<!-- GENERATED FROM prd.json — DO NOT EDIT AS AN INDEPENDENT SOURCE. prd.json IS AUTHORITATIVE. -->
# DGR-035: Implement dense architecture boundary input/output

- **Status / triage:** specification only; `ready-for-agent`; `passes: false`
- **Execution mode:** `AFK`
- **Milestone:** `M2`
- **Dependencies:** `DGR-021`, `DGR-031`, `DGR-034`
- **Blocks (derived):** `DGR-036`, `DGR-037`, `DGR-069`
- **Labels:** `area:llama`, `area:boundary`, `type:runtime`, `priority:p0`, `ready-for-agent`
- **Evidence class:** `real-model`
- **Hardware:** `optional`
- **Model:** `dense-llama`
- **Upstream:** `yes`

## Objective / description

Fresh Ralph session: read `.scratch/distributed-gguf-runtime/RALPH-CONTEXT.md`, source issue `.scratch/distributed-gguf-runtime/issues/035-implement-dense-architecture-boundary-input-output.md`, and evidence READMEs for dependencies (DGR-021, DGR-031, DGR-034) before changing code. Inspect live source/tests rather than trusting legacy pass states. Objective: Execute dense head/middle/tail ranges through an architecture-defined residual boundary.

## Acceptance criteria

- [ ] Head accepts token IDs and owns embedding; middle/tail bypass embedding and accept a named boundary bundle.
- [ ] Non-tail returns the unnormalized residual before final norm/head and before tail-only row pruning.
- [ ] Tail returns logits or sampled-token output under an explicit contract.
- [ ] Uncertified architectures and incompatible boundary schemas fail closed.
- [ ] Applicable shared quality gates in `prd.json` pass, and the evidence handoff records exact commands/results, changed files, limitations, and dependency handoff.

## Shared quality gates

- Targeted deterministic tests pass; Python changes also pass `python -m compileall packages tests`.
- `git diff --check` passes.
- Default tests are model-download-free, API-credit-free, and GPU-free.
- Evidence README records exact changed files, commands/results, limitations, and dependency handoff; no fabricated evidence or inherited completion credit.
- Native changes pass focused out-of-tree CMake build and CTest; patch changes verify clean apply/check/reverse against the exact llama.cpp pin.
- Runs are opt-in and record exact artifact/split hashes, runtime/upstream pin, backend/driver, hardware, network, commands, and raw metrics. Model artifacts use configured mounted-drive storage and never `/home`.
- Preserve existing Transformers behavior and backend-agnostic Tracker routing/load balancing/billing/relay semantics unless an explicit versioned contract says otherwise. One scoped story commit is expected during execution, but this specification-materialization change is not committed.

## Evidence handoff

Write and verify `.scratch/distributed-gguf-runtime/evidence/DGR-035/README.md`. Until every criterion and applicable gate has real evidence, this story remains `passes: false`. Legacy evidence is provenance only, not completion credit.
