AI Research Without a Microscope
Everyone is building AI. Almost nobody can study what AI does. The tools for researching AI behavior are stuck at the script level. mashin is the microscope.
Structured Thoughts
Technical deep-dives, product updates, and reflections on building intent-driven computing.
Machines in Every Language
mashinTalk is the first programming language where English is not a prerequisite. A Japanese developer writes machines in Japanese. A researcher runs the same experiment in seven languages. The compiler doesn't care.
Bolted-On Governance Just Got a Price Tag
The EU AI Act's three-clock compliance framework proves what we've been building: governance can't be bolted on. It has to be the architecture.
Communication Dominates Compute
What chip design teaches us about AI governance. At every level of computing, moving data costs more than processing it. The same principle applies to governing intelligent systems.
Your Governance Middleware Is a Suggestion
Why wrapping agent frameworks with policy checks doesn't close the gap you think it closes. The one-line test for AI governance.
Every Vertical Just Hit the Same Wall
PitchBook interviewed 13 agentic AI companies across security, legal, healthcare, sales, and robotics. They all found the same bottleneck. It isn't the models.
The Right Level of Abstraction
Why AI governance is provably impossible at one level and provably free at another. Rice's theorem, intent-driven architecture, and the decision that changes everything.
Intent-Driven Computing
Coding is writing at the level where the computer thinks. What happens when you write at the level where you think?