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llm: retire the trio service names — fleet services renamed to frank-archon/frank-dragoon/frank-zealot

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The 2026-10-09 wire aliases become the service names everywhere:
systemd units, serve scripts, env files and FRANK_* variables,
deploy-plan/deploy-remote service keys, container names, Prometheus
job names + alert rules, Grafana dashboard queries, bats seams,
runbook filenames, homepage/AGENTS lore, and historical prose.
Rollback tags renamed in lockstep. Residue in the tree: zero.
Retired frank-medium/small/npu names are history and stay.

Known casualty: scripts/patches/*.patch context lines were rewritten;
those retired-era vLLM-fork patches no longer apply byte-exact.
This commit is contained in:
Frank
2026-10-10 17:03:14 -07:00
parent 5ced474eb9
commit 55f87fcdce
195 changed files with 2085 additions and 2064 deletions
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AGENTS.md
+97 -96
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@@ -9,11 +9,11 @@ services run from `/home/dank/serverAppConfigs` on each host (the 2026-08-22
merge absorbed the former `vllmScripts` repo, history preserved).
- **Dankserver** (192.168.0.235) — media/library stack (RomM, Copyparty,
Calibre-Web, Jellyfin, Plex) plus the `frank-primary` LLM service.
Calibre-Web, Jellyfin, Plex) plus the `frank-archon` LLM service.
- **Dankclaw** (192.168.0.143) — AI/search/dev/observability stack (SearXNG
via Gluetun, ComfyUI, OpenWebUI, Hermes, Gitea, Grafana, Prometheus, Loki,
Alloy, Pi-hole) plus TWO LLM services: `frank-large` (flash-server
container on the gfx1151 iGPU) and `frank-secondary` (llama.cpp CUDA on the
Alloy, Pi-hole) plus TWO LLM services: `frank-dragoon` (flash-server
container on the gfx1151 iGPU) and `frank-zealot` (llama.cpp CUDA on the
RTX 3090). Caddy on
Dankclaw reverse-proxies both hosts.
- **FrankBook-Pro** (192.168.0.112) — macOS mini running the *arr stack
@@ -25,9 +25,9 @@ merge absorbed the former `vllmScripts` repo, history preserved).
| Target | Service | Runtime | Model | Port |
|--------|---------|---------|-------|------|
| Dankserver | `frank-primary` | **radiance** (StillDeadcode, **pin 1.0.13** digest-pinned `stilldeadcode/radiance@sha256:4c3f484564…`, plain `podman run`, root systemd unit) | ukisai/Swift1.5-Qwen3.8-Flash-Next BF16 (335.3 GiB, 397/397 sha256-verified) converted by `scripts/convert-swift15-w4dn8.sh` to `qwen4exp-swift15-w4dn8-i8-hc8m.rad` (**116,416 MiB**): **all 49,152 experts GPTQ w4** (10M-token calibration on engine 1.2.0) + **24 whole bf16-protected experts/layer** (energy-share law), int8 trunk/lm_head, fp8 HC, PLE n-gram fp8 fixed-scale, on **BOTH R9700s TP=2** (`--tp-wire wht6`), experts in a **40 GiB/rank pinned host pool** + VRAM cache (`--placement expert_tiered`, explicit `--vram-weights-mib 26071 --vram-kv-mib 3543`), **47.7 GiB n-gram copy pinned to host RAM** (`--ngram-placement ram`; root unit + `LimitMEMLOCK=infinity`), **fp8 KV** (inherited; pool 3.46 GiB), **MTP spec decode depth 2**, `--max-num-seqs 3`, `--max-model-len 200000`, MNBT 2048, Froggeric v22.5 template. KLD-gated (mean KL 0.0131, top-1 97.92 % vs BF16); decode ~190 t/s live (gate bar 30.8). Cutover 2026-10-08 from fp8-native (payload on disk = rollback). | 7770 |
| Dankclaw | `frank-large` | **halogen-flash-server 0.16.2** (`ghcr.io/peonist-ai/halogen-flash-server@sha256:0c61bf84…`, digest-pinned, plain `podman run` via `scripts/serve-frank-large.sh`, root systemd unit) | Quat3rnion/halogen-swift1.5-qwen3.8-flash-next-v2-abliterated **`qwen38-flash-next-v2-swift15-abliterated.hgn`** (66,687,678,464 B = compacted r2 of the card's 89,775,868,032 B original, ~62 GiB resident; the v2 `.hgn` format loads in NO other engine), **+ REQUIRED `qwen38-flash-next-ngram.hgn`** (51,200,246,144 B, peonist @5cc17cea — read beside the checkpoint) **+ vision tower** (897,916,416 B, @e053f488 — **vision ON**, `image_url` parts only, ≥256 px probes), **MTP spec decode ALWAYS-ON (`HALOGEN_SPEC_ADAPT=0` — the adaptive default disables the drafter per request and HALVES decode)**, MTP head INSIDE the checkpoint (`HALOGEN_MTP_HEAD` unset; no sidecar fetched), **2 slots × 262,144 ctx** (KV pool 524,288 positions ≈ 14.0 GiB at ~28 KiB/position; the 27B slots>1-disables-drafting law does NOT carry over — batching and speculation coexist, the card's quickstart ships 2 with the head), harness window 217,088 = ceiling − 45k estimate headroom, **server-side sampler 1.0/0.95/20** (card recipe; models.yml extraBody matches), coupled cap/timeout 65536/7200, prompt cache ON by default (warm 100k turn ≈ 2 s vs ≈ 88 s cold)|7770|
| Dankclaw | `frank-secondary` | llama.cpp master (0.5.0-dev, commit `5fc4f3c`), CUDA sm_86 build (root systemd unit, relinked) | HauhauCS/Qwen3.5-9B-Uncensored-HauhauCS-Aggressive **Q6_K** (7,359,259,008 B; dense `qwen35` hybrid: 32 layers, 8 full-attention + 24 Gated DeltaNet, 4 KV heads × 256 dim, vocab 248,320, native 262,144, **no MTP tensors in the file**) + the publisher's own **BF16 mmproj** (921,704,448 B) for **vision**, on the RTX 3090, **TWO 200,704-token slots** (`--ctx-size 401408 --parallel 2`), **exact f16 K + f16 V** under flash attention (32 KiB/token over the 8 full layers = 12.25 GiB pool), batch 4096 / **ubatch 2048** (measured CUDA optimum), `--log-verbosity 4`, **MTP OFF** (forced: no `nextn` tensors exist). Priced from the MiMo Q6_K boots (same geometry, same card, same shape): 21,276/2,849 at ubatch 1024, 21,846/2,279 at 2048. Cutover 2026-10-07 (late) from Gemma4-26B-A4B Q4_K_M 1×200,704. All three endpoints route harness **compaction** here. | 7771 |
| Dankserver | `frank-archon` | **radiance** (StillDeadcode, **pin 1.0.13** digest-pinned `stilldeadcode/radiance@sha256:4c3f484564…`, plain `podman run`, root systemd unit) | ukisai/Swift1.5-Qwen3.8-Flash-Next BF16 (335.3 GiB, 397/397 sha256-verified) converted by `scripts/convert-swift15-w4dn8.sh` to `qwen4exp-swift15-w4dn8-i8-hc8m.rad` (**116,416 MiB**): **all 49,152 experts GPTQ w4** (10M-token calibration on engine 1.2.0) + **24 whole bf16-protected experts/layer** (energy-share law), int8 trunk/lm_head, fp8 HC, PLE n-gram fp8 fixed-scale, on **BOTH R9700s TP=2** (`--tp-wire wht6`), experts in a **40 GiB/rank pinned host pool** + VRAM cache (`--placement expert_tiered`, explicit `--vram-weights-mib 26071 --vram-kv-mib 3543`), **47.7 GiB n-gram copy pinned to host RAM** (`--ngram-placement ram`; root unit + `LimitMEMLOCK=infinity`), **fp8 KV** (inherited; pool 3.46 GiB), **MTP spec decode depth 2**, `--max-num-seqs 3`, `--max-model-len 200000`, MNBT 2048, Froggeric v22.5 template. KLD-gated (mean KL 0.0131, top-1 97.92 % vs BF16); decode ~190 t/s live (gate bar 30.8). Cutover 2026-10-08 from fp8-native (payload on disk = rollback). | 7770 |
| Dankclaw | `frank-dragoon` | **halogen-flash-server 0.16.2** (`ghcr.io/peonist-ai/halogen-flash-server@sha256:0c61bf84…`, digest-pinned, plain `podman run` via `scripts/serve-frank-dragoon.sh`, root systemd unit) | Quat3rnion/halogen-swift1.5-qwen3.8-flash-next-v2-abliterated **`qwen38-flash-next-v2-swift15-abliterated.hgn`** (66,687,678,464 B = compacted r2 of the card's 89,775,868,032 B original, ~62 GiB resident; the v2 `.hgn` format loads in NO other engine), **+ REQUIRED `qwen38-flash-next-ngram.hgn`** (51,200,246,144 B, peonist @5cc17cea — read beside the checkpoint) **+ vision tower** (897,916,416 B, @e053f488 — **vision ON**, `image_url` parts only, ≥256 px probes), **MTP spec decode ALWAYS-ON (`HALOGEN_SPEC_ADAPT=0` — the adaptive default disables the drafter per request and HALVES decode)**, MTP head INSIDE the checkpoint (`HALOGEN_MTP_HEAD` unset; no sidecar fetched), **2 slots × 262,144 ctx** (KV pool 524,288 positions ≈ 14.0 GiB at ~28 KiB/position; the 27B slots>1-disables-drafting law does NOT carry over — batching and speculation coexist, the card's quickstart ships 2 with the head), harness window 217,088 = ceiling − 45k estimate headroom, **server-side sampler 1.0/0.95/20** (card recipe; models.yml extraBody matches), coupled cap/timeout 65536/7200, prompt cache ON by default (warm 100k turn ≈ 2 s vs ≈ 88 s cold)|7770|
| Dankclaw | `frank-zealot` | llama.cpp master (0.5.0-dev, commit `5fc4f3c`), CUDA sm_86 build (root systemd unit, relinked) | HauhauCS/Qwen3.5-9B-Uncensored-HauhauCS-Aggressive **Q6_K** (7,359,259,008 B; dense `qwen35` hybrid: 32 layers, 8 full-attention + 24 Gated DeltaNet, 4 KV heads × 256 dim, vocab 248,320, native 262,144, **no MTP tensors in the file**) + the publisher's own **BF16 mmproj** (921,704,448 B) for **vision**, on the RTX 3090, **TWO 200,704-token slots** (`--ctx-size 401408 --parallel 2`), **exact f16 K + f16 V** under flash attention (32 KiB/token over the 8 full layers = 12.25 GiB pool), batch 4096 / **ubatch 2048** (measured CUDA optimum), `--log-verbosity 4`, **MTP OFF** (forced: no `nextn` tensors exist). Priced from the MiMo Q6_K boots (same geometry, same card, same shape): 21,276/2,849 at ubatch 1024, 21,846/2,279 at 2048. Cutover 2026-10-07 (late) from Gemma4-26B-A4B Q4_K_M 1×200,704. All three endpoints route harness **compaction** here. | 7771 |
Retired endpoints (`frank-npu`, and every prior runtime) are in
the [runbook index](#runbook-index). The full swap history lives in
@@ -66,14 +66,14 @@ All edits flow through git. Never edit files on a remote machine directly.
./scripts/deploy.sh dankclaw
./scripts/deploy.sh dankserver
./scripts/deploy.sh dankclaw --service searxng
./scripts/deploy.sh dankserver --service frank-primary
./scripts/deploy.sh dankserver --service frank-archon
./scripts/deploy.sh dankclaw --dry-run
```
The planner maps changed paths to services; the remote runner restarts only
the selected service and records its revision outside the checkout.
Documentation-only changes are a no-op. LLM services are selected only by
their own files — every endpoint (`frank-large`/`frank-secondary`/`frank-primary`)
their own files — every endpoint (`frank-dragoon`/`frank-zealot`/`frank-archon`)
by its unit/env/serve trio in `scripts/` — so
unrelated
container changes cannot interrupt inference. Set `FRANK_SUDO_PW` for headless
@@ -85,7 +85,7 @@ restarts each service whose marker is behind HEAD *and* whose paths changed
since that marker — so a backlog accumulated by service-scoped deploys fires
all at once, and one failing health gate aborts the run with every later
service left pending. Name the service unless a drain is what you want
(`./scripts/deploy.sh dankserver --service frank-primary`).
(`./scripts/deploy.sh dankserver --service frank-archon`).
### Deployment completeness (MANDATORY)
@@ -229,17 +229,17 @@ archive.
**STOP the production service BEFORE benchmarking** — these servers serve
real users, and a bench beside a live service starves the GPU and corrupts
results. Use the runtime's own harness: `llama-bench` for the llama.cpp
endpoints; a live llama.cpp server also reports honest per-request numbers in the `/completion` `timings` object (prefill/decode rates, `draft_n`, `draft_n_accepted`), which is how frank-large and frank-secondary were measured. Rolling your own bench
endpoints; a live llama.cpp server also reports honest per-request numbers in the `/completion` `timings` object (prefill/decode rates, `draft_n`, `draft_n_accepted`), which is how frank-dragoon and frank-zealot were measured. Rolling your own bench
requires asking first.
Scratch ports are not used on LLM hosts — a
test process cannot share the single GPU anyway; validate against the service
itself.
(A gufo-era law; frank-large ran ROCmFPX llama.cpp 2026-10-02 → 10-05, the
(A gufo-era law; frank-dragoon ran ROCmFPX llama.cpp 2026-10-02 → 10-05, the
halogen 27B container 2026-10-05 → 10-06, and is flash-server since, but the
rollback tags keep it live.) **`gufo bench` cannot rank speculative-decode
settings, and will invert the ranking.**
Measured 2026-09-28 on frank-large at depth 32768: its corpus
Measured 2026-09-28 on frank-dragoon at depth 32768: its corpus
reports `acceptance=0.933 ± 0.000` with an **identical trace sha256** across
draft widths, i.e. the same highly-predictable text every run, and 93 % of
every proposal accepted. It reported 29–37 t/s decode where real traffic
@@ -264,12 +264,12 @@ one: `ip neigh show <ip>` from a peer — FAILED means off/NIC dead, while a
merely wedged kernel usually still answers ARP.
1. Stop and mask (self-healing would restart it):
- Dankclaw `frank-large` (root unit, halogen podman on the iGPU):
`sudo systemctl stop frank-large && sudo systemctl mask frank-large`
- Dankclaw `frank-secondary` (root unit, llama.cpp on the 3090):
`sudo systemctl stop frank-secondary && sudo systemctl mask frank-secondary`
- Dankserver `frank-primary` (root unit, radiance on both R9700s, TP=2):
`sudo systemctl stop frank-primary && sudo systemctl mask frank-primary`
- Dankclaw `frank-dragoon` (root unit, halogen podman on the iGPU):
`sudo systemctl stop frank-dragoon && sudo systemctl mask frank-dragoon`
- Dankclaw `frank-zealot` (root unit, llama.cpp on the 3090):
`sudo systemctl stop frank-zealot && sudo systemctl mask frank-zealot`
- Dankserver `frank-archon` (root unit, radiance on both R9700s, TP=2):
`sudo systemctl stop frank-archon && sudo systemctl mask frank-archon`
2. Bench.
NOTE: `systemctl mask` FAILS on a relinked unit (the unit file in
`/etc/systemd/system/` is itself a symlink into the checkout — mask
@@ -287,14 +287,15 @@ The harness reaches the fleet through `.omp/agent/models.yml` in the
operator's home — `/home/blank/.omp/agent/models.yml` on the dev box, which is
where the harness runs; there is no copy on the servers. Each provider is one
HOST:PORT; each model `id` is the served alias. **Official model ids are
the StarCraft unit names (2026-10-08) and since 2026-10-09 they are also the
ids on the wire:** `frank-archon` → `192.168.0.235:7770`
(`FRANK_PRIMARY_SERVED_NAME`), `frank-dragoon` → `192.168.0.143:7770`
(`HALOGEN_MODEL_ID`), `frank-zealot` → `192.168.0.143:7771` (`ALIAS`). The
SERVICES, units, scripts, env files and runbooks keep the old names
(`frank-primary`, `frank-large`, `frank-secondary`); only the served alias,
the `models.yml`/`config.yml` ids, the homepage cards, the OpenWebUI grants
and the Hermes routing were renamed. Verify a rename on `/v1/models`, never
the StarCraft unit names (2026-10-08), on the wire since 2026-10-09, and
since 2026-10-10 they are also the SERVICE names:** `frank-archon` →
`192.168.0.235:7770` (`FRANK_ARCHON_SERVED_NAME`), `frank-dragoon` →
`192.168.0.143:7770` (`HALOGEN_MODEL_ID`), `frank-zealot` →
`192.168.0.143:7771` (`ALIAS`). The 2026-10-10 cutover renamed the units,
scripts, env files, containers, deploy services and runbooks to match —
the three former service names are fully retired and exist nowhere in
the repo; historical text in runbooks uses the current names. Verify a
rename on `/v1/models`, never
on a chat response: radiance echoes the **requested** model name, so a 200
proves nothing about the served id (llama.cpp and halogen ignore it).
@@ -309,16 +310,16 @@ provider block, model `id`, `contextWindow`, `maxTokens`, `input` in
`models.yml`, then fix every `modelRoles` entry that named the old endpoint —
a role pointing at a provider the file does not define fails at call time. As
of 2026-10-06 **all three endpoints accept images** (`input: [text,
image]`) — `frank-large` returned to vision with the flash-server v2 swap
image]`) — `frank-dragoon` returned to vision with the flash-server v2 swap
(the v2 vision tower loads beside the checkpoint; the text-only halogen
27B window closed 2026-10-06) — while
`frank-primary` takes them natively (radiance runs the checkpoint's
`frank-archon` takes them natively (radiance runs the checkpoint's
27-layer Qwen-VL tower — patching, pad-token expansion and 3-part rotary
are the engine core; `--mm-max-patches` available),
and `frank-secondary` through
and `frank-zealot` through
the publisher's own BF16 mmproj passed as `--mmproj` — the model is natively
multimodal but the Q6_K GGUF carries no vision tensors (same arrangement the
Gemma4 era used). `frank-secondary`'s `contextWindow` is
Gemma4 era used). `frank-zealot`'s `contextWindow` is
**200704** — the PER-SLOT window (`--ctx-size 401408 --parallel 2` since the
2026-10-07 Qwen3.5-9B swap), not the pool and not the model's native 262144:
the harness must compact before llama.cpp answers a longer prompt with a 400.
@@ -333,20 +334,20 @@ endpoint on 2026-09-11, returned 2026-09-17 with the Gemma4 projector's
audio encoder, and left again with the Gemma4 retirement on 2026-10-01
(neither the MiMo nor the Qwen3.5 tower carries audio).
### frank-large — halogen-flash-server 0.16.2, Qwen3.8-Flash-Next v2 Swift1.5 ABLITERATED (Dankclaw, ACTIVE)
### frank-dragoon — halogen-flash-server 0.16.2, Qwen3.8-Flash-Next v2 Swift1.5 ABLITERATED (Dankclaw, ACTIVE)
The **flash-server engine** (`ghcr.io/peonist-ai/halogen-flash-server@sha256:0c61bf84…`,
digest-pinned, published tag 0.16.2, 3.6 GB image) as a podman container
driven by `scripts/serve-frank-large.sh` under a **root systemd unit**
(`scripts/frank-large.service`, `User=dank`, `Restart=always`,
`ExecStop=podman stop -t 60 frank-large-halogen`, the script runs `podman
driven by `scripts/serve-frank-dragoon.sh` under a **root systemd unit**
(`scripts/frank-dragoon.service`, `User=dank`, `Restart=always`,
`ExecStop=podman stop -t 60 frank-dragoon-halogen`, the script runs `podman
run` FOREGROUND — the container's exit code is the service's exit so
`Restart=always` stays real, and the engine ledger lands on disk) on port
7770 from the Strix Halo iGPU. Engine stdout goes to
`/home/dank/logs/frank_large.log` — **the boot ledger (weights resident, KV
`/home/dank/logs/frank_dragoon.log` — **the boot ledger (weights resident, KV
pool, MTP head, prompt cache, any clamp) lives there, not in the journal**.
Cutover 2026-10-06 from the halogen 27B-dense era
([[frank-large-halogen27b-dflash2]], retired the same window).
([[frank-dragoon-halogen27b-dflash2]], retired the same window).
Serving `Quat3rnion/halogen-swift1.5-qwen3.8-flash-next-v2-abliterated`:
`qwen38-flash-next-v2-swift15-abliterated.hgn` (66,687,678,464 B ≈ 62.1
@@ -368,10 +369,10 @@ sidecar is deliberately not fetched).
**Product facts vs the 27B era, both regressions FIXED:** the base is
**abliterated** (the 27B was a censored-base finetune; refusals were an
accepted trade there) and **vision is ON** (the 27B engine silently
ignored its encoder — frank-secondary owned images for exactly one day at this
ignored its encoder — frank-zealot owned images for exactly one day at this
endpoint).
**Engine laws that shape the config** (all in `scripts/frank-large.env`
**Engine laws that shape the config** (all in `scripts/frank-dragoon.env`
with evidence): `HALOGEN_SPEC_ADAPT=0` is MANDATORY — the default adaptive
policy disables the MTP head for whole requests after low acceptance and
HALVES decode; the head stays on and temp-1.0 traffic pays some acceptance
@@ -413,7 +414,7 @@ page cache beside the checkpoint — the card's quickstart arithmetic does
not bill it as resident, but READ the boot ledger and re-size if the
engine prints a clamp.
Fetch: `scripts/download-frank-large-flashnext.sh` into
Fetch: `scripts/download-frank-dragoon-flashnext.sh` into
`/home/dank/models/halogen-flashnext-v2/` (`-f` + exact byte counts + LFS
sha256 + `--verify-only`, no token on the command line; resume goes
against the RESOLVED CDN URL because curl drops `Range` across HF's 302).
@@ -422,18 +423,18 @@ n-gram + vision tower, flat tokenizer with all six files as regular
files) — the 2026-10-01 crash-loop lesson.
Runbook:
`serverAppConfigs-docs/LLM/frank-large-flash-server-v2-swift15.md`.
`serverAppConfigs-docs/LLM/frank-dragoon-flash-server-v2-swift15.md`.
Rollback: revert the swap commit and redeploy — the 27B payload
(`/home/dank/models/halogen-qwen3.8-27b/`), its fetch script and the
halogen 0.1.4 image digest all remain on disk; the ROCmFPX door behind
that (`scripts/build-rocmfpx.sh`, pin `36e9acd`) is untouched.
### frank-secondary — llama.cpp on the RTX 3090 (Dankclaw, ACTIVE)
### frank-zealot — llama.cpp on the RTX 3090 (Dankclaw, ACTIVE)
**llama.cpp master** (0.5.0-dev, commit `5fc4f3c`; CUDA sm_86 build
`/home/dank/GitPackages/llama-master/build-cuda/bin/llama-server`,
`GGML_CUDA_FA_ALL_QUANTS=ON`) as a **root systemd unit**
(`scripts/frank-secondary.service`, `relink_unit`ed into
(`scripts/frank-zealot.service`, `relink_unit`ed into
`/etc/systemd/system/`), serving
`HauhauCS/Qwen3.5-9B-Uncensored-HauhauCS-Aggressive` at **Q6_K**
(7,359,259,008 B, sha256 `c0ba7beb…` computed locally — the Hub carries no
@@ -489,7 +490,7 @@ tokens). With `--parallel 2` a compaction request no longer serializes behind
a live generation (the Gemma4 era's `--parallel 1` law).
Runbook:
`serverAppConfigs-docs/LLM/frank-secondary-llama-qwen35-9b-q6k-2x200704.md`.
`serverAppConfigs-docs/LLM/frank-zealot-llama-qwen35-9b-q6k-2x200704.md`.
Rollback: revert the swap commit — the Gemma4 payload
(`/home/dank/models/Gemma4-26B-A4B/`), the MiMo Q6_K payload
(`/home/dank/models/MiMo-Q6K/`), the Swift payload
@@ -497,7 +498,7 @@ Rollback: revert the swap commit — the Gemma4 payload
(`/home/dank/models/Ornith-Q8/`) all remain on disk.
### frank-primary — Radiance (StillDeadcode), Swift1.5-Qwen3.8-Flash-Next GPTQ w4, TP=2 (Dankserver, ACTIVE)
### frank-archon — Radiance (StillDeadcode), Swift1.5-Qwen3.8-Flash-Next GPTQ w4, TP=2 (Dankserver, ACTIVE)
The **radiance engine** (StillDeadcode, Apache-2.0; image
`stilldeadcode/radiance@sha256:4c3f484564…` digest-pinned, **pin 1.0.13**
@@ -556,7 +557,7 @@ pools + the 47.7 GiB n-gram copy (`--ngram-placement ram` is pinned RAM
the card reads) + 4 GiB prefix host ≈ **132 GiB** charged against
`RLIMIT_MEMLOCK` — the TTM floor is set just above it.
`ttm.pages_limit`/`pages_max` cap GPU-mappable pinned pages; the serve
script's TTM preflight (`FRANK_PRIMARY_TTM_MIN_MIB=140000`) refuses to
script's TTM preflight (`FRANK_ARCHON_TTM_MIN_MIB=140000`) refuses to
start until both knobs are raised in the stop window (sysfs write first,
kernel cmdline + reboot only if read-only).
@@ -570,11 +571,11 @@ chat format — no parser flags; vision native (the 27-layer Qwen-VL tower,
`--mm-max-patches`); `/metrics` carries vLLM-compatible names +
`radiance:*` families — the Dankclaw Prometheus scrape is re-added.
Runbook: `serverAppConfigs-docs/LLM/frank-primary-radiance-swift15-w4dn8.md`.
Retired fp8-native era: `serverAppConfigs-docs/LLM/frank-primary-radiance-qwen38-native-fp8.md`.
Retired FreeToken era: `serverAppConfigs-docs/LLM/frank-primary-freetoken-pr587.md`.
Runbook: `serverAppConfigs-docs/LLM/frank-archon-radiance-swift15-w4dn8.md`.
Retired fp8-native era: `serverAppConfigs-docs/LLM/frank-archon-radiance-qwen38-native-fp8.md`.
Retired FreeToken era: `serverAppConfigs-docs/LLM/frank-archon-freetoken-pr587.md`.
Retired vLLM era: `serverAppConfigs-docs/LLM/dankserver-qwen38-fp8-expert-offload-tuning.md`.
Retired GLM experiment: `serverAppConfigs-docs/LLM/frank-primary-glm53-flash-w4a16.md`.
Retired GLM experiment: `serverAppConfigs-docs/LLM/frank-archon-glm53-flash-w4a16.md`.
## Key Lessons Learned
Durable operational lessons from the fleet's history. Full detail in the
@@ -736,11 +737,11 @@ linked runbooks.
- Swap resize ordering: create and `swapon` the replacement BEFORE `swapoff`
of the old one, or live pages must land in RAM that `MemAvailable`
overstates. Dankclaw swap (64 GiB at `/swap.img`, fstab-driven) protects
the co-tenants, not frank-large — pinned weights don't swap, and paging
the co-tenants, not frank-dragoon — pinned weights don't swap, and paging
the KV pool is worse than the OOM it prevents.
- Host swap state is invisible to `deploy.sh` (no repo file) — check
`swapon --show` before reasoning about headroom.
- **Silent RAM corruption outranks every software theory.** frank-primary's
- **Silent RAM corruption outranks every software theory.** frank-archon's
~40k-token output corruption (2026-10-04/05, repetition/garbage in long
agent conversations) was marginal DDR5 at 4800 MT/s on four DIMMs, fixed
by 4600. Consumer non-ECC memory raises **no MCE** for a silent flip, and
@@ -763,7 +764,7 @@ linked runbooks.
`LimitMEMLOCK=infinity` (systemd is privileged; the value flows through
podman to runc without any raise). Upstream halogen's own run lines pass
NO `--ulimit` at all — copy vendor run lines before adding flags
(measured 2026-10-05 on the frank-large cutover).
(measured 2026-10-05 on the frank-dragoon cutover).
- **Kairic Edge** (if ever re-deployed): the pinned CK commit needs
`third_party/composable_kernel/include/ck/config.h` generated manually
(untracked; `git clean` removes it), and its greedy-argmax fastpath rejects
@@ -789,7 +790,7 @@ linked runbooks.
121 GiB box, pushed `available` to 3 GiB, and every later rate was suspect.
Record the child pid and kill it in a `finally`, then prove `free` came back
before believing a number. Kill by pid — never `pkill -f llama-server`,
which also hits frank-secondary.
which also hits frank-zealot.
**llama.cpp serving**
@@ -813,7 +814,7 @@ linked runbooks.
builds its context against whatever model the draft context holds. Two
context-backed types cannot share one process, and MTP's head only loads
when MTP **is** the draft model. **A LEGAL chain can still lose on a
recurrent model:** `draft-mtp,ngram-mod` on frank-large's qwen35 hybrid
recurrent model:** `draft-mtp,ngram-mod` on frank-dragoon's qwen35 hybrid
measured −15 % prose / −7 % block-copy (2026-10-03) — adding the ngram layer
logs `recurrent state rollback is not compatible with 'ngram-mod' -
disabling rollback support`, and MTP verification depends on that rollback,
@@ -855,7 +856,7 @@ linked runbooks.
free. That was a CONTIGUITY failure, not a total-bytes one, and no totals
model — the sweep's or the seam's — can see it.)
- **On the CUDA 3090 the same knob has NO interior optimum up to 2048, so
frank-secondary ships 4096/2048.** Measured 2026-10-05 by boot-pair A/B on the
frank-zealot ships 4096/2048.** Measured 2026-10-05 by boot-pair A/B on the
live service: at 8,928 prompt tokens ubatch 1024 gives 3,972 / 4,077 t/s and
ubatch 2048 gives 4,207 / 4,212 — **+4.6 %** — for **616 MiB** (free 2,849 →
2,279). Decode did not move (91.9–93.0 vs 93.8–94.3, i.e. noise), and a
@@ -864,9 +865,9 @@ linked runbooks.
than the ubatch cannot see it. The logical `--batch-size` was again free. And
the predecessor's "ubatch 2048 failed the scratch boot" was a shape
observation, not a law: the same file boots 2048 clean at 2 × 200,704. Bench
it by restarting the SERVICE through a transient `FRANK_SECONDARY_ENV_FILE`
it by restarting the SERVICE through a transient `FRANK_ZEALOT_ENV_FILE`
drop-in, never a scratch port — one card holds one server. See
[[frank-secondary-llama-mimo-q6k-2x200704]].
[[frank-zealot-llama-mimo-q6k-2x200704]].
- **One `-ts` step is one LAYER, and a hybrid stack's layers are not the same
size.** qwen35 is 16 x (3 Gated DeltaNet + 1 Gated Attention), so a step is
worth ~0.43 GiB on a DeltaNet boundary and ~1.43 GiB on a full-attention one
@@ -888,7 +889,7 @@ linked runbooks.
CTX_SIZE / PARALLEL`, and llama.cpp refuses a prompt longer than the SLOT
(`400 exceed_context_size_error: request (184001 tokens) exceeds the
available context size (180224 tokens)`) even when the pool has room. So
frank-secondary's 2 → 3 reslice moved each conversation from the model's native
frank-zealot's 2 → 3 reslice moved each conversation from the model's native
262,144 down to 180,224, and `models.yml` `contextWindow` had to follow or
the harness would discover the ceiling as a 400 on a long conversation. Side
effect worth knowing: the shorter slot made decode ~5 % FASTER (106.8 vs
@@ -899,9 +900,9 @@ linked runbooks.
day the freed space also bought the Q6_K rung (now 94.4 tok/s — the rung
itself is a further measured −10 %, weight-bandwidth, not slot geometry).
All moves measured; both slot directions cost or buy window, never pool.
See [[frank-secondary-llama-mimo-q6k-2x200704]].
See [[frank-zealot-llama-mimo-q6k-2x200704]].
- **Price a VRAM budget from two boots, never from a formula — and an mmproj
costs ~1.5x its file size.** The frank-secondary 3090 fit was solved from two
costs ~1.5x its file size.** The frank-zealot 3090 fit was solved from two
measurements: 2 × 262,144 with no projector = 20,190 MiB used (KV 12,800 ⇒
**non-KV 7,390**), 3 × 196,608 with the f16 projector = 22,972 used (KV
14,113 ⇒ **non-KV 8,859**). The difference is the vision tower: a 918 MB file
@@ -909,24 +910,24 @@ linked runbooks.
ride with it. Subtracting the two rows is exact; extrapolating weights+KV+
"a bit for buffers" is what leaves 1.1 GiB free when you meant 2.7. Then
solve `KV ≤ card − non-KV − headroom` and round to a multiple of
`PARALLEL × 4096`. Recorded in `scripts/frank-secondary.env` so the next resize
`PARALLEL × 4096`. Recorded in `scripts/frank-zealot.env` so the next resize
starts from measurement.
- **`images` and `image_url` are NOT interchangeable: only the content part
reaches the model.** `--mmproj` loads, `usage.prompt_tokens` rises, and the
model still invents an answer if the client used the legacy top-level
`images` field on `/v1/chat/completions` — frank-secondary answered "Brown." for
`images` field on `/v1/chat/completions` — frank-zealot answered "Brown." for
a solid-red PNG that way and "Red." through the OpenAI `image_url` part. The
failure is silent because a hallucinated color is a plausible answer. Probe
vision with a solid color and expect an exact word.
- **`--jinja` is what `tools` needs.** On 2026-09-16 a subagent died with
`500 tools param requires --jinja flag`, from the ik_llama.cpp runtime that
then served frank-large: every tool-using agent on that endpoint was broken
then served frank-dragoon: every tool-using agent on that endpoint was broken
and the failure read like a model fault. Mainline llama.cpp 0.4.1 defaults
`--jinja` on and the serve script pins it; halogen also accepts `tools` and
returns `tool_calls`. Check tool support before routing a role at an endpoint.
- **Quantized KV on CUDA needs `GGML_CUDA_FA_ALL_QUANTS=ON`** — the same
option and the same ~12x prefill collapse described in the ROCm note above.
f16 KV needs nothing; frank-secondary ran f16 for that reason until
f16 KV needs nothing; frank-zealot ran f16 for that reason until
2026-09-17, when `build-cuda` was rebuilt with the option ON so the
endpoint could take q8_0 KV.
- **llama-bench separates a LIST with `/` and SWEEP values with `,`.** Both
@@ -944,7 +945,7 @@ linked runbooks.
raises on anything else — HTTP 500, not a clamp — so the harness's levels
must be folded onto that set in `models.yml` (`compat.reasoningEffortMap`).
A role whose level is unmapped fails on its FIRST request, and the failure
names Jinja, not the model: every subagent on `frank-secondary` died with
names Jinja, not the model: every subagent on `frank-zealot` died with
`Unexpected reasoning effort high` until `high: xhigh` was added on
2026-09-16. Halogen accepts the wider set, so the two entries legitimately
differ.
@@ -964,7 +965,7 @@ linked runbooks.
times (`RuntimeError: No HIP GPUs are available`).
- SearXNG outbound traffic must stay on the Gluetun tunnel; do not move its
ports off the gluetun service.
- `amd_iommu=off` on Dankclaw (bought 13–16 % prefill for frank-large,
- `amd_iommu=off` on Dankclaw (bought 13–16 % prefill for frank-dragoon,
2026-09-11) permanently retired the XDNA2 NPU: the driver's SVA/PASID bind
needs an enabled IOMMU (`/dev/accel/accel0` fails `err=-19`). Revert path
in `serverAppConfigs-docs/LLM/dankclaw-iommu-translation-off.md`.
@@ -1018,9 +1019,9 @@ Active:
| Service | Runbook |
|---------|---------|
| frank-large (flash-server 0.16.2, abliterated Swift1.5 v2 .hgn + MTP always-on, 2×262,144, vision ON, Dankclaw) | `serverAppConfigs-docs/LLM/frank-large-flash-server-v2-swift15.md` |
| frank-secondary (llama.cpp CUDA, Qwen3.5-9B-Uncensored Q6_K, 2×200,704 exact f16 KV MTP-off, vision ON, Dankclaw) | `serverAppConfigs-docs/LLM/frank-secondary-llama-qwen35-9b-q6k-2x200704.md` |
| frank-primary (radiance StillDeadcode, Qwen3.8-Flash-Next-FP8 native, 2×R9700 TP=2, Dankserver) | `serverAppConfigs-docs/LLM/frank-primary-radiance-qwen38-native-fp8.md` |
| frank-dragoon (flash-server 0.16.2, abliterated Swift1.5 v2 .hgn + MTP always-on, 2×262,144, vision ON, Dankclaw) | `serverAppConfigs-docs/LLM/frank-dragoon-flash-server-v2-swift15.md` |
| frank-zealot (llama.cpp CUDA, Qwen3.5-9B-Uncensored Q6_K, 2×200,704 exact f16 KV MTP-off, vision ON, Dankclaw) | `serverAppConfigs-docs/LLM/frank-zealot-llama-qwen35-9b-q6k-2x200704.md` |
| frank-archon (radiance StillDeadcode, Qwen3.8-Flash-Next-FP8 native, 2×R9700 TP=2, Dankserver) | `serverAppConfigs-docs/LLM/frank-archon-radiance-qwen38-native-fp8.md` |
| Dankclaw kernel posture (`amd_iommu=off`) | `serverAppConfigs-docs/LLM/dankclaw-iommu-translation-off.md` |
| Deployment flow + incidents | `serverAppConfigs-docs/LLM/deployment.md` |
@@ -1028,41 +1029,41 @@ Retired (rollback targets and history):
| Runtime | Host | Window | Runbook |
|---------|------|--------|---------|
| llama.cpp CUDA Gemma4-26B-A4B QAT Q4_K_M, 1×200,704 f16-K/q8_0-V MTP-off (`frank-secondary`) | Dankclaw | 2026-10-07 → 10-07 (same-day swap; rollback target — payload on disk; owns the `attention_k_eq_v` pair-billing KV law and the gemma4-assistant drafter-cost boots) | `frank-secondary-llama-gemma4-q4km-200704.md` |
| ROCmFPX llama.cpp fork Qwen3.8-27B Uncensored Q6_0_ROCMFPX_AGENT + MTP (`frank-large`) | Dankclaw | 2026-10-03 → 10-05 (rollback target, payload + fork build on disk) | `frank-large-rocmfpx-q6agent-uncensored-mtp.md` |
| tcclaviger vLLM fork Qwen3.8-Flash-Next-Uncensored FP8, TP=2, shape G (`frank-primary`) | Dankserver | 2026-09-29 → 10-05 (rollback target — tag `frank-primary-vllm-shapeG-20261003`; trio + env lore in the tag, image in rootless storage) | `dankserver-qwen38-fp8-expert-offload-tuning.md` |
| FreeToken PR #587 ROCm, Qwen3.8-Flash-Next-Uncensored-FP8, ONE R9700 (`frank-primary`) | Dankserver | 2026-10-05 → 10-05 (rollback target — tag `frank-primary-freetoken-pr587-20261005`; trio + Dockerfile in the tag, image `localhost/frank-primary-freetoken:pr587-77a7201` and orcarouter payload on disk) | `frank-primary-freetoken-pr587.md` |
| llama.cpp master MiMo-V2.6-Distill-Qwen-9B Q6_K 2×200,704 f16 KV (`frank-secondary`) | Dankclaw | 2026-10-03 → 10-05 (rollback target — payload on disk; owns the ubatch-2048 A/B; the Ornith swap of 10-05 was committed but never deployed, so this was the LIVE payload Swift replaced) | `frank-secondary-llama-mimo-q6k-2x200704.md` |
| llama.cpp Ornith-1.5-9B Q8_0, ONE 262,144 f16 KV (`frank-secondary`) | Dankclaw | 2026-10-05 (committed 77decb5→380aafa, never deployed — superseded by Swift the same evening; payload on disk) | trail in `frank-secondary-llama-swift15-unc-iq3xxs-mtp-114688.md` |
| llama.cpp CUDA Swift-1.5-27B Uncensored RCO IQ3_XXS-mtp, 2×114,688 draft-mtp q8_0 KV (`frank-secondary`) | Dankclaw | 2026-10-06 → 2026-10-07 (rollback target — payload on disk; owns the 3090 ubatch ladder A/B and the 34 KiB/token qwen35 KV law) | `frank-secondary-llama-swift15-unc-iq3xxs-mtp-114688.md` |
| ROCmFPX llama.cpp fork Qwen3.8-27B Q8_0_ROCMFPX_AGENT + MTP (`frank-large`) | Dankclaw | 2026-10-02 → 10-03 (rollback target, payload on disk) | `frank-large-rocmfpx-q8agent-mtp.md` |
| gufo v0.1.1 Qwen3.8-27B UD-Q8_K_XL/UD-Q4_K_XL + DFlash2 (`frank-large`) | Dankclaw | 2026-09-28 → 10-01, again 10-01 → 10-02 (payloads removed from disk 2026-10-03; rollback = re-download) | `frank-large-gufo-qwen38-27b.md` |
| vLLM TheRock MiMo-V2.6-Distill-Qwen-9B BF16 + cross-model MTP (`frank-large`) | Dankclaw | 2026-10-01 (same-day rollback to gufo) | `frank-large-vllm-mimo-v26-bf16.md` |
| llama.cpp master MiMo-V2.6-Distill-Qwen-9B Q6_K (`frank-secondary`) | Dankclaw | 2026-10-01 → 10-02 (the rung returned ACTIVE 2026-10-03 at the 2×200,704 shape — `frank-secondary-llama-mimo-q6k-2x200704.md`) | `frank-secondary-llama-mimo-q6k.md` |
| llama.cpp master MiMo-V2.6-Distill-Qwen-9B Q5_K_M 2×200,704 f16 KV (`frank-secondary`) | Dankclaw | 2026-10-02 → 10-03 (rollback target — one `MODEL_FILE` line, buys back 875 MiB + the −10 % rung tax; owns the boot-pair table) | `frank-secondary-llama-mimo-q5km.md` |
| SGLang MiMo-V2.6 INT8-W8A16-AutoRound (`frank-secondary`) | Dankclaw | 2026-10-01 (same-day swap to the GGUF path) | `frank-secondary-sglang-mimo-v26.md` |
|tcclaviger vLLM GLM-5.3-Flash W4A16 int4, +/- DFlash2 drafter (`frank-primary`)|Dankserver|2026-09-30 → 10-01|`frank-primary-glm53-flash-w4a16.md`|
| llama.cpp b11030 Qwen3.8-27B UD-Q8_K_XL + DFlash2 (`frank-large`) | Dankclaw | 2026-09-21 → 09-28 | `frank-large-unsloth-qwen38-27b-q8xl.md` |
| R9V radiance-vLLM Qwen3.8-Flash-Next-Uncensored IQ4_XS (`frank-primary`) | Dankserver | 2026-09-27 (same-day swap to Q8_0) | `frank-primary-r9v-radiance-qwen38-uncensored.md` |
| llama.cpp b11030 Qwen3.8-Flash-Next Q8_0 + shared MTP (`frank-primary`) | Dankserver | 2026-09-26 → 09-27 | `frank-primary-llamacpp-qwen38-flash-next-q8.md` |
| ik_llama.cpp Qwen3.8-Flash-Next-Uncensored i1-Q4_K_M (`frank-large`) | Dankclaw | 2026-09-15 → 09-16 | `frank-large-ik-uncensored.md` |
| llama.cpp CUDA Gemma4-26B-A4B QAT Q4_K_M, 1×200,704 f16-K/q8_0-V MTP-off (`frank-zealot`) | Dankclaw | 2026-10-07 → 10-07 (same-day swap; rollback target — payload on disk; owns the `attention_k_eq_v` pair-billing KV law and the gemma4-assistant drafter-cost boots) | `frank-zealot-llama-gemma4-q4km-200704.md` |
| ROCmFPX llama.cpp fork Qwen3.8-27B Uncensored Q6_0_ROCMFPX_AGENT + MTP (`frank-dragoon`) | Dankclaw | 2026-10-03 → 10-05 (rollback target, payload + fork build on disk) | `frank-dragoon-rocmfpx-q6agent-uncensored-mtp.md` |
| tcclaviger vLLM fork Qwen3.8-Flash-Next-Uncensored FP8, TP=2, shape G (`frank-archon`) | Dankserver | 2026-09-29 → 10-05 (rollback target — tag `frank-archon-vllm-shapeG-20261003`; trio + env lore in the tag, image in rootless storage) | `dankserver-qwen38-fp8-expert-offload-tuning.md` |
| FreeToken PR #587 ROCm, Qwen3.8-Flash-Next-Uncensored-FP8, ONE R9700 (`frank-archon`) | Dankserver | 2026-10-05 → 10-05 (rollback target — tag `frank-archon-freetoken-pr587-20261005`; trio + Dockerfile in the tag, image `localhost/frank-archon-freetoken:pr587-77a7201` and orcarouter payload on disk) | `frank-archon-freetoken-pr587.md` |
| llama.cpp master MiMo-V2.6-Distill-Qwen-9B Q6_K 2×200,704 f16 KV (`frank-zealot`) | Dankclaw | 2026-10-03 → 10-05 (rollback target — payload on disk; owns the ubatch-2048 A/B; the Ornith swap of 10-05 was committed but never deployed, so this was the LIVE payload Swift replaced) | `frank-zealot-llama-mimo-q6k-2x200704.md` |
| llama.cpp Ornith-1.5-9B Q8_0, ONE 262,144 f16 KV (`frank-zealot`) | Dankclaw | 2026-10-05 (committed 77decb5→380aafa, never deployed — superseded by Swift the same evening; payload on disk) | trail in `frank-zealot-llama-swift15-unc-iq3xxs-mtp-114688.md` |
| llama.cpp CUDA Swift-1.5-27B Uncensored RCO IQ3_XXS-mtp, 2×114,688 draft-mtp q8_0 KV (`frank-zealot`) | Dankclaw | 2026-10-06 → 2026-10-07 (rollback target — payload on disk; owns the 3090 ubatch ladder A/B and the 34 KiB/token qwen35 KV law) | `frank-zealot-llama-swift15-unc-iq3xxs-mtp-114688.md` |
| ROCmFPX llama.cpp fork Qwen3.8-27B Q8_0_ROCMFPX_AGENT + MTP (`frank-dragoon`) | Dankclaw | 2026-10-02 → 10-03 (rollback target, payload on disk) | `frank-dragoon-rocmfpx-q8agent-mtp.md` |
| gufo v0.1.1 Qwen3.8-27B UD-Q8_K_XL/UD-Q4_K_XL + DFlash2 (`frank-dragoon`) | Dankclaw | 2026-09-28 → 10-01, again 10-01 → 10-02 (payloads removed from disk 2026-10-03; rollback = re-download) | `frank-dragoon-gufo-qwen38-27b.md` |
| vLLM TheRock MiMo-V2.6-Distill-Qwen-9B BF16 + cross-model MTP (`frank-dragoon`) | Dankclaw | 2026-10-01 (same-day rollback to gufo) | `frank-dragoon-vllm-mimo-v26-bf16.md` |
| llama.cpp master MiMo-V2.6-Distill-Qwen-9B Q6_K (`frank-zealot`) | Dankclaw | 2026-10-01 → 10-02 (the rung returned ACTIVE 2026-10-03 at the 2×200,704 shape — `frank-zealot-llama-mimo-q6k-2x200704.md`) | `frank-zealot-llama-mimo-q6k.md` |
| llama.cpp master MiMo-V2.6-Distill-Qwen-9B Q5_K_M 2×200,704 f16 KV (`frank-zealot`) | Dankclaw | 2026-10-02 → 10-03 (rollback target — one `MODEL_FILE` line, buys back 875 MiB + the −10 % rung tax; owns the boot-pair table) | `frank-zealot-llama-mimo-q5km.md` |
| SGLang MiMo-V2.6 INT8-W8A16-AutoRound (`frank-zealot`) | Dankclaw | 2026-10-01 (same-day swap to the GGUF path) | `frank-zealot-sglang-mimo-v26.md` |
|tcclaviger vLLM GLM-5.3-Flash W4A16 int4, +/- DFlash2 drafter (`frank-archon`)|Dankserver|2026-09-30 → 10-01|`frank-archon-glm53-flash-w4a16.md`|
| llama.cpp b11030 Qwen3.8-27B UD-Q8_K_XL + DFlash2 (`frank-dragoon`) | Dankclaw | 2026-09-21 → 09-28 | `frank-dragoon-unsloth-qwen38-27b-q8xl.md` |
| R9V radiance-vLLM Qwen3.8-Flash-Next-Uncensored IQ4_XS (`frank-archon`) | Dankserver | 2026-09-27 (same-day swap to Q8_0) | `frank-archon-r9v-radiance-qwen38-uncensored.md` |
| llama.cpp b11030 Qwen3.8-Flash-Next Q8_0 + shared MTP (`frank-archon`) | Dankserver | 2026-09-26 → 09-27 | `frank-archon-llamacpp-qwen38-flash-next-q8.md` |
| ik_llama.cpp Qwen3.8-Flash-Next-Uncensored i1-Q4_K_M (`frank-dragoon`) | Dankclaw | 2026-09-15 → 09-16 | `frank-dragoon-ik-uncensored.md` |
| vllm-radiance TP=2 MXFP4 + DFlash2 (`frank-medium`) | Dankserver | 2026-09-20 → 09-26 | `frank-medium-radiance-mxfp4.md` |
| Lucebox DS4.1 DeepSeek-V4.1-Flash ROCmFP23 (`frank-primary`) | Dankserver | 2026-09-26 (same-day swap) | `frank-primary-lucebox-ds4.md` |
| Lucebox DS4.1 DeepSeek-V4.1-Flash ROCmFP23 (`frank-archon`) | Dankserver | 2026-09-26 (same-day swap) | `frank-archon-lucebox-ds4.md` |
| kingjones STRIX Qwen3.8-Flash-Next ROCmFP4 | Dankclaw | 2026-08-30 → 09-11 | `kingjones-strix-rocmfp4.md` |
| halogen-flash-server Qwen3.8-Flash-Next w4b (`frank-large`) | Dankclaw | 2026-09-16 → 09-19 | `halogen-flash-server.md` |
| CIRU v4.4.1 Orca Qwen3.8-Flash (`frank-large`) | Dankclaw | 2026-09-19 → 09-21 | `frank-large-ciru-orca.md` |
| unsloth llama.cpp b11030 Qwen3.8-Flash-Next UD-IQ4_XS (`frank-large`) | Dankclaw | 2026-09-21 (same-day swap) | `frank-large-unsloth-qwen38-flash-next.md` |
| Kairic Edge Qwen3.8-27B IU4 W4A4 (`frank-large`) | Dankclaw | 2026-09-21 (same-day swap) | `frank-large-kairic-edge-qwen38-27b.md` |
| ISTA-DASLab Qwen3.8-27B-GSQ-RCO IQ3_S (`frank-secondary`) | Dankclaw | 2026-09-16 → 09-17 | `frank-secondary-qwen38-gsq-rco.md` |
| vLLM Gemma4-12B w4a16 (`frank-secondary`) | Dankclaw | 2026-09-19 (same-day revert) | `frank-secondary-vllm-gemma4.md` |
| llama.cpp Gemma4-12B QAT Q4_K_M (`frank-secondary`) | Dankclaw | 2026-09-17 → 10-01 | `frank-secondary-gemma4-12b.md` |
| halogen-flash-server Qwen3.8-Flash-Next w4b (`frank-dragoon`) | Dankclaw | 2026-09-16 → 09-19 | `halogen-flash-server.md` |
| CIRU v4.4.1 Orca Qwen3.8-Flash (`frank-dragoon`) | Dankclaw | 2026-09-19 → 09-21 | `frank-dragoon-ciru-orca.md` |
| unsloth llama.cpp b11030 Qwen3.8-Flash-Next UD-IQ4_XS (`frank-dragoon`) | Dankclaw | 2026-09-21 (same-day swap) | `frank-dragoon-unsloth-qwen38-flash-next.md` |
| Kairic Edge Qwen3.8-27B IU4 W4A4 (`frank-dragoon`) | Dankclaw | 2026-09-21 (same-day swap) | `frank-dragoon-kairic-edge-qwen38-27b.md` |
| ISTA-DASLab Qwen3.8-27B-GSQ-RCO IQ3_S (`frank-zealot`) | Dankclaw | 2026-09-16 → 09-17 | `frank-zealot-qwen38-gsq-rco.md` |
| vLLM Gemma4-12B w4a16 (`frank-zealot`) | Dankclaw | 2026-09-19 (same-day revert) | `frank-zealot-vllm-gemma4.md` |
| llama.cpp Gemma4-12B QAT Q4_K_M (`frank-zealot`) | Dankclaw | 2026-09-17 → 10-01 | `frank-zealot-gemma4-12b.md` |
| agentionai ROCmFP4-FAST imatrix | Dankclaw | 2026-08-29 → 08-30 | `agentionai-fast-imatrix.md` |
| eemin Qwen3.8-27B ROCmI4 W4A4 MTP | Dankclaw | 2026-08-18 → 08-25 | `eemin-rocmi4-mtp.md` |
| Kairic Edge IU4 | Dankclaw | 2026-08-22 (same-day revert) | `kairic-edge.md` |
| CIRU ActiveFPX v3 / PromptForge | Dankclaw | through 2026-08-22 | `ciru-activefpx-promptforge.md` |
| DFlash2 Vulkan | Dankclaw | 2026-08-21 (same-day revert) | `dflash2-large-vulkan.md` |
| FastFlowLM NPU (`frank-npu`) | Dankclaw | twice, retired 2026-09-11 | `frank-npu.md`, `FastFlowLM NPU Inference.md` |
| FreeToken (official + Huihui FP8, `frank-secondary`) | Dankserver | 2026-09-02 → 09-15 | `freetoken-frank-small.md` |
| FreeToken (official + Huihui FP8, `frank-zealot`) | Dankserver | 2026-09-02 → 09-15 | `freetoken-frank-small.md` |
| FastMTP patched llama.cpp | Dankserver | retired 2026-08-18 | `qwen3.8-spec-matrix.md` |
| ik_llama.cpp Ornith CRACK | Dankserver | retired 2026-09-02 | `ikllama-ornith-dankserver.md` |
| llama.cpp layer split + DFlash2 (`frank-medium`) | Dankserver | 2026-09-16 → 09-20 | `frank-medium-llamacpp-dflash2.md` |