Multi-agent orchestration with Codex, borrowing Fable 5.1 and Fugu Ultra v1.1
A Codex plugin that hands one task to Claude Fable, Opus, Sonnet, Haiku, or Sakana Fugu without leaving the session, on the subscriptions already on your machine.
Writing
9 posts — Research notes, build logs, and the occasional deep dive.
Verified Replay Distillation (VRD) recipe for continual learning in verifiable domains
A verifier-driven continual learning recipe that combines self-generated traces, replay, and a failure-driven curriculum to learn new task families while limiting forgetting.
autoresearch-mamba: Karpathy-Style Autoresearch for Mamba-2, Mamba-3, and Hybrid Mamba–Transformer MoE
A compact, agent-driven research harness for Mamba-2, Mamba-3, and Nemotron-H-style hybrid Mamba–Transformer MoE models on MLX and CUDA.
A self-improving skill catalog for AI agents
An open-source catalog of 19 agent-maintained skills spanning autonomous research, LLM post-training, GPU/TPU programming, and accelerated computing.
Mem-RLM: Memory-Augmented Inference for Recursive Language Models
A memory layer for Recursive Language Models that records trajectories, extracts reusable strategies, and lifts a weaker model's benchmark score by 26% over three rounds.
Claude Code-Time Skill Acquisition with Agent Teams
How a coordinated agent team researched, synthesized, and integrated a production-grade React Native skill into a shared knowledge base in under 15 minutes.
On Compression, Computation and the Space Between
Kolmogorov complexity, neural networks as program search and Wolfram's ruliology seem to be looking at the same thing from different rooms.
Defeating Nondeterminism in LLM Inference: Reproducing Batch-Invariant Ops (RMSNorm & Tiled Matrix Multiplication) in JAX
A JAX learning log on batch-invariant RMSNorm and tiled matrix multiplication, with fixed reduction orders, bitwise checks, and the performance cost of determinism.
Streaming Deep Agents and Task Delegation with Real-Time Output
A practical guide to token streaming, async queues, task delegation, and parallel execution in a multi-agent Python system.