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# Performant concurrent distributed GGUF runtime
Status: active benchmark-gated implementation program.
## Objective
Serve top open models across consumer machines with useful performance and concurrent Route Sessions while keeping the runtime lean.
## Critical path
```text
Meshnet control plane
-> versioned gRPC/Protobuf Shard protocol
-> project-owned standalone C++ worker
-> small pinned llama.cpp patch stack
```
Transformers/safetensors remains the correctness baseline. vLLM remains an optional complete managed provider and a design donor; it is not forked into the public mesh.
## Planning artifacts
- **[Mandatory Ralph context](RALPH-CONTEXT.md)** — read first in every fresh iteration
- [Task evidence contract](evidence/README.md)
- [Implementation strategy](implementation-strategy.md)
- [Current architecture](architecture.md)
- [PRD](PRD.md)
- [Ralph backlog](prd.json)
- [ADR-0024](../../docs/adr/0024-distributed-gguf-runtime.md)
- [Milestones](milestones.md)
- [Issues](issues/)
- [Distributed GGUF research](../../docs/research/distributed-gguf-landscape.md)
- [GitHub follow-up](../../docs/research/distributed-gguf-github-followup.md)
- [vLLM assessment](../../docs/research/vllm-distributed-gguf-assessment.md)
## Ralph execution
Use supervised one-story iterations for this high-risk runtime:
```bash
ralph-tui run \
--prd .scratch/distributed-gguf-runtime/prd.json \
--agent claude --model opus \
--iterations 1 --no-tui --no-setup --verify
```
Inspect the diff, run the story gates, and commit one verified story before the next iteration. Real-model stories require the explicit environment gate and mounted-drive model storage.