I'm building my own personal instinct/muse/kat and I'm wondering how anyone could possibly ever use one of these tools and hand over so much data. The level of access is crazy.
Human > machine then Human + Machine > Machine | Human then Machine > (Human + Machine) | Human
After that, humans are just the reward function.
Evan Marshall retweeted
We just launched Ito on ProductHunt because code review shouldn't stop at the diff.
Ito builds your app, runs the PR, and shows you what broke. producthunt.com/products/ito…
Programming with LLMs is statistical mechanics, not classical mechanics. You shape distributions, not instructions
We migrated 100B tokens/week to open-weight models, here's what we measured: ito.ai/blog/measuring-100b-t…
I asked @grok to rank labs companies and at least it knows its place
Running parallel coding agents? Worktrees isolate your files, but your DB, ports, and services still collide.
moo gives every agent its own Linux VM, versioned with your repo. Fork a 20 GB machine in under a second.
moove faster: github.com/heyito/moo
The whole API is one noun and four verbs.
moo new: a machine for this branch, forks in under a second moo run: run anything inside, services keep running moo save: snapshot the runtime, tagged to the commit moo drop: destroy the machine, snapshots survive
Everything else is just git.
🤖 Made with AI
Evan Marshall retweeted
Great showing at @aiDotEngineer conference. Only problem was not enough code review tools, inference providers, or cloud agent orchestration tools.
Evan Marshall retweeted
agents have a sense of humor.
I didn't have access to the YT video for homepage when testing, so decided to #rickroll the team.
full test plan below
PMs reaching for vibe coding are reacting to the right instinct, but executing it in the wrong layer.
The leverage isn’t in having PMs generate PRs. It’s in having them produce high-quality, constraint-aware specs.
This is one of those historical times where privacy tech is going to be more important than ever. Self custody and privacy counterbalance centralized power.









