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11 min read

Jev: The System One Model That Doesn't Generate Text

For years we’ve forced text-generating LLMs to make yes/no decisions and then parsed the prose back into a boolean. Jev, TypeSafe AI’s first System One model, skips text entirely and …

  • GenAI
  • LLM
  • Agents
  • TypeSafe
12 min read

Ownership Debt: The Hidden Risk of AI-Generated Code

Ownership debt isn’t a code problem. It’s a people problem. When AI writes the code and humans just approve it, the relationship between developer and codebase changes from author to …

  • GenAI
  • Software Development
  • Technical Debt
  • Code Review
11 min read

Renovate or Rebuild? Why I Redid the Blog From Scratch

My blog ran on someone else’s theme for five years. I finally stopped patching and rebuilt from the studs. Zero dependencies, LLMO-ready, accessibility-first, and the bee was the answer all …

  • blog
  • hugo
  • design
  • accessibility
9 min read

How Much Does It Cost to Self-Host Open Models on AWS?

Your AI bill tripled last quarter and your CTO is asking about open models. Here’s the real hardware, real costs, and whether it makes sense for a team of 10 or a company of 500.

  • AI
  • infrastructure
  • open-source
  • cloud
8 min read

Tomorrow Is Coming to Collect

The top 1% of companies spend $7,500/employee/month on AI. Token prices dropped 98% but bills tripled. 84% of CFOs see no ROI. The AI spending binge is over and the bill is arriving.

  • AI
  • Enterprise
  • Opinion
  • FinOps