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Research Blog

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 local model training flow diagram

nanochat-mlx

Train your own ChatGPT on Apple Silicon. MLX port of nanochat.

  • MLX
  • Apple Silicon
  • Training
SunShift macOS menu bar screenshot

SunShift

Adjust Night Shift intensity from the menu bar.

  • macOS
  • Menu Bar
  • Display
activation probes claim correctness research diagram

activation-probes-claim-correctness

Claim-level correctness probes on Llama hidden activations.

  • Research
  • Interp
  • Probes
multi-model panel-of-experts reasoning diagram

multi-model

Panel-of-experts scaffold vs native thinking on Qwen3-30B-A3B.

  • Research
  • RLVR
  • Reasoning
society-of-thought-bench debate benchmark diagram

society-of-thought-bench

Multi-persona debate benchmark with traces, evidence, and a live demo.

  • Research
  • Reasoning
  • Debate
hypothesis-forge novelty and falsification loop diagram

hypothesis-forge

RL environment for novel, evidence-grounded, falsifiable ideas.

  • Research
  • RL
  • Novelty
adaptive-rag-rlm recursive retrieval and generation diagram

adaptive-rag-rlm

Verifiers RLM environment for adaptive recursive search over long corpora.

  • Research
  • RAG
  • RL
TextDrop macOS app screenshot

TextDrop

Turn pasted text into files with one click.

  • macOS
  • Files
  • Utility
ttt-discover-autoresearch-mlx research agent loop diagram

ttt-discover-autoresearch-mlx

Local-first MLX version of TTT-Discover AutoResearch.

  • Research
  • MLX
  • Agents
TabPilot Safari tab command center screenshot

TabPilot

Safari tab command center powered by Codex App Server.

  • macOS
  • Safari
  • Tabs
SafariMarkdown converted Markdown screenshot

SafariMarkdown

Convert any Safari tab to clean Markdown in one click.

  • macOS
  • Safari
  • Markdown
Proofgrade proof grading pipeline diagram

Proofgrade

Reproducible LLM proof grading benchmark and API for math.

  • Research
  • Math
  • API
GhostLabel Ghostty tab renamer screenshot

GhostLabel

Ghostty tab renamer powered by Codex App Server.

  • macOS
  • Ghostty
  • Automation
PasteForge clipboard transform screenshot

PasteForge

Clipboard text transformer with case, encode, format, hash, and stats tools.

  • macOS
  • Clipboard
  • Utility
ClipDrop clipboard editor screenshot

ClipDrop

Read clipboard text, edit it, and save to any file format.

  • macOS
  • Clipboard
  • Files
DiskPulse disk usage monitor screenshot

DiskPulse

Per-volume disk space monitoring with color-coded usage bars.

  • macOS
  • Storage
  • Monitor
PortSentry listening ports screenshot

PortSentry

See all listening TCP ports with one-click kill.

  • macOS
  • Network
  • Utility
ProcessBeacon process monitoring screenshot

ProcessBeacon

Monitor long-running processes and get notified on completion.

  • macOS
  • Processes
  • Notify
BrewPilot Homebrew services screenshot

BrewPilot

Manage Homebrew services. Start, stop, and restart with one click.

  • macOS
  • Homebrew
  • Services
gemma4-m4-pro runtime recipe diagram

gemma4-m4-pro

Gemma 4 on a 24GB MacBook: measured recipes, runtimes, and fallback paths.

  • Research
  • Gemma
  • Apple Silicon
train-gemma4-sudoku-on-your-macbook notebook preview

train-gemma4-sudoku-on-your-macbook

One-notebook Gemma 4 RL on Apple Silicon.

  • Research
  • RL
  • Notebook
autoresearch-evo autonomous research loop diagram

autoresearch-evo

Novelty-search-inspired autonomous search with run memory and agentic review.

  • Research
  • Agents
  • Search