- llama-server.service: dankclaw migrated to ROCmFPX runtime (Ling-3.0-flash, draft-mtp, no-mmap/direct-io) from regular llama.cpp Qwen3.6-27B-DFlash - serve-vllm-qwen36-dflash.sh: dankserver version (relies on image 'vllm serve' entrypoint; HF cache mounted read-write) - validate-vllm.sh: dankserver multi-stream vLLM validation (4 unique prompts, 1-4 streams, prompt+completion speed) - remove superseded scripts: serve-llamacpp-dflash.sh, validate.sh, vllm-awq-qwen36-dflash-ampere.sh, vllm-qwen36.service
- Podman container with CUDA GPU access - DFlash speculative decoding via --spec-method dflash - FP8 KV cache, 4 parallel streams, 262K context - CPU expert offloading via --cpu-offload-gb - systemd service for persistent runtime