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LLM-Server/CONTEXT.md
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haylanandClaude Bot 17747694bd feat(llm): switch to DFlash2 speculative decoding, drop qwen-classifier
Replace MTP with draft-dflash and a separate DFlash2 drafter GGUF.
Remove the qwen-classifier backend to free VRAM (GPU was at 100%).

Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
2026-10-05 21:28:55 +02:00

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# LLM-Server
A self-hosted inference stack: local models served on one GPU machine, reached by other tools through a single authenticated entry point. This file is a glossary only — for how things are configured, follow the links in the docs to the source.
## Language
### Machine
**Server**:
The one machine that runs the stack.
_Avoid_: AI box, R9700 box, this machine
**Host**:
The Docker host, as opposed to a container — only used for that distinction.
_Avoid_: using it as a synonym for Server
### Serving models
**Backend**:
A model server process that serves one model to the gateway (`llama-server`).
_Avoid_: provider, model server
**Slot**:
One concurrent request lane inside a backend; a backend handles as many requests at once as it has slots.
_Avoid_: parallel request, lane
**Main model**:
The large model that does the actual work for workloads.
_Avoid_: chat model
**Draft model**:
The small speculative-decoding drafter that runs beside the main model inside `llama-server` (DFlash2).
_Avoid_: classifier model (the separate classifier backend was removed)
### Reaching the models
**Gateway**:
The single entry point every model call goes through (OmniRoute).
_Avoid_: proxy, AI proxy
**Provider connection**:
The gateway's registration of one backend.
_Avoid_: provider (alone), connection (alone)
**API key**:
A credential issued by the gateway to exactly one workload.
_Avoid_: virtual key, workload key
**Workload**:
Anything that calls the gateway with its own API key.
_Avoid_: client, consumer
**Coding CLI**:
A workload that is an interactive coding agent (Claude Code, Kimi CLI, OpenCode, Qwen Code).
_Avoid_: harness
**Reverse proxy**:
The existing Nginx Proxy Manager instance that publishes the gateway under hostnames; not part of this stack.
_Avoid_: proxy (alone)