHE_TYPE_V" \
-    -np "$PARALLEL" \
-    -ctxcp "$CTX_CHECKPOINTS" \
-    --cache-ram "$CACHE_RAM" \
-    --cache-prompt \
-    --metrics \
-    --spec-type draft-mtp \
-    --spec-draft-device ROCm0 \
-    --spec-draft-ngl 999 \
-    --spec-draft-type-k f16 \
-    --spec-draft-type-v f16 \
-    --spec-draft-n-max "$SPEC_DRAFT_N_MAX" \
-    --spec-draft-n-min "$SPEC_DRAFT_N_MIN" \
-    --spec-draft-p-min "$SPEC_DRAFT_P_MIN" \
-    --spec-draft-p-split "$SPEC_DRAFT_P_SPLIT" \
-    --spec-draft-backend-sampling \
-    --temp "$TEMPERATURE" \
-    --top-p "$TOP_P" \
-    --reasoning "$REASONING" \
-    --reasoning-format "$REASONING_FORMAT" \
-    --reasoning-budget -1 \
-    -lv "$VERBOSITY"
+    --port "$LISTEN_PORT"