AI news, model releases, and field notes from real deployments.
We test every frontier model on real client workflows and ship AI agents into production businesses. This is what we're seeing, what works, and what doesn't.
NewsThe State of AI: June 2026 Benchmarks & Model Releases
MiniMax-M3, Claude Opus 4, GPT-5, Llama 4 — the model race didn't slow down. Here's what shipped, what regressed, and which models are actually worth your money in June 2026.
InsightsPI and Hermes: Building AI Agents That Actually Ship
What separates toy demos from production-ready agents? We break down the architecture behind PI (a coding agent harness) and Hermes (an open-weights agent framework) — and what we learned wiring them into real client work.
InsightsWhat We Learned Deploying AI Agents for Real Businesses
Six months, eleven deployments, four hard-won lessons. Here's what we wish someone had told us before wiring AI agents into real businesses — and what we'll do differently next time.
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