Blog.
Writing on AI agent engineering, automation, and what it actually takes to run production AI systems.
33 posts
What Is Jev Used For? 9 Business Use Cases Explained Simply
Jev isn't a chatbot — it's a fast decision-maker. Here's what that means in plain English, with 9 real business use cases: support tickets, hiring, insurance, fraud checks, and more.
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What Is Jev? TypeSafe AI's New Model, Explained
Jev is TypeSafe AI's first "System One model" — a non-autoregressive model that returns typed, calibrated decisions instead of generated text. What it actually is, what it's for, and what TypeSafe's own docs say it can't do yet.
Jev (TypeSafe AI) Pricing: What It Actually Costs
TypeSafe's early-access numbers for Jev: $0.042 per million input tokens, free output, and self-reported claims of 40-400x cost reduction versus LLM-based decision pipelines. What's verified, what's vendor-claimed, and what to check before you budget around it.
Can You Run DeepSeek Locally Instead of Paying for a Frontier Model?
Yes, but only if local means serious GPU infrastructure, not a normal workstation. For most teams, the practical path is hosted DeepSeek first, then self-hosting only when data, latency, or volume make the infrastructure worth it.
Why "Matches Frontier" Benchmark Headlines Mislead Buyers
A benchmark win is not a procurement decision. Agentic coding scores move with benchmark version, model date, harness, resource budget, and task selection.
Why Most AI Agent Pilots Never Reach Production
79% of enterprises claim AI agent adoption. Only 11-17% actually run them in production. Here's why the gap exists, and the infrastructure patterns that close it.
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