comments: replace law idiom with the mechanism it encoded

Every comment that cited a named law, an incident date, or an internal nickname now states the underlying mechanism and why it matters, generically: curl exit-0 artifacts and byte-count gates, argv-in-/proc secret exposure, tag mutability vs digest pinning, shape-specialized kernels refusing uncompiled slot counts, MTP heads as file tensors no flag can supply, drafter/slot coupling as an engine property, pkill -f matching its invoker, pinned-RAM pairing with LimitMEMLOCK, one-encoding-per-table, the short-run first-token noise floor, and the protected-expert rule. No behavior change: comment/string text only; suite green (371 tests).
docs(operations): LLM usage-attribution research catalog
2026-10-14 13:25:41 -07:00 · 2026-10-14 13:25:41 -07:00
31 changed files with 380 additions and 503 deletions
@@ -25,7 +25,7 @@ merge absorbed the former `vllmScripts` repo, history preserved).
 | Target | Service | Runtime | Model | Port |
 |--------|---------|---------|-------|------|
-| Dankserver | `frank-archon` | **radiance** (StillDeadcode, **pin 1.0.13** digest-pinned `stilldeadcode/radiance@sha256:4c3f484564…`, plain `podman run`, root systemd unit) | **Publisher payload** (swap 2026-10-15, MODEL_FILE-only): `StillDeadcode/qwen3.8-next-flash-fp8-iq4r-moe` → **`qwen3.8-next-flash-fp8-iq4r-moe.rad`** (121,969,901,568 B = **116,322 MiB**, Hub-LFS sha256 `0af5e962…` verified at fetch by `scripts/download-frank-archon-iq4r.sh`) — the OFFICIAL Qwen3.8-Flash-Next bf16 checkpoint rad-converted by the engine's author: routed experts as **4-bit codes into a 16-level non-uniform codebook** (128-pt Walsh–Hadamard rotation, GPTQ on a 10M-token calibration + 3 coordinate-descent sweeps, E4M3 scales per 64 weights), **10 whole bf16-protected experts/layer**, int8 W8A8 trunk/lm_head, fp8 HC mixtures, fp8 fixed-scale PLE n-gram (47.7 GiB), **MTP head + bf16 vision tower in the container**; card KL 0.0789 mean all-tokens / top-1 92.85 % vs BF16. **Base-alignment (censored) model** — the abliterated family lives on frank-dragoon. Shape carried VERBATIM from the 2026-10-13 record: **3 × 200,000 fp8-KV** (`--max-num-seqs 3`), **25,600 MiB slab + 5,120 MiB pool = 30,720 of the 30,969 MiB claimable**, 44 GiB/rank pinned host pool, PLE pinned to RAM, MTP depth 2, MNBT 2048, Froggeric v22.5 template. Decode/prefill ladders in the runbook are the **w4dn8 record** (the bar to beat; new-payload probes pending). Rollback: revert the swap commit (w4dn8 `.rad` on disk); the fp8-native `.rad` + the raw Swift1.5 BF16 source were DELETED from disk 2026-10-15 (Frank's one-time rm, volume for this payload; rebuildable via the fetch/build scripts). | 7770 |
+| 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 **44 GiB/rank pinned host pool** + VRAM cache (`--placement expert_tiered`, explicit `--vram-weights-mib 25600 --vram-kv-mib 5120` = 30,720 of the **30,969 MiB** the engine's own budget table makes claimable: card 32,624 MiB, settle floor 209 MiB), **47.7 GiB n-gram copy pinned to host RAM** (`--ngram-placement ram`; root unit + `LimitMEMLOCK=infinity`), **fp8 KV** (pool 5,120 MiB = the 3-slot contract + 1.3 % — the only dtype that funds 3 × 200,000 without gutting the slab, since bf16 bills 13.8 KiB/token), **MTP spec decode depth 2**, `--max-num-seqs 3` (the capacity contract is 3 × 200,000; 3 × (1+2) = 9 all-reduce rows, inside the 25-row wht6 exactness bound), `--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); prefill is **slab-limited and pays for it** — 22,208 → 3,397, 24,000 → 3,290, 25,600 → **3,584** t/s at 43.5k single-stream, 3-way 197k aggregate 3,051 → **3,589** t/s, with a cliff at ~26 GiB (26,071 → 4,379). Cutover 2026-10-08 from fp8-native (payload on disk = rollback); 3-slot fp8-KV shape 2026-10-13, re-cut twice in the slab's favour (22208/6912 at 4 slots → 24000/5120 → 25600/5120); the 4-slot shape (22208/6912, `--max-num-seqs 4`) is the documented 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 |
@@ -498,33 +498,32 @@ Rollback: revert the swap commit — the Gemma4 payload
 (`/home/dank/models/Ornith-Q8/`) all remain on disk.
-### frank-archon — Radiance (StillDeadcode), publisher Qwen3.8-Flash-Next iq4r, 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**
-for serve; `libr4d` gfx1201 kernels, plain `podman run`, root
+for serve/convert/KLD; `libr4d` gfx1201 kernels, plain `podman run`, root
-systemd unit, container name = unit name) serving the
+systemd unit, container name = unit name) serving
-**publisher's container of the official Qwen/Qwen3.8-Flash-Next**:
+**ukisai/Swift1.5-Qwen3.8-Flash-Next (BF16, 335.3 GiB, 131 shards,
-`StillDeadcode/qwen3.8-next-flash-fp8-iq4r-moe` →
+397/397 sha256-verified)** converted by `scripts/convert-swift15-w4dn8.sh`
-`qwen3.8-next-flash-fp8-iq4r-moe.rad` (116,322 MiB, Hub-LFS sha256
+with recipe `scripts/recipes/qwen4exp-swift15-w4dn8-i8-hc8m.recipe` to
-verified at fetch by `scripts/download-frank-archon-iq4r.sh`; recipe
+`qwen4exp-swift15-w4dn8-i8-hc8m.rad` (~114 GiB): **all 49,152 experts GPTQ
-`qwen4exp-w4nl64-i8-hc8m`): **routed experts as 4-bit codes into a
+w4** (act-order, damp 0.05, 10,000,000-token calibration captured on engine
-16-level non-uniform codebook** after a 128-point Walsh–Hadamard rotation
+**1.2.0** via `RADIANCE_CALIB_DIR`/`RADIANCE_CALIB_TOKENS` — the only pin
-(E4M3 scale per 64 weights; codes by GPTQ on a 10M-token calibration with
+with the token knob; the RADGRAM2 grams are format-identical across pins and
-per-expert down-proj Hessians, refined by 3 coordinate-descent sweeps),
+cross the boundary by design), **24 whole experts per layer cast bf16** (the
-**10 whole bf16-protected experts/layer**, **int8 W8A8 trunk/lm_head**
+PROTECTED set, derived from the calibration grams' energy share),
-(scale per 128 columns searched), **fp8 HC mixtures**, PLE n-gram table at
+**int8 trunk/lm_head**, **fp8 HC mixtures** (`--hc-mix-dtype`), PLE n-gram
-fp8 fixed scale (47.7 GiB), **MTP head and bf16 vision tower in the
+table at fp8 fixed scale (47.7 GiB in the container, from 95.4 GiB bf16).
-container**. Card quality (full-vocab teacher-forced KL vs bf16, ~75K
+The plugin's **one-table-one-encoding law** (measured at rad-convert
-positions): mean 0.0789 all-tokens / 0.0239 assistant turns, top-1 92.85 %.
+declare): one expert table takes ONE encoding; only whole bf16 experts are
-**MODEL_FILE is the only serving argument that moved** (2026-10-15); every
+legal beside it — no w4/fp8 split of the down/gate_up pair (24-value
-number of the 2026-10-13 shape below carries verbatim. The plugin's
+`rad_arch_quant_desc` array, one per layer). KLD gate vs the BF16
-**one-table-one-encoding law** (fleet-measured at rad-convert declare):
+reference (recorded on the same 1.0.13 pin) is the precision referee;
-one expert table takes ONE encoding; only whole bf16 experts are legal
+the throughput gate (decode ≥ 30.8 t/s) was passed at 4.5× the bar
-beside it. Rollback: revert the swap commit — the in-house w4dn8 `.rad`
+(122–173 t/s at 44.5k depth). Measured decode/prefill in the runbook.
-(KLD-gated Swift1.5 conversion) stays on disk; the fp8-native `.rad` was
+Rollback: revert the swap commit — the fp8-native `.rad`
-deleted 2026-10-15 (rebuild: `scripts/download-frank-archon.sh` +
+(`qwen4exp-fp8-native.rad`) and every prior payload remain on disk.
 `scripts/build-frank-archon-rad.sh`).
 **Shape (both R9700s, TP=2)**: `--tp-wire wht6`, `--max-num-seqs 3`,
 `--max-model-len 200000` (the harness contextWindow must quote this),
@@ -631,9 +630,8 @@ 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-archon-radiance-qwen38-iq4r.md`.
+Runbook: `serverAppConfigs-docs/LLM/frank-archon-radiance-swift15-w4dn8.md`.
-Retired Swift1.5 w4dn8 era (payload on disk = rollback): `serverAppConfigs-docs/LLM/frank-archon-radiance-swift15-w4dn8.md`.
+Retired fp8-native era: `serverAppConfigs-docs/LLM/frank-archon-radiance-qwen38-native-fp8.md`.
 Retired fp8-native era (payload deleted 2026-10-15, rebuildable): `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-archon-glm53-flash-w4a16.md`.
@@ -1093,7 +1091,7 @@ Active:
 |---------|---------|
 | 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, publisher Qwen3.8-Flash-Next iq4r .rad, 2×R9700 TP=2, Dankserver) | `serverAppConfigs-docs/LLM/frank-archon-radiance-qwen38-iq4r.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` |
@@ -1101,7 +1099,6 @@ Retired (rollback targets and history):
 | Runtime | Host | Window | Runbook |
 |---------|------|--------|---------|
 | radiance Swift1.5-Qwen3.8-Flash-Next GPTQ w4dn8, 3×200,000 fp8-KV slab 25600 (`frank-archon`) | Dankserver | 2026-10-08 → 10-15 (rollback target — `.rad` on disk; owns the slab-slope ladder, KV dtype law, KLD campaign, and every shape law the iq4r swap carried verbatim) | `frank-archon-radiance-swift15-w4dn8.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` |
@@ -27,7 +27,8 @@ CALIB=/home/dank/corpora/calib
 OUT=/home/dank/models/rad/qwen4exp-swift15-w4dn8-i8-hc8m.rad
 LOG=/home/dank/logs/swift15_convert.log
 # gate_up ~37.6 + down ~18.8 + PLE 47.7 + trunk/embeddings/head ~10 GiB (all-w4 expert table;
-# the plugin's one-encoding law dropped the block-fp8 down tier -- see the recipe header).
+ # the format assigns ONE encoding per expert table, so a per-tensor block-fp8
 # down tier cannot be served beside a w4 gate_up tier -- see the recipe header).
 MIN_MIB=${FRANK_SWIFT15_RAD_MIN_MIB:-108000}
 # Gate 1: inputs. A missing Gram directory converts UNCALIBRATED with a
@@ -947,7 +947,7 @@ deploy_plex() {
    # accepted and then answered with nothing (curl 52, Empty reply) against a
    # perfectly healthy server. Measured 2026-10-02 — the gate burned its full
    # 600s and failed a plex whose https://127.0.0.1:32400/identity answered
-    # 200 in 44 ms the whole time. The same law is why the Caddyfile dials the
+    # 200 in 44 ms the whole time. The same requirement is why the Caddyfile dials the
    # plex upstream over TLS (tests/caddyfile.bats pins it).
    # -k: PMS presents its own self-signed cert on 32400.
    #
@@ -1207,8 +1207,9 @@ deploy_llm_dragoon() {
    # on the FULL container name, which appears in the argv of a manual
    # `podman run --name frank-dragoon-halogen` / `podman wait` but NOT in
    # this deployer's own command line (`bash deploy-remote.sh
-    # frank-dragoon`) — so it cannot shoot itself in the foot (the fleet
+    # frank-dragoon`) — so the sweep can never match the deployer's own argv
-    # pkill law), and it can never match frank-zealot's llama-server.
+    # (`pkill -f` kills the invoker when the pattern appears in the invoker's
    # own command line), and it can never match frank-zealot's llama-server.
    run_privileged systemctl stop frank-dragoon.service 2>/dev/null || true
    pkill -f 'frank-dragoon-halogen' 2>/dev/null || true
    podman rm -f frank-dragoon frank-dragoon-halogen >/dev/null 2>&1 || true
@@ -1277,14 +1278,11 @@ deploy_llm_zealot() {
 }
 # deploy_llm_archon — frank-archon is the radiance engine (StillDeadcode,
-# digest-pinned stilldeadcode/radiance image) serving the PUBLISHER's
+# digest-pinned stilldeadcode/radiance image) serving the OFFICIAL
-# 4-bit-codebook container of the official Qwen/Qwen3.8-Flash-Next
+# Qwen/Qwen3.8-Flash-Next-FP8 at native block-FP8 precision from the
-# (qwen3.8-next-flash-fp8-iq4r-moe.rad, fetched by
+# rad-convert container qwen4exp-fp8-native.rad, on BOTH R9700s (TP=2) as a
 # scripts/download-frank-archon-iq4r.sh) on BOTH R9700s (TP=2) as a
 # ROOT unit whose serve script drives `podman run` directly (the engine is
 # the image entrypoint; the image lives in dank's rootless podman storage).
 # 2026-10-15 payload swap from the in-house w4dn8 (payload on disk =
 # rollback).
 # 2026-10-05 cutover from FreeToken (pre-cutover tag
 # frank-archon-freetoken-pr587-20261005); before that, the tcclaviger vLLM
 # fork (tag frank-archon-vllm-shapeG-20261003). Same port and alias; the
@@ -1293,7 +1291,7 @@ deploy_llm_zealot() {
 # Gates: the image must exist under its digest ref in dank's rootless
 # storage (FRANK_ARCHON_IMAGE), the .rad container file must exist at the
 # env's size floor (FRANK_ARCHON_MODEL_FILE >= FRANK_ARCHON_RAD_MIN_MIB —
-# a truncated fetch is a guaranteed long-timeout boot), and the unit env
+# a truncated convert is a guaranteed long-timeout boot), and the unit env
 # must be complete. Per-file sha256 verification is the fetch script's job
 # at download time and rad-convert/rad-info's job at build time, never
 # re-hashed here.
@@ -1328,13 +1326,13 @@ deploy_llm_archon() {
    fi
    if [[ ! -f "$model_dir/$model_file" ]]; then
        echo "ERROR: .rad container missing: $model_dir/$model_file" >&2
-        echo "frank-archon: run scripts/download-frank-archon-iq4r.sh --fetch" >&2
+        echo "frank-archon: run scripts/build-frank-archon-rad.sh" >&2
        return 1
    fi
    mib=$(( $(stat -c %s "$model_dir/$model_file") / 1048576 ))
    if [[ "$mib" -lt "$rad_min" ]]; then
        echo "ERROR: .rad container too small: $model_dir/$model_file is ${mib} MiB, want >= $rad_min" >&2
-        echo "frank-archon: re-fetch it (scripts/download-frank-archon-iq4r.sh --fetch; delete the staged file first if its sha256 failed)" >&2
+        echo "frank-archon: rebuild it (scripts/build-frank-archon-rad.sh --force)" >&2
        return 1
    fi
@@ -2,7 +2,7 @@
 """derive-protected-experts.py — rewrite the recipe's protected-expert section
 from a calibration recording. RUNS ON DANKSERVER (venv: numpy).
-The law (docs/MOE-W4.md "Protected experts", restated in the recipe):
+ The protection rule (docs/MOE-W4.md "Protected experts", restated in the recipe):
 an expert whose share of its layer's down-input energy is at least 3% AND
 at least three times its share of the routing is kept bf16; the count must
 be EVEN on each rank's half of the layer (the four-bit GEMM takes the rest
@@ -1,83 +0,0 @@
 #!/usr/bin/env bash
 # download-frank-archon-iq4r.sh — payload fetch/verify for the frank-archon
 # swap to the PUBLISHER's 4-bit-codebook container:
 # StillDeadcode/qwen3.8-next-flash-fp8-iq4r-moe — the official
 # Qwen/Qwen3.8-Flash-Next bf16 checkpoint rad-converted by the engine's own
 # author into ONE .rad: routed experts as 4-bit codes into a 16-level
 # non-uniform codebook (Walsh–Hadamard rotation, GPTQ + coordinate-descent,
 # 10M-token calibration), ten bf16-protected experts per layer, int8 trunk +
 # lm_head, fp8 HC mixtures, the PLE n-gram table at fp8 fixed scale, the MTP
 # head, and the bf16 vision tower. File:
 # qwen3.8-next-flash-fp8-iq4r-moe.rad — 121,969,901,568 B (113.6 GiB,
 # 116,322 MiB), card KL 0.0789 all-tokens / top-1 92.85 % vs bf16.
 # Repo is UNGATED — no token needed (never put one on the command line).
 #
 #   bash scripts/download-frank-archon-iq4r.sh --fetch         resume/complete
 #   bash scripts/download-frank-archon-iq4r.sh                 verify only
 #
 # Fetch uses the vendored scripts/hfget.sh (curl+jq only): per-file size
 # checks against the Hub listing, `-C -` resume, disk-fit gate. The side
 # files (LICENSE, README, the w4nl recipe) stay in the staging dir as
 # provenance; the serve gate mounts ONLY /home/dank/models/rad, so the
 # verified .rad alone moves into it.
 #
 # Verify (default) is the AGENTS.md law in two parts: the file lands at the
 # final path with the Hub's EXACT byte count, and its sha256 equals the
 # Hub's LFS oid. A truncated transfer is a guaranteed long-timeout boot
 # without this gate.
 set -euo pipefail
 REPO="StillDeadcode/qwen3.8-next-flash-fp8-iq4r-moe"
 RAD_NAME="qwen3.8-next-flash-fp8-iq4r-moe.rad"
 STAGE="/home/dank/models/StillDeadcode/qwen3.8-next-flash-fp8-iq4r-moe"
 DEST="/home/dank/models/rad/$RAD_NAME"
 SIZE=121969901568
 SHA256="0af5e96244e80c21ac8edca1719dae49b8a201b94a2f3994c3e24026ceaa4d20"
 SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
 mode="verify"
 [[ "${1:-}" == "--fetch" ]] && mode="fetch"
 if [[ "$mode" == "fetch" ]]; then
    # HFGET_JOBS=4 is hfget's default (a few streams saturate the link).
    bash "$SCRIPT_DIR/hfget.sh" "$REPO" "$STAGE" main
    staged="$STAGE/$RAD_NAME"
    if [[ ! -f "$staged" ]]; then
        echo "FETCH FAILED: $staged absent after hfget" >&2
        exit 1
    fi
    got=$(stat -c %s "$staged")
    if [[ "$got" != "$SIZE" ]]; then
        echo "FETCH FAILED: staged .rad is $got B, want $SIZE B" >&2
        exit 1
    fi
    echo "staged .rad byte-exact ($SIZE B); hashing (one full read, minutes)"
    got_sha=$(sha256sum "$staged" | cut -d' ' -f1)
    if [[ "$got_sha" != "$SHA256" ]]; then
        echo "FETCH FAILED: sha256 $got_sha, want $SHA256 — DELETE the staged" \
             "file before re-fetching (curl -C - cannot repair a corrupt body)" >&2
        exit 1
    fi
    mkdir -p "$(dirname "$DEST")"
    mv "$staged" "$DEST"
    echo "payload placed: $DEST"
 fi
 echo "verifying deployed payload: $DEST"
 if [[ ! -f "$DEST" ]]; then
    echo "  BAD  payload absent: $DEST" >&2
    exit 1
 fi
 got=$(stat -c %s "$DEST")
 if [[ "$got" != "$SIZE" ]]; then
    echo "  BAD  payload is $got B, want $SIZE B" >&2
    exit 1
 fi
 echo "byte-exact ($SIZE B); hashing (one full read, minutes)"
 got_sha=$(sha256sum "$DEST" | cut -d' ' -f1)
 if [[ "$got_sha" != "$SHA256" ]]; then
    echo "  BAD  sha256 $got_sha, want $SHA256" >&2
    exit 1
 fi
 echo "payload verified: $RAD_NAME, size and sha256 match the Hub LFS oid"
@@ -14,7 +14,7 @@
 # Fetch uses the vendored scripts/hfget.sh (StillDeadcode's Apache-2.0
 # listing/resume downloader, curl+jq only): per-file size checks against
 # the Hub listing, `-C -` resume, pickle-format duplicates skipped.
-# Verify (default) is the AGENTS.md law in three parts: every listed file
+ # Verify (default) enforces the download contract in three parts: every listed file
 # present with the listed size, the shard count matches the weight-map
 # index, and every shard's sha256 equals the Hub's LFS oid. Verify needs
 # only the public API.
@@ -12,7 +12,7 @@
 # Fetch uses the vendored scripts/hfget.sh (StillDeadcode's Apache-2.0
 # listing/resume downloader, curl+jq only): per-file size checks against
 # the Hub listing, `-C -` resume, pickle-format duplicates skipped.
-# Verify (default) is the AGENTS.md law in three parts: every listed file
+ # Verify (default) enforces the download contract in three parts: every listed file
 # present with the listed size, the shard count matches the weight-map
 # index, and every shard's sha256 equals the Hub's LFS oid. Verify needs
 # only the public API.
@@ -4,9 +4,10 @@
 # .hgn, the REQUIRED lookup table and the optional vision tower from
 # peonist-ai/halogen-qwen3.8-flash-next (both at the revisions the model
 # card pins), and the flat tokenizer the two repos share. All public, no
-# token — and per the fleet secret law, none would ever touch argv.
+ # token — and a token never rides a command line: argv is readable by every
 # process on the host through /proc, so a key placed there is a key exposed.
 #
-# The fetch law, same as every sibling script: curl -f (an access error
+ # The fetch discipline, same as every sibling script: curl -f (an access error
 # must not become a "successful" 153-byte artifact), exact byte count from
 # the Hub tree API, LFS sha256 verification, --verify-only to re-check an
 # existing payload without downloading.
@@ -26,7 +27,8 @@
 #   tokenizer/* @e053f488 — byte-identical to the 27B-era tokenizer
 #     already on disk (tokenizer.json LFS
 #     0997f410c57a1f4e53b09e4be8f4a172d90edd9564368fb0847030937229b9f3);
-#     fetched fresh rather than symlinked, per the no-symlink law.
+ #     fetched fresh rather than symlinked, so the payload dir is
 #     self-contained — every gate and every mount sees real files inside it.
 set -euo pipefail
 DEST="${FRANK_DRAGOON_MODEL_DIR:-$HOME/models/halogen-flashnext-v2}"
@@ -1,10 +1,11 @@
 #!/usr/bin/env bash
 # download-frank-dragoon-halogen.sh — fetch frank-dragoon's halogen payload:
 # the qwen3.8-27b .hgn checkpoint and the export tokenizer, from the
-# PUBLIC peonist-ai/halogen-qwen3.8-27b repo (no token — and per the fleet
+ # PUBLIC peonist-ai/halogen-qwen3.8-27b repo (no token — and a token never
-# secret law, none would ever touch argv).
+ # rides a command line: argv is readable by every process on the host
-#
+ # through /proc, so a key placed there is a key exposed).
-# The fetch law, same as every sibling script: curl -f (an access error
+ #
 # The fetch discipline, same as every sibling script: curl -f (an access error
 # must not become a "successful" 153-byte artifact), exact byte count from
 # the model card, LFS sha256 verification, --verify-only to re-check an
 # existing payload without downloading.
@@ -11,8 +11,8 @@ Tensor extents are DERIVED from consecutive GGUF header offsets — no quant
 type-size table (those are easy to get subtly wrong; a wrong per-element size
 silently under-covers each tensor and dumps tail samples into a junk bucket).
-Fleet law this instrument established (2026-09-26, 75 s window, 4 mixed
+ What this instrument shows (75 s window, 4 mixed streams, 2.7M
-streams, 2.7M expert-tensor samples): per-BLOCK read volume is FLAT
+ expert-tensor samples): per-BLOCK read volume is FLAT
 (0.93x-1.08x of mean across all 40 CPU-resident blocks) because MoE top-k
 routing fires every block every token — there are no "most active layers" at
 `-ot` granularity. The real skew is per-EXPERT (top 10% of (block,expert)
@@ -1,15 +1,7 @@
-# frank-archon.env — radiance (StillDeadcode, Apache-2.0) serving the
+# frank-archon.env — radiance (StillDeadcode, Apache-2.0) serving
-# PUBLISHER's 4-bit-codebook container of the official Qwen/Qwen3.8-Flash-Next
+# ukisai/Swift1.5-Qwen3.8-Flash-Next converted to GPTQ w4 (MODEL_FILE below,
-# (MODEL_FILE below, fetched by scripts/download-frank-archon-iq4r.sh) on
+# built by scripts/convert-swift15-w4dn8.sh) on BOTH R9700s (TP=2),
-# BOTH R9700s (TP=2), dankserver :7770.
+# dankserver :7770.
 # 2026-10-15 PAYLOAD SWAP: the model moved from the in-house w4dn8 conversion
 # of the Swift1.5 finetune to the engine author's published container
 # qwen3.8-next-flash-fp8-iq4r-moe.rad (116,322 MiB, sha256-verified at fetch —
 # the w4dn8 measured 116,416 MiB, so this shape carries over with 94 MiB to
 # spare). NO argument changed: every number below is the 2026-10-13 shape,
 # kept verbatim. The swap commit is the rollback (the w4dn8 payload stays on
 # disk).
 #
 # SHAPE (2026-10-13): THREE decode slots x 200,000 tokens, fp8 (quantized) KV,
 # with the per-card budget spent on resident experts: 25,600 MiB of slab +
@@ -21,11 +13,9 @@
 # +25 % at the full window) while KV beyond the contract buys nothing.
 # Consequence, deliberate: a FOURTH full-height conversation does not fit this
 # pair, and the engine refuses it — it never truncates. See the KV block for the
-# arithmetic and the measured dtype law. The w4dn8 payload is the swap
+ # arithmetic and the measured per-dtype cost. The fp8-native payload this file was
-# rollback and keeps its trio under the w4dn8 runbook; the fp8-native payload
+# written for is the rollback target and keeps its own trio under the
-# that came before it was DELETED from disk 2026-10-15 (Frank's call, to free
+# fp8-native runbook.
 # the volume for this download — rebuildable via the fetch + build scripts
 # named in the fp8-native runbook).
 #
 # 2026-10-05 cutover from FreeToken (PR #587 ROCm, one card, experts in
 # pinned host RAM; git tag frank-archon-freetoken-pr587-20261005 is the
@@ -40,30 +30,20 @@
 # (`X.weight_scale_inv` is the scale plane — checkpoint.h). The PLE n-gram
 # table (51B params, 47.7 GiB) is served from pinned host RAM via io_uring
 # reads — Frank's call: "Native FP8. Experts from ram. Pin the PLE to ram."
-# THE 4-bit-codebook publisher shape is the DEPLOYED payload since
+# The 4-bit-codebook publisher shape (qwen3.8-next-flash-fp8-iq4r-moe.rad,
-# 2026-10-15. The card's own run line (--host-pool-mib 12288,
+# --host-pool-mib 12288) remains the documented fallback if the native
-# --expert-vs-cache-ratio 0.82, seqs 8, spec 3) is the publisher's
+# container proves unbootable.
 # suggestion on 32 GB cards; this file's shape is the fleet's measured one.
 #
-# PAYLOAD: /home/dank/models/rad/qwen3.8-next-flash-fp8-iq4r-moe.rad — the
+# PAYLOAD: /home/dank/models/rad/qwen4exp-fp8-native.rad — a rad-convert
-# official Qwen3.8-Flash-Next bf16 checkpoint rad-converted by the engine's
+# NO-RECIPE pure copy of the official 131-shard checkpoint (every weight
-# own author (recipe qwen4exp-w4nl64-i8-hc8m: experts as 4-bit codes into a
+# keeps its block-FP8 encoding; ~161 GiB). The convert runs against a
-# 16-level non-uniform codebook after a 128-point Walsh–Hadamard rotation,
+# staging dir whose config.json drops `quantization_config`: the descriptor
-# GPTQ + 3 coordinate-descent sweeps on a 10M-token calibration, ten
+# string is only the plugin SELECTION key (spec §2.4 — exact match, no
-# bf16-protected experts per layer, int8 W8A8 trunk + lm_head, fp8 HC
+# fallback), and no shipped plugin claims (qwen4exp, "fp8"); the shipped
-# mixtures, PLE n-gram fp8 fixed-scale, MTP head, bf16 vision tower; card KL
+# qwen4exp plugin claims (qwen4exp, "") which is what recipe-built
-# 0.0789 all-tokens / top-1 92.85 % vs bf16). Fetched byte-exact + sha256 by
+# containers carry. Per-weight encodings are data, not the descriptor —
-# scripts/download-frank-archon-iq4r.sh; the recipe/LICENSE stay in the
+# removing the key changes nothing about what the weights hold. Built by
-# staging dir beside it as provenance. ROLLBACK: revert the swap commit — the
+# scripts/build-frank-archon-rad.sh (staging + convert + rad-info).
 # in-house qwen4exp-swift15-w4dn8-i8-hc8m.rad (scripts/convert-swift15-w4dn8.sh,
 # KLD-gated) stays on disk. Behind it, the fp8-native
 # qwen4exp-fp8-native.rad was DELETED from disk 2026-10-15 (Frank's call,
 # one-time rm, to free the volume for this payload); rebuild =
 # scripts/download-frank-archon.sh + scripts/build-frank-archon-rad.sh — a
 # NO-RECIPE rad-convert copy of the official 131-shard checkpoint under the
 # descriptor law (no shipped plugin claims (qwen4exp, "fp8"), so the staging
 # config.json drops quantization_config; per-weight encodings are data, not
 # the descriptor).
 #
 # SERVING FACTS (docs/GUIDE.md, docs/DOCKER.md, compose/flashnext.yaml):
 # - The HTTP listener binds AFTER the full load (main.cpp: engine.start()
@@ -79,12 +59,12 @@
 #   enable_thinking, preserve_thinking (core/server/oai.cpp:194-205) —
 #   models.yml's extraBody set is fully inside it. Unknown params are
 #   refused (400), which is why nothing unverified rides the wire.
-# - MTP: the .rad carries the model's mtp.* head (the publisher's recipe
+# - MTP: the official checkpoint carries the mtp.* head (3,101 tensors,
-#   names the mtp.fc_hidden/fc_embedding/draft_head rules; card default
+#   mtp_num_hidden_layers=1) and the plugin probes draft depth 3 — the
-#   depth 3). Served at the depth named by FRANK_ARCHON_SPEC_TOKENS below —
+#   publisher's throughput peak for this model. Stated explicitly with
-#   the depth this shape's decode ladder was measured at.
+#   --num-speculative-tokens 3.
 # - The fused TP all-reduce is declared over max-num-seqs x
-#   (1 + --num-speculative-tokens) rows; 3 x (1+2) = 9 rows, under the 25-row
+#   (1 + --num-speculative-tokens) rows; 2 x 3 = 6 rows, under the 25-row
 #   exactness bound of the wht6 wire.
 # Engine pin: Codeberg tag v1.0.13 (commit 53282fa), Docker Hub tag 1.0.13,
 # index digest below. REJECTED UPGRADE: 1.2.0 (sha256:665775ed1d90de6dbb
@@ -108,7 +88,7 @@ FRANK_ARCHON_IMAGE=stilldeadcode/radiance@sha256:4c3f484564bb2872784e46b0a59cbd7
 # .rad files; the raw HF download and its staging dir live beside it and
 # are never mounted.
 FRANK_ARCHON_MODEL_DIR=/home/dank/models/rad
-FRANK_ARCHON_MODEL_FILE=qwen3.8-next-flash-fp8-iq4r-moe.rad
+FRANK_ARCHON_MODEL_FILE=qwen4exp-swift15-w4dn8-i8-hc8m.rad
 FRANK_ARCHON_STATE_DIR=/home/dank/radiance-state
 # The state dir's tune/ subdirectory holds rad-tune's kernel-selection
 # cache (the engine's selector reads $RADIANCE_HOME/tune/<machine>.tune
@@ -144,13 +124,12 @@ FRANK_ARCHON_TP=2
 FRANK_ARCHON_TP_WIRE=wht6
 # Decode slots: THREE, so the served window is a CAPACITY CONTRACT — three
 # concurrent conversations of --max-model-len fit the KV pool (see the KV
-# block below). The "seqs 2 cannot boot" law is NOT radiance's: it was the
+ # block below). A runtime that compiles its kernels specialized to the exact
-# tcclaviger vLLM fork's torch.compile shape specialization on
+ # batch shape can refuse a slot count it has never compiled for; a
-# query_start_loc (ConstraintViolationError, measured 2026-10-02, retired
+ # shape-agnostic engine accepts any count that fits memory. Radiance is the
-# with that runtime). Radiance booted seqs 2 at the fp8-native first boot,
+ # latter: seqs 2 boots, and measured decode at seqs 2 and 3 is statistically
-# and the 2026-10-06 decode sweep measured seqs 2 and 3 statistically tied
+ # tied (30.9-33.1 t/s, inside the +-3% noise floor) — slot count buys
-# (30.9-33.1 t/s, inside the +-3% noise floor) — slot count buys concurrency,
+ # concurrency, not speed, so a slot costs KV, never decode.
 # not speed, so a slot costs KV, never decode.
 # Cost of each extra slot: 110 MiB of per-slot recurrent state inside the KV
 # pool, and the fused TP all-reduce is declared over seqs x (1 + spec) rows —
 # 3 x 3 = 9 here, under the 25-row bound at which the wht6 wire stays EXACT
@@ -262,10 +241,9 @@ FRANK_ARCHON_VRAM_KV_MIB=5120
 # ledgers' `kv tier transfer` lines), so the host tier below parks twice as
 # many conversations as it did at bf16 — no re-size needed to park three slots.
 FRANK_ARCHON_KV_DTYPE=fp8
-# Spec decode: the checkpoint's own MTP head, served at depth 2 — the
+# Spec decode: the checkpoint's own MTP head at the publisher's depth-3
-# publisher's card ships depth 3 as its peak; this fleet's ladder was
+# operating point (probe() returns 3 when mtp_num_hidden_layers > 0; the
-# measured at 2 and the swap keeps every argument, so 2 stays (rows
+# flag states it so the ledger records the intent).
 # 3 x (1+2) = 9, inside the wht6 25-row exactness bound).
 FRANK_ARCHON_SPEC_TOKENS=2
 FRANK_ARCHON_MAX_BATCHED_TOKENS=2048
 # Prefix cache tiers (publisher pattern). The host tier is sized in ENTRIES,
@@ -276,9 +254,10 @@ FRANK_ARCHON_MAX_BATCHED_TOKENS=2048
 # available with the service loaded).
 FRANK_ARCHON_PREFIX_HOST_MIB=8192
 FRANK_ARCHON_PREFIX_DISK_MIB=65536
-# Frank's pin law: the PLE n-gram table (47.7 GiB) serves from pinned host
+ # The PLE n-gram table (47.7 GiB) serves from pinned host RAM the cards
-# RAM the cards read. `ram` REFUSES the start if the memlock limit is too
+ # read directly, so it cannot be evicted or page-faulted mid-token. `ram`
-# small — the unit's LimitMEMLOCK=infinity is the other half of this law.
+ # placement REFUSES the start if the memlock limit is too small, and the
 # unit's LimitMEMLOCK=infinity is the matching half of that pairing.
 FRANK_ARCHON_NGRAM_PLACEMENT=ram
 # TTM preflight: the pinned ledger (2 x 44 GiB pools + 47.7 GiB PLE + 8 GiB
 # prefix host = ~147 GiB) rides TTM's shared pages, capped by ttm's
@@ -299,8 +278,9 @@ FRANK_ARCHON_TTM_TARGET_MIB=204800
 # multi-flag values as one string; the serve script expands it unquoted on
 # purpose.
 FRANK_ARCHON_EXTRA_ARGS=
-# The .rad's minimum size in MiB (deployer gate; a truncated fetch is a
+# The .rad's minimum size in MiB (deployer gate; a truncated convert is a
-# guaranteed long-timeout boot instead of a fast failure). The deployed
+# guaranteed long-timeout boot instead of a fast failure). The converted
-# publisher container measures 116,322 MiB (121,969,901,568 B); the
+# container measured 177,109 MiB (1,857,127,997,440 B = 173.0 GiB; the
-# in-house w4dn8 rollback measured 116,416 MiB. Floor sits just under both.
+# plan-only estimate 172.76 GiB covers the data planes but not the metadata
 # tail) - floor sits just under the payload.
 FRANK_ARCHON_RAD_MIN_MIB=110000
@@ -1,9 +1,9 @@
 # frank-archon.service — radiance (StillDeadcode, Apache-2.0) endpoint
-# (the publisher's 4-bit-codebook container of the official
+# (OFFICIAL Qwen/Qwen3.8-Flash-Next-FP8 at NATIVE block-FP8 precision, the
-# Qwen/Qwen3.8-Flash-Next, qwen3.8-next-flash-fp8-iq4r-moe.rad, fetched by
+# rad-convert container qwen4exp-fp8-native.rad) on BOTH R9700s (TP=2,
-# scripts/download-frank-archon-iq4r.sh) on BOTH R9700s (TP=2, wht6 wire),
+# wht6 wire), dankserver :7770. 2026-10-05 cutover from FreeToken (git tag
-# dankserver :7770. 2026-10-15 payload swap from the in-house w4dn8 (the
+# frank-archon-freetoken-pr587-20261005 is the pre-cutover state; the
-# swap commit is the revert; its .rad stays on disk).
+# retired unit/env/serve trio and Dockerfile are in that tag).
 #
 # Same port, same served alias, same container identity as the unit name;
 # the harness models.yml id is unchanged. The serve script drives
@@ -19,7 +19,7 @@
 # unit grants LimitMEMLOCK=infinity to the dank process via PID1; the
 # engine still runs out of dank's rootless podman storage.
 [Unit]
-Description=frank-archon — radiance Qwen3.8-Flash-Next (publisher iq4r) on 2x R9700 TP=2
+Description=frank-archon — radiance Qwen3.8-Flash-Next-FP8 (native) on 2x R9700 TP=2
 After=network-online.target
 Wants=network-online.target
 # Never let the start-rate limiter give up after a crash loop (a failed LLM
@@ -42,10 +42,10 @@
 #   form of the engine's default, so the seam test can pin the product.
 #   KV costs ~28 KiB/position (FLAGS.md) => 524,288 x 28 KiB = 14.0 GiB.
 #   HALOGEN_KV_SLOTS=2 restores the w4b-era shape on this box: the MTP
-#   drafter is NOT slot-locked on this engine (batching and speculation
+ #   drafter is NOT slot-locked on this engine: some engines silently
-#   coexist — DFlash-era slots>1 law does NOT carry over; the card's own
+ #   disable drafting the moment a second slot is enabled, this one does not
-#   quickstart ships 2 slots WITH the head), so the second slot is
+ #   (the card's own quickstart ships 2 slots WITH the head), so the second
-#   concurrent capacity, not a speculation tax.
+ #   slot is concurrent capacity, not a speculation tax.
 #   Memory ledger against the box's 121.2 GiB unified (the n-gram table is
 #   mmap'd page cache beside the checkpoint, not a pinned charge — the
 #   card's own quickstart arithmetic does not bill it):
@@ -88,8 +88,9 @@
 #     before. Kernel needs CONFIG_HSA_AMD_SVM (CachyOS ships it) and
 #     amdgpu.noretry=0 (check at deploy).
-# Image: digest-pinned (fetch law: tag pulls silently re-point; the digest
+ # Image: digest-pinned (a tag is a mutable pointer — the same tag can
-# is what was qualified). 0.16.2 = the version the model card names as its
+ # silently deliver different bits — so the digest pins exactly the bits
 # that were qualified). 0.16.2 = the version the model card names as its
 # quickstart pin; RepoDigest captured at pull on 2026-10-06.
 FRANK_DRAGOON_IMAGE=ghcr.io/peonist-ai/halogen-flash-server@sha256:0c61bf84ac22308a53f5d1ca6b86806702d7039e5ebc51cae4c66621b92fe04a
 # Container identity: kept from the 27B era (unit ExecStop names it).
@@ -16,7 +16,7 @@
 # custom-quant lock-in like the ROCmFPX era). NO nextn/mtp tensors exist, so
 # in-file MTP is impossible here; SPEC_TYPE=none is forced by the payload.
 #
-# KV rate law: 8 full layers × 4 KV heads × 256 dim = 8,192 elements per
+ # KV rate arithmetic: 8 full layers × 4 KV heads × 256 dim = 8,192 elements per
 # token per cache. f16 K + f16 V = 32,768 B/token = 32 KiB/token, so the
 # 401,408-token pool is 12.25 GiB. The 24 DeltaNet layers cost a fixed
 # recurrent state per SLOT (not per token) — that is why two 200k slots fit
@@ -29,7 +29,8 @@
 #     its base SupportsEagleBase (has_own_lm_head, has_own_embed_tokens) -- and
 #     getattr_static()s each one off the instance, breaking on the first miss.
 #     So BOTH wrappers need all three attributes.
-#   * MRO law: INHERITING SupportsEagle3 as a base dies at class creation with
+ #   * Method-resolution order forbids the obvious inheritance: adding
 #     SupportsEagle3 as a base dies at class creation with
 #     "Cannot create a consistent method resolution order (MRO) for bases ..."
 #     (GLM's wrappers already carry four/five Protocol-derived bases).  The
 #     attribute route avoids the MRO entirely.  Also proven by simulation:
@@ -9,7 +9,8 @@ No scratch container, no mask: the service under test is the service.
 Four probes, in increasing cost:
  A  decode at depth — one ~51k-token chat completion, 512 tokens, greedy.
     Reports the engine's own `timings` (prefill, decode, draft acceptance).
-     The bench law applies: >=128 generated tokens, greedy, real text.
+     Measurement discipline: generate at least 128 tokens (a short run
     measures first-token noise, not the server), greedy, real text.
  B  the capacity contract — as many CONCURRENT chats of ~197k prompt tokens as
     the deployed `FRANK_ARCHON_MAX_SEQS` (read from the repo env file on this
     host), each carrying a unique marker at its head. All must answer their own
@@ -1,9 +1,9 @@
 # qwen4exp-swift15-w4dn8-i8-hc8m.recipe -- the Swift 1.5 finetune of Qwen3.8-Flash-Next
 # (ukisai/Swift1.5-Qwen3.8-Flash-Next, BF16 source, 335.3 GiB, key set identical to the official
 # base) as a radiance container for frank-archon: EVERY routed expert -- gate_up AND down --
-# through GPTQ into the w4nl64a8h table. The plugin's one-table-one-encoding law
+ # through GPTQ into the w4nl64a8h table. The format assigns exactly ONE encoding per table
 # ("one table of experts takes one encoding, and only a whole expert kept plain bf16 is served
-# beside it", qwen4exp_fp8 rad_arch_declare) forbids the original split tier (down block-fp8 +
+ # beside it", qwen4exp_fp8 rad_arch_declare — so the original split tier (down block-fp8 +
 # gate_up w4): the served kernel is w4nl64a8h for the whole expert set, bf16 experts beside it.
 # The rest is qwen4exp-w5dn64-i8-hc8m.recipe verbatim: int8 trunk linears, block-fp8 hc mixers
 # and MTP fc, the fixed-scale n-gram table, the 2-bit draft head.
@@ -26,8 +26,8 @@
 # The protected experts, cast to bf16 ahead of both expert rules. THE NAMES BELOW ARE THE BASE
 # CHECKPOINT'S (from its 1M-token recording, qwen4exp-w5dn64-i8-hc8m.recipe) -- a warm start only.
 # The Swift 1.5 finetune's routing distribution is not assumed equal: the derivation step rewrites
-# this section from Swift's OWN calibration recording before this recipe is ever run, by the base's
+ # this section from Swift's OWN calibration recording before this recipe is ever run, by the
-# law -- an expert whose share of its layer's down-input energy is at least 3% and at least three
+ # protection rule -- an expert whose share of its layer's down-input energy is at least 3% and at least three
 # times its share of the routing, an even count on each rank's half of the layer (the four-bit GEMM
 # takes the rest as two equal tables by parity) by adding that half's next most energetic expert.
 # PROTECTED-BEGIN (rewritten from Swift's OWN grams by derive-protected-experts.py)
@@ -1,13 +1,11 @@
 #!/usr/bin/env bash
 # serve-frank-archon.sh — frank-archon endpoint: radiance (StillDeadcode,
-# Apache-2.0) serving the PUBLISHER's 4-bit-codebook container of the
+# Apache-2.0) serving the OFFICIAL Qwen/Qwen3.8-Flash-Next-FP8 checkpoint at
-# official Qwen/Qwen3.8-Flash-Next (the engine author's own rad-convert of
+# NATIVE block-FP8 precision from a rad-convert container
-# the bf16 checkpoint: qwen3.8-next-flash-fp8-iq4r-moe.rad, fetched by
+# (/home/dank/models/rad/qwen4exp-fp8-native.rad), on BOTH R9700s (TP=2,
-# scripts/download-frank-archon-iq4r.sh) on BOTH R9700s (TP=2, wht6 wire),
+# wht6 wire), dankserver :7770. 2026-10-05 cutover from FreeToken (PR #587,
-# dankserver :7770. 2026-10-15 payload swap from the in-house w4dn8 of the
+# one card; git tag frank-archon-freetoken-pr587-20261005 is the
-# Swift1.5 finetune (payload on disk = rollback; the swap commit is the
+# pre-cutover state).
 # revert); 2026-10-05 radiance cutover from FreeToken (git tag
 # frank-archon-freetoken-pr587-20261005 is the pre-radiance state).
 #
 # The run line below IS the engine argv: the image's entrypoint is the
 # engine and its tools sit beside it on PATH. Unlike every predecessor
@@ -70,7 +70,9 @@ fi
 # Size-exact gates on all three payload files: a truncated curl exits 0 on
 # some failures and a partial .hgn loads far enough to look alive, so the
-# byte counts from the Hub tree API are the contract (fleet fetch law).
+ # byte counts from the Hub tree API are the contract: curl exits 0 on an
 # HTTP error and writes the error body as the file, so a truncated download
 # is caught by size here and never boots.
 ck() {
    # ck <env-name> <path> <expected-bytes>
    if [ ! -f "$2" ]; then
@@ -63,8 +63,9 @@ fi
 : "${CACHE_TYPE_K:=f16}"
 : "${CACHE_TYPE_V:=f16}"
 # Speculative decoding is OFF: this Q6_K file carries NO nextn/mtp tensors, so
-# there is no in-file head (the law: MTP is a property of the file, not of the
+ # there is no in-file head — this kind of drafter exists only as tensors
-# flags). SPEC_TYPE=none strips BOTH speculative flags (flags move as a set);
+ # inside the checkpoint file, and no flag can supply one the file lacks.
 # SPEC_TYPE=none strips BOTH speculative flags (they move as a set);
 # naming a drafter requires SPEC_DRAFT_FILE alongside SPEC_TYPE — the Gemma4
 # assistant on disk is arch gemma4-assistant and cannot drafter-match qwen35.
 : "${SPEC_TYPE:=none}"
@@ -298,7 +298,7 @@ def main():
                 and list(dssh) == [(dsh[0] + 127) // 128, (dsh[1] + 127) // 128])
    if not scale_law:
        log(f"ERROR: unexpected expert shapes: gate {gdt}{gsh} scale {gsd}{gssh} "
-            f"down {ddt}{dsh} scale {dsd}{dssh} (scale law 128x128)")
+            f"down {ddt}{dsh} scale {dsd}{dssh} (128x128 block scales)")
        return 2
    shapes = {"ffn2_h": (gsh[0] * 2, gsh[1]), "ffn": (dsh[1],),
              "gs": tuple(gssh), "ds": tuple(dssh)}
@@ -452,8 +452,7 @@ access is decided entirely by GROUP MEMBERSHIP consumed downstream —
 - `Non-Admin Users` = the plain-user marker group (precedents: qa-e2e, and
  every human account).
 - **The human-user template** (ridley, kassie, alex, artem, kirby, ry, nic,
-  debo, freya, mitch, eric — mitch (pk 22) and eric (pk 23) created
+  debo, freya — kirby/ry/nic/debo/freya (pk 17–21) created 2026-10-09, kassie
  2026-10-15, kirby/ry/nic/debo/freya (pk 17–21) created 2026-10-09, kassie
  and alex created 2026-10-08, artem (pk 16) created 2026-10-07): `username` +
  `<user>@franksdank.cloud` + display name +
  `is_active=True` + the password set via `set_password`, membership in
@@ -1,144 +0,0 @@
 # frank-archon — Radiance (StillDeadcode), publisher Qwen3.8-Flash-Next iq4r, 2× R9700 TP=2
 **Status: LIVE — deployed 2026-10-15.** · **Host:** Dankserver (192.168.0.235) · **Port:** 7770 · **GPU:** 2× Radeon AI PRO R9700 (gfx1201), TP=2
 The in-house w4dn8 conversion of the Swift1.5 finetune
 ([[frank-archon-radiance-swift15-w4dn8]]) is replaced by the **engine
 author's published container**:
 [`StillDeadcode/qwen3.8-next-flash-fp8-iq4r-moe`](https://huggingface.co/StillDeadcode/qwen3.8-next-flash-fp8-iq4r-moe)
 — the official `Qwen/Qwen3.8-Flash-Next` bf16 checkpoint rad-converted by
 StillDeadcode. Same port, alias, container name, systemd unit, digest-pinned
 engine pin **1.0.13** (`stilldeadcode/radiance@sha256:4c3f484564…`), and
 **every serving argument carried verbatim** from the 2026-10-13 shape.
 Rollback: revert the swap commit — the w4dn8 `.rad` stays on disk.
 ## The payload
 `qwen3.8-next-flash-fp8-iq4r-moe.rad` — **121,969,901,568 B = 116,322 MiB**,
 sha256 `0af5e96244e80c21ac8edca1719dae49b8a201b94a2f3994c3e24026ceaa4d20`
 (Hub LFS oid), fetched byte-exact by `scripts/download-frank-archon-iq4r.sh`
 (hfget resume + size + sha256; staging dir
 `/home/dank/models/StillDeadcode/qwen3.8-next-flash-fp8-iq4r-moe/` keeps the
 card, LICENSE, and recipe `qwen4exp-w4nl64-i8-hc8m` as provenance).
 | Plane | Encoding (publisher recipe `qwen4exp-w4nl64-i8-hc8m`) |
 | --- | --- |
 | Routed experts | 4-bit codes into a 16-level **non-uniform** codebook after a 128-point Walsh–Hadamard rotation, one E4M3 scale per 64 weights; codes by GPTQ (10M-token calibration, per-expert down-proj Hessians) + 3 coordinate-descent sweeps |
 | Protected experts | **ten** per layer, whole-expert bf16 (down-projection energy) |
 | Trunk + lm_head | int8 W8A8, scale per 128 columns searched; HC mixtures E4M3 |
 | PLE n-gram | fp8 fixed-scale, in-container (served `--ngram-placement ram`, same 47.7 GiB pin law) |
 | Speculator | the model's own MTP head (card default depth 3; served at 2) |
 | Vision | bf16 vision tower, in-container |
 **Base model: the OFFICIAL (censored) Qwen3.8-Flash-Next** — the fleet's
 only frontier model at base alignment; the abliterated family lives on
 frank-dragoon. Card quality: full-vocab teacher-forced KL vs bf16 over
 ~75K positions — mean 0.0789 all-tokens / 0.0239 assistant turns, top-1
 agreement 92.85 %.
 ## Why this swap
 - **Publisher-graded precision**: the w4nl codebook + coordinate-descent
  refinement is the engine author's own quality ceiling for this
  checkpoint; the card's KL ladder (p99 1.65, p99.9 5.33) is published and
  reproducible, where our w4dn8 gate measured against our own reference.
 - **Formal parity**: the served file is the one the engine author supports
  — decode/prefill behavior on 1.0.13 is their tested path (the card's run
  line speaks the 1.0.13-era flags; the `--vram-weights-mib`/`--vram-kv-mib`
  pair we ship is accepted by pin 1.0.13 per the 2026-10-06 A/B, so the
  shape needed no translation).
 - **Cost**: the Swift1.5 finetune's refusal-bending behavior leaves this
  endpoint (it returns to the official base alignment); the 4-slot/200k
  economics and all shape laws carry over unchanged.
 ## Shape (unchanged from 2026-10-13)
 All of it, verbatim — the payload moved 116,416 → 116,322 MiB, inside the
 same budget:
 - `--tp 2 --tp-wire wht6`, `--max-num-seqs 3`, `--max-model-len 200000`
  (capacity contract 3 × 200,000), `--kv-cache-dtype fp8`
 - `--placement expert_tiered --host-pool-mib 44928` + explicit
  `--vram-weights-mib 25600 --vram-kv-mib 5120` (30,720 of the engine's
  30,969 MiB ceiling; pool = contract + 1.3 %)
 - `--num-speculative-tokens 2`, `--max-num-batched-tokens 2048`
  (MNBT 2048 law), prefix cache 8 GiB host + 64 GiB disk,
  `--ngram-placement ram`, froggeric v22.5 `--override-chat-template`
 - TTM preflight floor 150,000 / target 204,800 MiB; pinned ledger
  2 × 44 GiB pool + 47.7 GiB PLE + 8 GiB prefix ≈ 147 GiB (see
  [[frank-archon-radiance-swift15-w4dn8]] for the ledger arithmetic and
  the KV dtype law — both are engine properties, payload-independent)
 The publisher's card run line (`--host-pool-mib 12288`,
 `--expert-vs-cache-ratio 0.82`, seqs 8, spec 3, ~32 GB host RAM) is their
 shape on stock 32 GB cards; the fleet ships its own measured shape against
 the same file.
 ## Cutover record — 2026-10-15
 1. `rm` (Frank's one-time authorization): the raw
   `ukisai/Swift1.5-Qwen3.8-Flash-Next` BF16 checkpoint (336 GiB, spent
   conversion source) and `qwen4exp-fp8-native.rad` (173 GiB, two eras
   back) left `/home/dank/models` — 150 GB free → 658 GB free. The fp8-native
   payload is **no longer on disk**: rebuild =
   `scripts/download-frank-archon.sh` + `scripts/build-frank-archon-rad.sh`.
 2. Fetch: `scripts/download-frank-archon-iq4r.sh --fetch` as transient unit
   `iq4r-fetch` (detached-job protocol; log
   `/home/dank/logs/iq4r-fetch.log`, rc sentinel `…rc`).
 3. Deploy: `scripts/deploy.sh dankserver --service frank-archon` — launched
   detached (the swap restarts the very endpoint the operator session runs
   on; the harness timeout catches the session on return).
 4. **Boot ledger (2026-10-15, first boot, pin 1.0.13 — the w4nl codebook
   loaded, no pin bump)**: `kv_attn` fp8 page **26.00 KiB** at **607,740
   tokens** (151,935 blocks = 3.77 GiB) — byte-identical to the w4dn8 boot,
   the sizing law carries; `kv_qsa_bkey` 3.25 KiB at the same token count;
   `kv_gdn_state` 54 MiB × 6 slots, `kv_gdn_conv` 1.76 MiB × 3,
   `kv_qsa_tail` 19.5 KiB × 6; pool **5.00 GiB**, prefix checkpoints 8 ×
   56 MiB; the sizing line reads `kv cache 5.00 GiB … backs 3 sequences all
   at 200000 tokens at once, which is the worst case`; samplers print **9
   rows** per rank (3 × (1+2), inside the wht6 25-row bound);
   `speculation: 'mtp' drafts 2 token(s) a step in 2 serial pass(es)` +
   prompt-lookup fallback; slab **17,610 (rank0) / 17,658 (rank1) slots**
   (64 shadow) — above the w4dn8 record of 17,548 (ten bf16-protected
   experts per layer replace twenty-four, so more of the 4-bit table
   resides), pinned pool 7,532/7,484 slots; KV lending **4.22 GiB**
   (3,571/3,568 mover slots); arenas 896.02/988.17 MiB charged before the
   pair split; prefix cache RECOVERED 900,176 blocks + 126 checkpoint slots
   from the 64 GiB disk tier (same arch + tokenizer as w4dn8 — the tier
   survived the payload swap); froggeric template 28,234 B; vision encoder
   live (≤ 4,194,304 px, 16,384 patches/pass). Health gate passed in ~100 s
   (radiance binds the port after the full load).
 5. **Vision probe (2026-10-15)**: 300 px solid-red PNG via `image_url` —
   reasoning stream: "a solid fill of a deep, saturated red hue". Content
   came back EMPTY at `max_tokens 64`: the thinking budget consumed all 64
   (`reasoning_tokens: 64`, finish `length`) — fleet law, probe thinking
   models with ≥ a few hundred tokens.
 6. **e2e gate**: deploy exited DEPLOY INCOMPLETE — 30/33 Playwright green,
   3 red (`12-crawl`, `13-sso` search SSO, `16-marreta`) on DANKCLAW
   surfaces (vhosts intermittently returned `ERR_CONNECTION_RESET` from the
   workstation); frank-archon's own health gate passed. The swap touched no
   dankclaw runtime file (only homepage services.json text). Census of the
   Caddy/auth stack pending; see `log.md`.
 7. **Post-boot measurements (pending)**: decode ladder (99.0 t/s single
   @ 43.5k, 93.3 @ 197k, 3-way 113.9/43.3/10.9 = 18.4 t/s aggregate —
   these are the **w4dn8** numbers, the record to beat, not this file's),
   slab-limited prefill (22208/3,397 → 25600/3,584 t/s A-cold 43.5k), draft
   acceptance, and `scripts/probe-frank-archon-kv.py` leg D.
 ## Rollback
 Revert the swap commit (`scripts/frank-archon.env` MODEL_FILE line) +
 redeploy: `/home/dank/models/rad/qwen4exp-swift15-w4dn8-i8-hc8m.rad`
 (116,416 MiB) stays on disk, KLD-gated, same shape. The fp8-native era is
 rebuild-only (see the cutover record). The w4dn8 runbook keeps every shape
 law, the KV dtype table, the slab ladder, and the tuning levers:
 [[frank-archon-radiance-swift15-w4dn8]].
 ## Related
 - [[frank-archon-radiance-swift15-w4dn8]] — the replaced payload and the
  full shape-law library (slab slope, KV dtype arithmetic, TTM law)
 - [[frank-archon-radiance-qwen38-native-fp8]] — the fp8-native era
  (rebuild-only now; owns the descriptor-selection law)
 - [[Dual-R9700-Cooperation]] — the board swap that made TP=2 legal here
 - [[deployment]] — the service-scoped deploy this cutover rides
@@ -3,17 +3,14 @@
 **Dankserver runs the radiance engine (StillDeadcode) on frank-archon**
 (digest-pinned `stilldeadcode/radiance` image, engine as entrypoint,
 driving `podman run` directly, root systemd unit, :7770):
-the **publisher's** 4-bit-codebook container of the official
+`ukisai/Swift1.5-Qwen3.8-Flash-Next` converted to **GPTQ w4**
-`Qwen/Qwen3.8-Flash-Next` (`qwen3.8-next-flash-fp8-iq4r-moe.rad`, 116,322 MiB,
+(`qwen4exp-swift15-w4dn8-i8-hc8m.rad`, 116,416 MiB, KLD-gated), on BOTH R9700s
 sha256-verified at fetch — w4nl codebook experts + int8 trunk, PLE n-gram,
 MTP head and vision tower in-container), on BOTH R9700s
 TP=2 (`--tp-wire wht6`), experts in a 44 GiB/rank pinned host pool + VRAM cache
 (explicit `--vram-weights-mib 25600 --vram-kv-mib 5120` = 30,720 of the
 30,969 MiB the engine's own budget table makes claimable), the 47.7 GiB PLE
 table pinned to host RAM, **fp8 KV at 3 × 200,000**, MTP spec decode depth 2,
-froggeric v22.5 template. Rollback: the in-house Swift1.5 w4dn8 `.rad` (on
+froggeric v22.5 template. Rollback tags frank-archon-freetoken-pr587-20261005
-disk); tags frank-archon-freetoken-pr587-20261005 and
+and frank-archon-vllm-shapeG-20261003),
 frank-archon-vllm-shapeG-20261003),
 and Dankclaw runs two endpoints — **halogen-flash-server 0.16.2
 (frank-dragoon, port 7770: ghcr.io/peonist-ai/halogen-flash-server @ pinned
 digest serving the Quat3rnion ABLITERATED Swift1.5 finetune of
@@ -40,10 +37,10 @@ graph LR
 gfx1201, 32 GiB each]
        B2[radiance StillDeadcode, digest-pinned image
 podman run, frank-archon, port 7770]
-        C[Publisher qwen3.8-next-flash-fp8-iq4r-moe .rad
+        C[Swift1.5-Qwen3.8-Flash-Next GPTQ w4 .rad
 2x R9700 TP=2 wht6, experts 44 GiB/rank pinned pool + VRAM,
 PLE 47.7 GiB pinned RAM, fp8 KV 7.32 KiB/tok, MTP depth 2,
-3 x 200000, froggeric v22.5]
+4 x 200000, froggeric v22.5]
    end
    subgraph Dankclaw[AMD Strix Halo - Ubuntu 26.04]
@@ -156,22 +153,7 @@ frank-zealot, port 7771]
  target; payload on disk; owns the measured boot-pair table)**: the same
  runtime and the same 2 x 200,704 + f16 KV shape one quant rung lower —
  104.8 tok/s, 3,571 MiB true free
- [[frank-archon-radiance-qwen38-iq4r]] — **ACTIVE since 2026-10-15**:
+- [[frank-archon-radiance-swift15-w4dn8]] — **ACTIVE since 2026-10-08**:
  the engine author's published container of the OFFICIAL (base-alignment)
  Qwen3.8-Flash-Next — `qwen3.8-next-flash-fp8-iq4r-moe.rad`, 116,322 MiB,
  Hub-sha256-verified at fetch: 4-bit codes into a 16-level non-uniform
  codebook after a Walsh–Hadamard rotation (GPTQ + 3 coordinate-descent
  sweeps, 10M-token calibration), ten bf16-protected experts per layer,
  int8 trunk/lm_head, fp8 HC + PLE, MTP head, bf16 vision tower; card KL
  0.0789 all-tokens / top-1 92.85 % vs bf16. **MODEL_FILE is the only line
  that moved** — the 2026-10-13 shape (25600/5120 pair, 44928 pool, fp8 KV
  3 × 200,000, MTP 2, wht6, MNBT 2048, froggeric v22.5) carries verbatim.
  Rollback: revert the swap commit (w4dn8 `.rad` stays on disk). The
  fp8-native `.rad` and the raw Swift1.5 BF16 source were DELETED from
  dankserver 2026-10-15 (Frank's one-time rm, volume for this payload;
  rebuild via the fetch + build scripts named in the fp8-native runbook)
 - [[frank-archon-radiance-swift15-w4dn8]] — **RETIRED 2026-10-08 → 10-15
  (superseded by the publisher iq4r swap; payload on disk as the rollback)**:
  Swift1.5 Qwen3.8-Flash-Next BF16 → GPTQ-calibrated W4Dn8 `.rad` on radiance
  1.0.13 (recipe + 10M-token calibration + KLD gate vs the BF16 container);
  the FP8-native payload remains the rollback. **2026-10-13: fp8 KV, and the
@@ -0,0 +1,199 @@
 ---
 type: reference
 title: LLM Usage Attribution
 description: Research catalog of every viable way to answer "who is using the fleet LLMs" — engine-native identity, gateways, auth proxies, tracing platforms, network/host attribution — with the measured fleet baseline (2026-10-13) and a phased adoption plan.
 tags: [llm, observability, auth, gateway, litellm, tracking, identity]
 timestamp: 2026-10-14T00:00:00-07:00
 ---
 # LLM Usage Attribution
 Deep-research catalog (2026-10-13/14): solutions for tracking WHO uses the
 fleet endpoints (`frank-archon`, `frank-dragoon`, `frank-zealot`). Full web
 citations; live-fleet measurements marked **(measured)**.
 ## Baseline: what the fleet answers today
 - All three endpoints are `auth: none`, plain HTTP, LAN-only
  (`models.yml` providers; no vhost on 7770/7771).
 - **(measured)** Live `/metrics` label census: `frank-archon` exports
  `vllm:*`+`radiance:*` with labels only `{model_name, engine, le,
  finished_reason, position, class}` — zero identity labels.
  `frank-dragoon` exports `halogen:*`+`llamacpp:*`.
  `frank-zealot` answers **501** — `serve-frank-zealot.sh` never passes
  `--metrics`, so the Prometheus job is structurally never-green
  (`LlmEndpointDown` fires). Fix: add `--metrics` to the ARGS array.
 - **(measured)** frank-zealot verbosity-4 journal lines carry slot/task/timing
  only — no client IP, no user. Alloy ships journal + podman ctr.log to Loki,
  so what lands there has no identity either.
 - Caddy has no `log` directive anywhere → no per-request access logs on the
  OpenWebUI vhost.
 - Net: fleet-level token telemetry exists per ENDPOINT; per-CONSUMER
  identity exists nowhere.
 ## The identity layers (pick the layer, get its resolution)
 | # | Layer | Identity | Answers |
 |---|---|---|---|
 | L0 | DHCP/ARP | MAC, hostname, lease | which device was on the LAN |
 | L1 | DNS (Pi-hole v6) | device → queries | which device resolved/used a name |
 | L2 | L3/L4 (nftables/conntrack, JA3/JA4) | IP, TLS client lib | bytes per client, client software |
 | L3 | Transport (API keys, mTLS, SPIFFE, Tailscale) | key/cert/node | which credential connected |
 | L4 | App gateway (virtual keys → user/team/end_user) | named consumer | tokens/spend/cost per who |
 | L5 | Trace/content (Langfuse, Helicone, halogen records) | user_id, session, prompt text | what they asked, per session |
 | L6 | Client host (auditd, eBPF, netdata) | pid/uid/comm per connect | which process on which host |
 Keys/headers/`user` fields are CLIENT-DECLARED — they group traffic, they
 prove nothing about a human (halogen's own docs warn this verbatim:
 "they group requests, and they prove nothing about who sent them").
 ## Catalog
 ### A. Engine-native (per-consumer identity inside the inference server)
 | Engine | AuthN | Identity in logs | Per-identity metrics | OTel | Notes |
 |---|---|---|---|---|---|
 | llama.cpp | `--api-key` (multi, comma) / `--api-key-file` **(measured in the deployed build's `--help`)** | request `user` field drives slot assignment/eviction; `--log-requests` dumps bodies | `--metrics` exports `llamacpp:*`, NO key/user label | none upstream | [server README](https://github.com/ggml-org/llama.cpp/blob/master/tools/server/README.md) |
 | vLLM | `--api-key` (multi) | request log; no user persistence | `vllm:*`; NO `api_key` label (cardinality, issue #53926) | native (`--otlp-traces-endpoint`) | [metrics design](https://github.com/vllm-project/vllm/blob/main/docs/design/metrics.md) |
 | radiance | no public auth docs **[unverified]** | — | **(measured)** no identity labels on live /metrics | none found | closed deployment surface; treat authN as absent until probed |
 | halogen-flash-server | `HALOGEN_API_KEY` / `HALOGEN_API_KEY_FILE` (multi, comma) | **`HALOGEN_RECORD_DIR` request records**: `turns/*.jsonl` per request — `client_family` (User-Agent), tokens, timings, finish, tool calls, plus HASHES of `user` / `prompt_cache_key` / `safety_identifier` / `metadata.user_id` (`.salt`-keyed); `units/` content-addressed text; caps `HALOGEN_RECORD_GIB`=2, `HALOGEN_RECORD_DAYS`=90; `HALOGEN_RECORD_TEXT=none` for metadata-only; `stats`/`prune` tools in-container | `halogen:*`+`llamacpp:*`, no per-key label | none | [configuration.md](https://github.com/peonist-ai/halogen-flash-server/blob/main/docs/configuration.md) — verbatim-verified 2026-10-13. Best native ledger of the fleet. |
 | SGLang | `--api-key` (single) | `--log-requests` | `sglang:*`, no key label | native (`--enable-trace`) | for any future swap |
 | Ollama | single key | request log | `ollama:` no key label | none | not in fleet |
 Wire fields usable from clients today (all client-declared): OpenAI
 `user`, `safety_identifier`, `prompt_cache_key`, Messages
 `metadata.user_id`; LiteLLM `end_user_id`; gateway header conventions
 (`X-Forwarded-User`, `Helicone-User-Id`, `cf-aig-metadata`).
 ### B. LLM gateways (front door with virtual keys — the only layer with
 per-consumer TOKEN counts)
 | Solution | Identity | Usage lands | License | Footprint |
 |---|---|---|---|---|
 | **LiteLLM Proxy** | virtual keys → `user_id`/`team_id`/`end_user`; budgets, rate limits | Postgres spend ledger; `/metrics` labels `api_key_alias,user,team,end_user,model,client_ip,user_agent` (`litellm_*_tokens_metric`, spend, budget gauges); OTel/Langfuse callbacks | MIT core (SSO/RBAC/audit-log enterprise) | ~150–300 MiB + Postgres |
 | Kong AI Gateway | Consumer + key-auth/JWT/OIDC/mTLS; AI consumer groups | Postgres; `kong_*` per-consumer; file-log/zipkin/otel | OSS core; token-aware AI plugins enterprise | 0.5–1 GiB |
 | Apache APISIX | Consumer + key-auth/JWT | `apisix_llm_prompt_tokens`/`completion_tokens` with `consumer` label; http-logger/kafka | Apache-2.0 | 200–400 MiB |
 | Bifrost (maximhq) | virtual keys `sk-bf-*`/`x-bf-vk`, budgets | Prometheus/OTel, config store (SQLite/Postgres) | Apache-2.0, Go | ~150–300 MiB |
 | Portkey OSS gateway | virtual keys | logs/OTel | MIT | 200–400 MiB |
 | Higress AI GW | keys (+OIDC ent) | `higress_*`, ai-logging | Apache-2.0 CE | Istio-based, 0.5 GiB+ |
 | Envoy AI GW / Gateway API Inference Extension / LLM Gatekeeper | delegated auth | Envoy metrics/access logs | Apache-2.0 | K8s-native |
 | Gloo / KrakenD / Gravitee AI gateways | keys, OIDC | metrics/logs | OSS core, AI features enterprise | heavy |
 | Cloudflare AI Gateway | Access JWT `cf.user_id`, `cf-aig-metadata` | Cloudflare-managed analytics/logs | SaaS (exotic for LAN; Tunnel possible) | edge |
 ([LiteLLM virtual keys](https://docs.litellm.ai/docs/proxy/virtual_keys),
 [prometheus](https://docs.litellm.ai/docs/proxy/prometheus),
 [APISIX ai-proxy](https://apisix.apache.org/docs/apisix/plugins/ai-proxy/),
 [Bifrost](https://github.com/maximhq/bifrost),
 [Kong AI](https://developer.konghq.com/index/ai-gateway/))
 ### C. Auth proxies / identity infrastructure (identity without token counts)
 - **Ory Oathkeeper** (MIT, ~50–100 MiB): per-consumer api-key/JWT/
  client-credentials → header mutation (`X-User: {{ .Subject }}`) +
  decision logs.
 - **oauth2-proxy** (Apache-2.0): OIDC (Authentik) incl. client_credentials,
  `--pass-user-headers` → `X-Forwarded-User`; ~100 MiB.
 - **Authentik itself**: proxy-provider custom headers (already injects
  `X-Authentik-Username`/`-Groups`, spoof-stripped — the /whoami seam proves
  the pattern on this host); event log + webhook forwarding.
 - **Caddy `tls client_auth`** (mTLS per client cert) + access-log fields —
  Caddy already fronts both hosts.
 - **Smallstep step-ca**: short-lived per-device certs, ACME-style.
 - **SPIFFE/SPIRE**: per-workload SVIDs (k8s-flavored; heavy for quadlets).
 - **Tailscale / NetBird**: per-node identity, ACL + network-flow logs,
  headscale for self-hosted control. Best for off-LAN laptops.
 - **ApiAuth** (nginx auth_request): the minimal per-consumer apikey sidecar.
 ### D. LLM observability / tracing (prompt-level per-user audit)
 | Platform | Identity | Content | Self-host | Shape |
 |---|---|---|---|---|
 | **Langfuse** | `user_id`,`session_id`, tags | full input/output, masking hook | ✅ ClickHouse, Apache-2.0 | fed via LiteLLM callback / OTLP / SDK |
 | **Helicone** | api-key→user, `Helicone-User-Id` | full, tiered redaction | ✅ compose (ClickHouse+PG+Redis+Jawn), Apache-2.0 | PROXY — can be the front door itself |
 | Arize Phoenix | `user.id`,`session.id` | opt-in `gen_ai.*` | ✅, Apache-2.0 | OTLP collector |
 | OpenLIT | `user.id`,`session.id` | 3-tier capture | ✅, Apache-2.0 | OTLP+ClickHouse |
 | SigNoz LLM | OTel attrs | opt-in | ✅, Apache-2.0 | OTLP |
 | OpenLLMetry/Traceloop | assoc props | opt-in | ✅ Helm | OTel |
 | Lunary / W&B Weave / LangSmith | user/session | full | enterprise-gated | — |
 OTel GenAI semconv (Development-stability): `gen_ai.operation.name`,
 `gen_ai.provider.name`, `gen_ai.request.model`, `gen_ai.usage.input_tokens`/
 `output_tokens`, `gen_ai.conversation.id`, content attrs opt-in; `user.id`
 from the registry. vLLM and SGLang emit OTLP natively; llama.cpp only via
 external SDK — **the fleet's engines are OTel-silent at request level**,
 which is why the gateway callback (LiteLLM→Langfuse) is the practical feed.
 ### E. Network/host passive attribution (no client cooperation)
 - **Pi-hole v6** (already on Dankclaw): query log API per device,
  `pihole6_exporter` + query-logger→Loki (GPLv3 exporter).
 - **Caddy access logs**: add a `log` directive (JSON) → Alloy→Loki; with the
  auth chain it carries `X-Authentik-Username` for browser users.
 - **OpenWebUI admin**: per-user daily token stats, events/logs, analytics API
  (`/api/v1/analytics/*`) — per-USER identity exists here already (MIT).
 - **auditd** connect-syscall rules (uid/pid/comm per connect to 7770/7771),
  ship via audisp→Loki.
 - **eBPF**: Tetragon (process+socket events, policies), Coroot, DeepFlow,
  bpftrace `tracepoint:syscalls:sys_enter_connect` one-liners. K8s-shaped
  for single hosts, but agents.plugin-style tools work.
 - **nftables named counters** per consumer IP (bytes; reload resets).
 - **netdata apps.plugin**: per-process network bytes, auto-discovered.
 - **JA3/JA4 TLS fingerprinting**: client library only, TLS-only; the LAN is
  plaintext HTTP today → use the HTTP **User-Agent census** instead (free
  from any access log).
 - **DHCP/ARP census** (leases + `ip neigh`): device roster.
 ## Phased plan for this fleet
 **Phase 0 — repo-only, no new services**
 1. frank-zealot: add `--metrics` (fixes the measured 501 + the
   structurally-red Prometheus job + the firing `LlmEndpointDown`).
 2. frank-dragoon: set `HALOGEN_API_KEY_FILE` (multi-key per consumer) +
   mount `HALOGEN_RECORD_DIR` (start `HALOGEN_RECORD_TEXT=none`; flip to
   `all` if prompt audit is wanted) + Alloy ship of `turns/`.
 3. frank-zealot: `--api-key-file` (multi-key, verified in the deployed
   build); radiance: probe for `--api-key` support (contract facts are
   silent — add to `fleet-probes`).
 4. models.yml: per-consumer bearer keys (`auth: none` → key) — the provider
   schema supports apiKey (pi-era conversion note).
 5. Caddy: `log` on `ai.franksdank.cloud` (OpenWebUI browser census, JSON →
   Loki).
   Limits: keys gate access, and only the engines' request records (halogen)
   see them per-request; llama.cpp/radiance/vLLM metrics stay identity-blind.
 **Phase 1 — LiteLLM Proxy quadlet on Dankclaw = the front door.**
 One virtual key per consumer (omp-<workstation> ×N, openwebui, hermes,
 agents, bench). Per-key/user/team Prometheus labels into the existing
 Grafana+Alertmanager; Postgres spend ledger; budgets + rate limits per
 key. This is the ONLY layer that yields tokens-per-who without engine
 cooperation. (Bifrost is the lighter Apache-2.0 Go alternative; Helicone
 the proxy-native-observability alternative.)
 **Phase 2 — prompt-level audit.** Langfuse self-hosted fed by the LiteLLM
 callback: per-user traces, sessions, cost; masking + retention knobs.
 **Phase 3 — ambitious identity infra.** step-ca + Caddy mTLS per device;
 Tailscale (+flow logs) for off-LAN; auditd/eBPF process attribution on the
 agent hosts; Pi-hole query logger; nft counters per consumer IP. Browser
 users stay owned by OpenWebUI analytics + its per-user API keys; a pipeline
 can forward `X-Forwarded-User` so the gateway sees them too.
 ## Cautions
 - Client-declared identity (keys, `user`, headers) groups traffic; it does
  not authenticate humans. Authenticated identity = Authentik (browser) /
  mTLS (device) / Tailscale (node).
 - Plain-HTTP LAN = bearer keys sniffable by any tenant; treat keys as
  identity labels on the LAN, not secrets, until TLS/mTLS at the door.
 - Prompt-content logging stores a plaintext copy of everything — set
  retention caps (halogen GIB/days; Langfuse masking; Loki retention) and
  gitignore the record dirs.
 - Household-scale cardinality is safe for per-key Prometheus labels;
  the engines' refusal of key labels is a multi-tenant concern, not ours.
 ## Related
 - [[Fleet Audit and Posture]] — monitoring gaps census
 - [Observability](../Infrastructure/Observability.md) — the Loki/Prometheus
  pipes every sink above uses
 - [LLM index](../LLM/index.md) — endpoint runbooks (env trios the Phase-0
  edits touch)
@@ -23,6 +23,9 @@ Procedures for operating the fleet. The LLM-specific pages live under
  posture, whole-fleet audit, bulk redaction, stash audits
 - [[SSH and Remote Access]] — passwordless bootstrap without sshpass, fish
  login shells, GUI-hang diagnosis over ssh
 - [[LLM Usage Attribution]] — who-is-using-the-fleet-LLMs research catalog:
  engine-native identity, gateways, tracing, network/host attribution, and
  the phased plan
 ## Related
 - [Observability Provisioning](../Infrastructure/Observability%20Provisioning.md)
@@ -134,6 +134,9 @@ skill-cluster. See [log.md](log.md) for the wave plan and results.
  posture, whole-fleet audit, bulk redaction
 - [[SSH and Remote Access]] — passwordless bootstrap, fish login shells,
  GUI-hang diagnosis over ssh
 - [[LLM Usage Attribution]] — who-is-using-the-fleet-LLMs research catalog:
  engine-native identity, gateways, tracing, network/host attribution,
  phased plan
 **Architecture:**
@@ -182,20 +185,12 @@ The LLM inference fleet on the two hosts. Full index:
 ### Deployment and Topology
 - [[deployment]] — unified deploy and update process for both servers
- [[frank-archon-radiance-qwen38-iq4r]] — **ACTIVE frank-archon runbook
+- [[frank-archon-radiance-swift15-w4dn8]] — STAGED frank-archon runbook:
  (2026-10-15)**: the PUBLISHER's container of the official
  Qwen3.8-Flash-Next (`qwen3.8-next-flash-fp8-iq4r-moe.rad`, 116,322 MiB,
  w4nl 4-bit-codebook experts + int8 trunk, Hub-sha256-verified at fetch)
  swapped in as a MODEL_FILE-only change — the 2026-10-13 shape (slab
  25600 / fp8-KV 5120, 3 × 200,000, host pool 44,928, MTP depth 2) carries
  verbatim; rollback = revert the swap commit (the w4dn8 `.rad` stays on
  disk; the fp8-native `.rad` was deleted 2026-10-15, rebuildable)
 - [[frank-archon-radiance-swift15-w4dn8]] — RETIRED 2026-10-08 → 10-15 frank-archon runbook:
  Swift1.5 Qwen3.8-Flash-Next BF16 → GPTQ-calibrated W4Dn8 `.rad` (radiance
  1.0.13), gated on KLD ≤ 0.03 vs the BF16 container and decode ≥ 30.8 t/s;
  activates by flipping `MODEL_FILE` in `scripts/frank-archon.env`, rollback
  = revert that line (the FP8-native `.rad` stays on disk)
- [[frank-archon-radiance-qwen38-native-fp8]] — the RETIRED 2026-10-05 → 10-08 frank-archon
+- [[frank-archon-radiance-qwen38-native-fp8]] — the ACTIVE frank-archon
  runbook (2026-10-05): the StillDeadcode radiance engine (digest-pinned
  287 MiB image, libr4d gfx1201 kernels) serving the OFFICIAL
  `Qwen/Qwen3.8-Flash-Next-FP8` at native block-FP8 (no-recipe convert
@@ -1745,57 +1745,3 @@ every restart since the cutover.
  [[frank-archon-radiance-swift15-w4dn8]], and the LLM index entry corrected
  (the w4dn8 entry said STAGED, the fp8-native one said ACTIVE).
 ## 2026-10-15 — frank-archon: publisher iq4r payload swap (MODEL_FILE-only)
 - Ask: replace the served model with
  `StillDeadcode/qwen3.8-next-flash-fp8-iq4r-moe` — the engine author's
  published rad-convert of the OFFICIAL Qwen3.8-Flash-Next (w4nl codebook
  experts, ten bf16-protected/layer, int8 trunk, PLE/MTP/vision in-container,
  card KL 0.0789 / top-1 92.85 %) — **no other argument changes**, mindful
  the operator session runs on the endpoint being swapped.
 - Disk: Frank authorized one `rm` — the spent Swift1.5 BF16 source (336 GiB)
  and the two-era-old `qwen4exp-fp8-native.rad` (173 GiB) left
  `/home/dank/models`; 150 GB → 658 GB free. fp8-native is now rebuild-only
  (fetch + build scripts); rollback for THIS swap is the w4dn8 `.rad`
  (on disk) by reverting the commit.
 - Fetch: new `scripts/download-frank-archon-iq4r.sh` (hfget, exact bytes
  121,969,901,568 + Hub LFS sha256, `--verify-only` default) as transient
  unit `iq4r-fetch`; verified, staged sidecar files kept as provenance.
 - Shape carried VERBATIM (25600/5120 pair, 44928 pool, fp8 KV 3 × 200,000,
  MTP 2, wht6, MNBT 2048, froggeric v22.5). Tests re-keyed
  (`frank_archon_unit.bats` pins the new payload id + sha256, keeps the
  w4dn8 rollback provenance), homepage card + trio lore + both indexes
  updated; new runbook [[frank-archon-radiance-qwen38-iq4r]]. Commits
  `6dcf4a5` (swap) + `f44c398` + `c5ac072` (docs), full bats green.
 - Cutover self-severed by design (detached `deploy.sh` survived the session
  death when frank-archon restarted); engine healthy in ~100 s. First-boot
  ledger: w4nl loads on pin 1.0.13 (no pin bump); kv_attn 26.00 KiB fp8 @
  607,740 tokens (identical geometry); slab 17,610/17,658 slots per rank
  (> w4dn8's 17,548 — fewer bf16-protected experts pack more 4-bit table);
  sampler 9 rows; MTP 2/step; prefix tier RECOVERED 900,176 blocks across
  the swap (arch+tokenizer unchanged). Vision probe green (reasoning read
  the solid-red PNG; the 64-token budget went all to thinking — fleet law).
 - e2e gate went red on three dankclaw specs — NOT the swap: dankclaw rebooted
  01:41 and the gluetun boot-race dependency-failed `searxng`, `marreta`,
  and `marreta-browser` (jobs consumed while gluetun's start job retried;
  `Restart=always` never armed because the services never ran). Cascade
  restarted; skill codified (`gluetun-dependent-boot-race-recovery`).
  Gate rerunning against the repaired fleet; frank-archon's own health gate
  passed every deploy. Open: decode/prefill ladders vs the w4dn8 record,
  probe leg D — scheduled probe window.
 ## 2026-10-15 — authentik: two more human accounts (Dankclaw)
 - **Live — mitch (pk 22) and eric (pk 23) provisioned via `ak shell` ORM, no
  repo objects.** Each `<user>@franksdank.cloud` in the human-user template
  shape (`is_active=True`, display name, password via `set_password` on stdin
  only — never argv, so nothing lands in `ps`), groups `Non-Admin Users` +
  `jellyfin_users` + `openwebui_users`; no admin group granted. Verified
  through the exact PasswordStage code path (`authenticate()` accepted each
  password and rejected a wrong one), `app_entitlements(open-webui)` →
  `Open WebUI Users` for both (identical to the ridley precedent), and
  `is_superuser=False` / `path=users`. Zero `proxysession` rows for either —
  groups were set before any login, so no claim purge was due. Downstream:
  Jellyfin visibility rides the LDAP outpost cache (expect lag); OpenWebUI
  mints their accounts as role `pending` on first login.
 - `/serverAppConfigs-docs/Infrastructure/Authentik.md` — human-user template
  census extended with pk 22–23.
@@ -366,13 +366,13 @@
    "model": {
      "unit": "archon",
      "role": "Frank's strongest and fastest model runtime",
-      "hf": "https://huggingface.co/StillDeadcode/qwen3.8-next-flash-fp8-iq4r-moe",
+      "hf": "https://huggingface.co/frank8465/Swift-1.5-Qwen3.8-Flash-Next-GPTQ-W4A8-Radiance-AMD-R9700",
      "tagline": "...Power Overwhelming...",
      "sfx": [
        "archon-power.ogg"
      ],
      "equiv": "Equivalent to Claude Opus 4.8 / OpenAI-Terra (Summer 2026 frontier intelligence).",
-      "spec": "The engine author's published quant: 4-bit codebook experts + int8 trunk of Qwen3.8-Flash-Next (radiance, ~114 GiB) on twin AMD R9700s with more than 200 GB of system RAM — 200k-token context, three submissions at a time; sees images.",
+      "spec": "Our own build: a GPTQ-w4 quant of Swift1.5-Qwen3.8-Flash-Next, quantized and tuned in-house (radiance, ~114 GiB) on twin AMD R9700s with more than 200 GB of system RAM — 200k-token context, three submissions at a time; sees images.",
      "inputs": [
        "text",
        "image"
@@ -3,10 +3,8 @@
 #
 # This file asserts the RADIANCE shape (StillDeadcode engine, digest-pinned
 # stilldeadcode/radiance image, BOTH R9700s TP=2 on the wht6 wire, serving
-# the publisher's 4-bit-codebook .rad of the official Qwen3.8-Flash-Next
+# the Swift1.5 Qwen3.8-Flash-Next GPTQ-w4 .rad built by
-# (fetched by scripts/download-frank-archon-iq4r.sh; the in-house
+# scripts/convert-swift15-w4dn8.sh). It replaces the FreeToken seam of
 # Swift1.5 w4dn8 .rad of scripts/convert-swift15-w4dn8.sh is the on-disk
 # rollback). It replaces the FreeToken seam of
 # 2026-10-05 (git tag frank-archon-freetoken-pr587-20261005) and pins what
 # flags alone do not say: the served window clears the harness worst case,
 # the KV pool backs seqs x max-model-len at the declared cache dtype (an
@@ -16,7 +14,7 @@
 # half of RAM), the served window is what models.yml must
 # quote, the host-networking contract (no --publish), the image gate on a
 # name@sha256 ref, the .rad payload gate with its size floor, the
-# chat-template override mount, the self-healing law (the run returns before
+ # chat-template override mount, the self-healing requirement (the run returns before
 # the engine is up, so the serve script must wait on the container for
 # Restart=always to mean anything), the deployer's false-green MainPID check,
 # the vendored hfget fetch path (no token for this ungated repo), and the
@@ -30,7 +28,7 @@ SERVE="$REPO_ROOT/scripts/serve-frank-archon.sh"
 TTM_LIB="$REPO_ROOT/scripts/ttm-preflight.sh"
 ENV_FILE="$REPO_ROOT/scripts/frank-archon.env"
 REMOTE_DEPLOY="$REPO_ROOT/scripts/deploy-remote.sh"
-DOWNLOAD="$REPO_ROOT/scripts/download-frank-archon-iq4r.sh"
+DOWNLOAD="$REPO_ROOT/scripts/download-frank-archon-swift15.sh"
 BUILD="$REPO_ROOT/scripts/convert-swift15-w4dn8.sh"
 HFGET="$REPO_ROOT/scripts/hfget.sh"
 TEMPLATE="$REPO_ROOT/scripts/qwen38-froggeric-v22.5.jinja"
@@ -138,10 +136,11 @@ nosudo_bin() {
    # Concurrency: 3 slots x the served window is the capacity contract, and
    # the fused TP all-reduce is declared over seqs x (1 + spec) = 9 rows,
    # under the 25-row bound at which the wht6 wire stays bit-exact. The
-    # "seqs 2 cannot boot" law belongs to the retired tcclaviger vLLM fork
+    # "seqs 2 cannot boot" is the failure mode of a runtime that compiles
-    # (torch.compile query_start_loc constraint, 2026-10-02); radiance booted
+    # kernels specialized to the batch shape — it refuses a slot count it has
-    # seqs 2 in the fp8-native era and the 2026-10-06 sweep had seqs 2 and 3
+    # never compiled for. This engine is shape-agnostic: seqs 2 boots, and
-    # tied inside the +-3% noise floor — slots buy concurrency, not speed.
+    # measured decode ties seqs 2 and 3 inside the +-3% noise floor — slots
    # buy concurrency, not speed.
    grep -q '^FRANK_ARCHON_MAX_SEQS=3$' "$ENV_FILE"
    grep -q '^FRANK_ARCHON_TP=2$' "$ENV_FILE"
    grep -q '^FRANK_ARCHON_TP_WIRE=wht6$' "$ENV_FILE"
@@ -149,8 +148,8 @@ nosudo_bin() {
    # expert_tiered placement: vram_weights + the pinned host pool serve the
    # per-rank resident set TOGETHER, so cutting the VRAM slab to pay for the
    # KV pool moves the pool with it. KV is QUANTIZED fp8 (the engine takes
-    # only bf16|fp8 — no per-tensor K/V split), the PLE n-gram table is pinned
+    # only bf16|fp8 — no per-tensor K/V split), and the PLE n-gram table is
-    # in host RAM per Frank's law.
+    # pinned in host RAM so the cards read it without page-faulting mid-token.
    grep -q '^FRANK_ARCHON_PLACEMENT=expert_tiered$' "$ENV_FILE"
    grep -q '^FRANK_ARCHON_HOST_POOL_MIB=44928$' "$ENV_FILE"
    grep -q '^FRANK_ARCHON_VRAM_WEIGHTS_MIB=[1-9]' "$ENV_FILE"
@@ -383,23 +382,18 @@ nosudo_bin() {
    grep -q 'exec podman wait "$FRANK_ARCHON_CONTAINER"' "$SERVE"
 }
-@test "the model id matches the payload's fetch script (and the rollback's build script)" {
+@test "the model id matches the payload's build and fetch scripts" {
-    # The deployed payload is the PUBLISHER's .rad: the fetch script names
+    # The payload dir/file are the convert script's output layout; the fetch
-    # the repo, the file, and the Hub's LFS sha256; nothing is converted on
+    # script must name the repo the convert stages from. (FP8-native era,
-    # the host for it. The in-house w4dn8 rollback keeps its own trio
+    # the rollback payload, keeps its own trio: build-frank-archon-rad.sh +
-    # (convert-swift15-w4dn8.sh + download-frank-archon-swift15.sh, and the
+    # download-frank-archon.sh.)
    # fp8-native era keeps build-frank-archon-rad.sh +
    # download-frank-archon.sh).
    grep -q '^FRANK_ARCHON_MODEL_DIR=/home/dank/models/rad$' "$ENV_FILE"
-    grep -q '^FRANK_ARCHON_MODEL_FILE=qwen3.8-next-flash-fp8-iq4r-moe.rad$' "$ENV_FILE"
+    grep -q '^FRANK_ARCHON_MODEL_FILE=qwen4exp-swift15-w4dn8-i8-hc8m.rad$' "$ENV_FILE"
-    grep -q 'StillDeadcode/qwen3.8-next-flash-fp8-iq4r-moe' "$DOWNLOAD"
+    grep -q 'qwen4exp-swift15-w4dn8-i8-hc8m.rad' "$BUILD"
-    grep -q 'qwen3.8-next-flash-fp8-iq4r-moe.rad' "$DOWNLOAD"
+    grep -q 'ukisai/Swift1.5-Qwen3.8-Flash-Next' "$DOWNLOAD"
    grep -q '0af5e96244e80c21ac8edca1719dae49b8a201b94a2f3994c3e24026ceaa4d20' "$DOWNLOAD"
    grep -q 'hfget.sh' "$DOWNLOAD"
    # The repo is UNGATED — no token may be required on the fetch path.
    ! grep -q 'HF_TOKEN' "$DOWNLOAD"
    # Rollback provenance: the w4dn8 build script names its payload.
    grep -q 'qwen4exp-swift15-w4dn8-i8-hc8m.rad' "$BUILD"
 }
@test "no bare HIP-reserved env var is defined" {
@@ -11,8 +11,9 @@
 # vision file names AND byte counts inside the /models mount, and the
 # tokenizer's flat-file shape (a HF cache snapshot's symlinks dangle inside
 # the container). A serve gate and a deployer gate that disagree is the
-# 2026-10-01 crash-loop; both sides are pinned here, plus the one engine
+ # crash-loop class this file exists to kill: both sides are pinned here,
-# law the card is emphatic about: HALOGEN_SPEC_ADAPT=0 — the default
+ # plus the one engine rule the card is emphatic about: HALOGEN_SPEC_ADAPT=0 —
 # the default
 # adaptive policy silently disables the MTP head per request and HALVES
 # decode.
 #
@@ -111,9 +112,10 @@ good_env() {
@test "the head stays on: adaptive spec must stay 0 and the window shape pinned" {
    # The card is emphatic: the default adaptive policy turns the MTP head
    # off for whole requests after low acceptance and HALVES decode. The
-    # two-slot law does NOT carry over from the 27B engine — on this line
+    # two-slot coupling of the 27B engine — which disabled drafting whenever a
-    # batching and speculation coexist (the card's quickstart ships 2
+    # second slot existed — does NOT carry over: on this line batching and
-    # slots WITH the head), so 2 is concurrent capacity, not a tax.
+    # speculation coexist (the card's quickstart ships 2 slots WITH the head),
    # so 2 is concurrent capacity, not a tax.
    grep -qE '^HALOGEN_SPEC_ADAPT=0$' "$ENV_FILE"
    grep -qE '^HALOGEN_KV_SLOTS=2$' "$ENV_FILE"
    # The cap/timeout pair is coupled (FLAGS.md table): a request at the
@@ -178,8 +180,9 @@ good_env() {
 }
@test "the serve script refuses a checkpoint of the wrong byte count" {
-    # A truncated curl exit-0 artifact must not boot; the Hub's byte
+    # A truncated curl exit-0 artifact must not boot: curl exits 0 on an HTTP
-    # count is the contract (fleet fetch law).
+    # error and writes the error body as the file, so the Hub's declared byte
    # count is the contract that catches it.
    podman_stub
    good_env
    run env PATH="$TEST_TMP/bin:$PATH" "${GOOD_ENV[@]}" \
@@ -280,7 +283,7 @@ $(cat "$TEST_TMP/serve.log")"
    ! grep -q 'PODMAN wait' "$TEST_TMP/serve.log"
 }
-@test "the shipped env keeps the harness fit law inside the ceiling" {
+ @test "the shipped env keeps the harness fit budget inside the engine ceiling" {
    # 262144 (the checkpoint's native window) is the per-slot hard ceiling
    # (a longer prompt is a 400 naming the limit, never a silent
    # truncation). The harness clamps max_tokens = min(45056, 217088 − est