gufo is a vertical inference engine built for exactly this hardware (Ryzen AI MAX+ 395 / Radeon 8060S, gfx1151), and Dankclaw's frank-large has swapped runtimes seven times in search of a better one. This one ships no prebuilt Linux binary, so the runtime is BUILT FROM SOURCE on the host and the payload, port, alias and client contract stay exactly where they are. Runtime: gufo v0.1.1 (b0f8673) at /home/dank/GitPackages/gufo-v0.1.1, built by the new scripts/build-gufo.sh. It links the host ROCm 7.2.4 through its RPATH — the opposite of the unsloth prebuilt it replaces, which carried its own — so two host workarounds are encoded in that script: Ubuntu's librocwmma-dev installs a truncated rocWMMA header set that shadows AMD's and cannot be overridden with -I in HIP mode, and the ROCm clang prefers Ubuntu 26.04's GCC 16 headers over the GCC 15 whose libstdc++ is actually installed. Shape is unchanged: one session, full 262144 ctx, the same UD-Q8_K_XL target and the same DFlash2 drafter, greedy, text-only. Speculation moves from llama.cpp's fixed depth 4 to gufo's adaptive block policy capped at 7 proposals. Client-contract deltas, all documented: the chat template is compiled into the binary (no --chat-template-file, so the Qwen-Sharp 73k-token failure mode is gone), reasoning_effort now takes the full OpenAI set (so models.yml's reasoningEffortMap fold is no longer required — kept anyway, so this commit does not also move every high role from xhigh to high effort), and there is no KV-quant or prompt-cache-RAM flag. The test seam now runs the serve script against a stub engine and asserts on the argv it actually execs, instead of grepping the script's text. The deploy handler gates on the runtime binary and returns before it stops the serving unit. Measured trade, from gufo's own Q8_K_XL tables against llama.cpp b11069: prefill +37% to +80%, cold load 4.5x faster, decode +7% at zero depth — but -14% at 65,536 tokens of depth and -24% at 131,072. On the 8-bit target the crossover is ~32k, and frank-large runs one 262,144 conversation. The Q4_K_XL target shows no such regression.
Server App Configs
The single repository for the two homelab servers: the Podman container stacks and the LLM inference fleet. One repo, one checkout per host, one deploy script.
2026-08-22: the former
vllmScriptsrepository (LLM fleet) is merged into this repo with its full git history. See AGENTS.md for the merge note.
Targets
| Host | User | IP | Podman stack | LLM service | LLM port |
|---|---|---|---|---|---|
| dankserver | dank | 192.168.0.235 | media and library | frank-medium (ROCmFPX llama.cpp, Qwen3.8-27B AGENT) | 7770 |
| dankclaw | dank | 192.168.0.143 | AI, search, development, observability | frank-large (gufo, Qwen3.8-27B UD-Q8_K_XL) | 7770 |
Active Services
| Service | Host | Hostname | Port |
|---|---|---|---|
| RomM | dankserver | romm.dankserver.local | 8085 |
| Copyparty | dankserver | files.dankserver.local | 3923 |
| Calibre-Web | dankserver | books.dankserver.local | 8083 |
| frank-medium | dankserver | — (bare endpoint) | 7770 |
| SearXNG | dankclaw | search.dankclaw.local | 8081 |
| ComfyUI | dankclaw | comfyui.dankclaw.local | 8188 |
| OpenWebUI | dankclaw | chat.dankclaw.local | 3000 |
| Hermes | dankclaw | hermes.dankclaw.local | 8090 |
| Gitea | dankclaw | gitea.dankclaw.local | 3001 |
| Grafana | dankclaw | grafana.dankclaw.local | 3002 |
| Prometheus | dankclaw | prometheus.dankclaw.local | 9090 |
| frank-large | dankclaw | — (bare endpoint) | 7770 |
Structure
dankserver/— compose.yaml + Caddyfile + .env.example for the Dankserver stackdankclaw/— compose.yaml + Caddyfile + .env.example for the Dankclaw stackshared/— homepage, prometheus config, deploy helpersscripts/—deploy.shanddeploy-remote.sh(service-scoped deployment), the planner, LLM serve scripts, systemd units, env tunables, and bench harnessesold/— retired PP/NPU-era LLM scripts (reference only)serverAppConfigs-docs/— project knowledge base (Obsidian vault, wikilinks).serverAppConfigs-docs/LLM/is the LLM fleettests/— bats test suite (see Testing Policy)
Deployment
See serverAppConfigs-docs/Architecture/Deployment Flow.md
and serverAppConfigs-docs/LLM/deployment.md. Run
./scripts/deploy.sh <dankclaw|dankserver> after committing changes. It
plans and deploys only the changed services. Use --service NAME for an
explicit single-service retry; inference is restarted only when its own files
(or the shared chat template) changed.
Knowledge Base
The serverAppConfigs-docs/ directory is an Obsidian vault. Start at
serverAppConfigs-docs/index.md. The LLM fleet knowledge base lives at
serverAppConfigs-docs/LLM/index.md.
Testing
Run ./tests/run.sh before every push. See
serverAppConfigs-docs/Architecture/Testing Policy.md.