// insights
Insights
Technical deep-dives, AI strategy, and field notes from the front lines of AI consulting and engineering.
Jev: The AI Model that Makes Decisions
TypeSafe AI's Jev doesn't generate text. It picks from choices you define and returns a confidence score, in milliseconds. It became the fastest-adopted model in Vercel AI Gateway history, and it points to where cheap business automation is heading.
Claude Opus 5.5: Top-Tier AI at 40% Less
Anthropic's Opus 5.5 matches its most capable public model on most work while costing about 40% less to run than Opus 5. Capability, autonomy and cost are now improving together, and that changes which AI workflows make sense for small businesses.
June's AI Models: Smarter at the Top, Cheaper Everywhere Else
OpenAI, Anthropic and Google all shipped new models in June. The bigger story isn't who's smartest. It's that AI now comes in tiers, and small businesses no longer need a top-tier model for everything.
Anthropic Shipped Four Major Releases in April. OpenAI Shipped Two Verticals.
A month of Anthropic releases — Opus 4.7, Claude Design, a redesigned Code desktop, and Mythos — adds up to a clear enterprise lead. Here's what shipped and why it matters.
MCP Won. The Agent Wire Protocol War Is Over.
Model Context Protocol hit 97M monthly SDK downloads, every major AI provider ships it, and the Linux Foundation now stewards it. Here's what that means for buying, building, and securing AI tools.
OpenClaw Is Popular. It's Also a Security Liability.
OpenClaw has 247K GitHub stars and two unpatched CVEs. Here's what you need to know before deploying it — and how to harden it if you do.
Choosing Your AI Automation Stack in 2026
An honest comparison of n8n, LangChain, OpenClaw, and Claude Cowork — what each is good at, where each falls short, and how to pick the right one for your team.
Securing LLM Infrastructure: Building Compliant AI Workflows
Why standard LLM APIs aren't sufficient for sensitive industries, and how to build infrastructure that actually meets compliance requirements.
Sonnet 4.6, Gemini 3.1 Pro, Grok 4.20 — All Shipped in One Week. Build Portable.
Three frontier models shipped in 48 hours, each topping different benchmarks. The lesson isn't which to pick — it's that if your stack depends on any one of them, you've already lost the next round.
Opus 4.6 Just Moved Into PowerPoint. Your Next AI Tool Isn't an App.
Anthropic and OpenAI both shipped enterprise integrations yesterday. The AI-as-separate-app era is ending — your next AI tool is embedded in the software you already pay for.
What Claude Cowork Means for Your Business
Anthropic just shipped Cowork — an agentic AI that gives non-technical workers the autonomy of Claude Code. Here's what it does, who should care, and what to watch for.