Collaborators
Open to research replication and OSS collaboration. These are personal projects.
Personal Projects
Research Blog
A tiny RL pass recovers cross-task answer diversity in an instruction-tuned model
Fifty RL steps restored output diversity across nine held-out tasks, no benchmark cost.
Verifier-guided prompt mining turned a zero-success 1.5B model into a transferable bug fixer with ten LoRA examples
Prompt optimization mined ten verified fixes from the model; a LoRA on those ten generalized.
Hidden activations know when self-report does not
Linear probes recover claim-level correctness signal that structured confidence misses.
The diversity effect
What a panel-of-experts scaffold does to RL-trained reasoning and search.
nanochat-mlx
Train your own ChatGPT on Apple Silicon. MLX port of nanochat.
SunShift
Adjust Night Shift intensity from the menu bar.
activation-probes-claim-correctness
Claim-level correctness probes on Llama hidden activations.
multi-model
Panel-of-experts scaffold vs native thinking on Qwen3-30B-A3B.
society-of-thought-bench
Multi-persona debate benchmark with traces, evidence, and a live demo.
hypothesis-forge
RL environment for novel, evidence-grounded, falsifiable ideas.
adaptive-rag-rlm
Verifiers RLM environment for adaptive recursive search over long corpora.
TextDrop
Turn pasted text into files with one click.
ttt-discover-autoresearch-mlx
Local-first MLX version of TTT-Discover AutoResearch.
TabPilot
Safari tab command center powered by Codex App Server.
SafariMarkdown
Convert any Safari tab to clean Markdown in one click.
Proofgrade
Reproducible LLM proof grading benchmark and API for math.
GhostLabel
Ghostty tab renamer powered by Codex App Server.
PasteForge
Clipboard text transformer with case, encode, format, hash, and stats tools.
ClipDrop
Read clipboard text, edit it, and save to any file format.
DiskPulse
Per-volume disk space monitoring with color-coded usage bars.
PortSentry
See all listening TCP ports with one-click kill.
ProcessBeacon
Monitor long-running processes and get notified on completion.
BrewPilot
Manage Homebrew services. Start, stop, and restart with one click.
gemma4-m4-pro
Gemma 4 on a 24GB MacBook: measured recipes, runtimes, and fallback paths.
train-gemma4-sudoku-on-your-macbook
One-notebook Gemma 4 RL on Apple Silicon.
autoresearch-evo
Novelty-search-inspired autonomous search with run memory and agentic review.