[fadhilelrizanda]

Adds `experiments/kev-rust`, a standalone crate that runs Jared Palmer's Kev-0.8B (Qwen3.5-0.8B + LoRA + pointer head) with Candle on CPU or NVIDIA CUDA.

• Reads System One requests as JSONL, returns `choice`, `score` and `noul` answers.
• Fused CPU DeltaNet and depthwise-conv loops; fused CUDA kernels behind the `cuda` feature.
• Parity and benchmark results against the official Python implementation in `results/`, `BENCHMARK.md`.
• `src/qwen3_5.rs` derives from Support for Qwen 3.5 Model Series (Dense and Quantized) #3396 (MIT/Apache-2.0), see `THIRD_PARTY.md`. Kev is Apache-2.0.
• Weights, build outputs and virtualenvs are git-ignored; no changes outside `experiments/kev-rust`.

Not tested in CI. If you would rather not host this under `experiments/`, I am happy to move it to a separate repo and send only the Qwen3.5 model changes.

🤖 Generated with Claude Code

[fadhilelrizanda]

Closing for now, will revisit.

[fadhilelrizanda]

Reopening. Standalone version for reference: https://github.com/fadhilelrizanda/kev-rust