Blog

Research updates, paper announcements, and insights from my work.

The Fork Winter (2029)
OpinionFebruary 28, 2026

The Fork Winter (2029)

When intent became the ultimate abstraction and code stopped being art. A future-looking backward scenario set in 2029.

Read more
scode: A Seatbelt for AI Coding
CodeFebruary 15, 2026

scode: A Seatbelt for AI Coding

I released scode, an open-source tool that sandboxes AI coding harnesses — blocking access to your credentials, personal files, and sensitive directories. One bash script, works with any tool.

Read more
LoRACode on Ploutos AI
PresentationFebruary 9, 2026

LoRACode on Ploutos AI

Saumya and I talked about LoRACode on a Ploutos AI live stream — how LoRA adapters make code embeddings better without retraining the whole model.

Read more
On Rejection, Vindication, and the Long Game
RandomJanuary 11, 2026

On Rejection, Vindication, and the Long Game

A year ago I submitted an ambitious Emmy Noether proposal on modular AI systems. It was rejected. But watching the field evolve since then, I cannot help but feel that we were right all along.

Read more
OpinionDecember 31, 2025

2025 Retrospective: AI vs Systems vs Humans

As we close out 2025, it is clear that building reliable AI systems is fundamentally a systems problem. Context engineering, state management, and failure handling matter as much as the models themselves.

Read more