Shawn Ng
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LLMs

3 deep dives tagged LLMs — real systems, real numbers, no hand-waving.

What Is Jev? TypeSafe AI's System One Model, and Why It Refuses to Talk

· 15 min read

Jev is TypeSafe AI's System One model: a non-autoregressive transformer that returns typed, calibrated decisions instead of text. How it differs from LLMs.

  • ai
  • llms
  • machine-learning

The State of AI: A Field Report From Someone Who Actually Ships This Stuff

· 11 min read

A working engineer's mid-2026 field report on AI: what changed, what plateaued, where production reality is messy, and where the real work moved.

  • ai
  • llms
  • machine-learning

Local Models vs Frontier APIs: An Honest Accounting

· 11 min read

What it actually takes to run LLMs on your own hardware, why memory bandwidth is the real bottleneck, and when the economics flip in favor of the API.

  • llms
  • local-models
  • inference

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