# 16 — Produce the upstream llama.cpp collaboration package Status: ready-for-agent ## Mandatory fresh-session context - Read [RALPH-CONTEXT.md](../RALPH-CONTEXT.md) completely before changing code. - This issue is `DGR-016` in [prd.json](../prd.json). - Read the evidence README for every dependency listed below. - Inspect current code and `git status`; historical text and previous agent claims are not evidence. ## Description As a maintainer, I need narrow upstreamable proposals so that our patch burden can shrink without asking llama.cpp to own Meshnet networking. ## Expected durable outputs - Narrow upstream patches/tests - Generic API design note - Human-ready llama.cpp outreach package - evidence/DGR-016/README.md ## Acceptance criteria - [ ] Separate generic llama.cpp hooks from Meshnet protocol/control-plane code. - [ ] Prepare minimal reproducible examples and tests for range-aware loading, boundary input/output, and layer-filtered KV. - [ ] Compare the proposal with Nakshatra and prima.cpp evidence and explain why the API is generally useful. - [ ] Preserve one scoped commit/patch per concern against the exact upstream pin. - [ ] Produce an outreach document suitable for Georgi/llama.cpp maintainers; actual sending remains a human action. - [ ] Targeted pytest tests pass - [ ] python -m compileall packages tests passes for Python changes - [ ] git diff --check passes - [ ] Default tests remain deterministic, model-download-free, API-credit-free, and GPU-free - [ ] Full deterministic pytest -q passes, or the exact pre-existing unrelated failure is recorded with a clean-tree reproduction - [ ] Pinned native C++ target builds and focused CTest/protocol tests pass where native code is touched - [ ] llama.cpp patch stack applies cleanly to the exact pinned commit where patch code is touched - [ ] Read .scratch/distributed-gguf-runtime/RALPH-CONTEXT.md and this story issue completely before changing code - [ ] Read and verify every dependency evidence README before relying on dependency behavior - [ ] Preserve all pre-existing working-tree changes and stage only files belonging to this story - [ ] Write .scratch/distributed-gguf-runtime/evidence/DGR-016/README.md with files changed, exact commands and real results, limitations, compatibility notes, and dependent-story handoff - [ ] Update only this story issue to Status: done after every acceptance criterion and quality gate passes ## Dependency handoff - `DGR-010` must have `passes: true`; read `../evidence/DGR-010/README.md` and verify its referenced files/commands. ## Finish contract - Create the task evidence directory and durable handoff required above. - Preserve real failures and blockers; never fabricate benchmark, model, test or hardware output. - Change this issue to `Status: done` only after all criteria pass. - Emit `COMPLETE` only after the evidence handoff exists. ## References - [Ralph execution context](../RALPH-CONTEXT.md) - [PRD](../PRD.md) - [Implementation strategy](../implementation-strategy.md) - [Current architecture](../architecture.md) - [Architecture decision](../../docs/adr/0024-distributed-gguf-runtime.md)