Agentic AI News

AI agents are real in 2026, but most guides oversell them. A developer's honest take on OpenClaw, Claude Cowork, and what actually works for small business.

MiniMax M2.7 scores 90% of Opus quality at 7% the cost. I break down benchmarks, token plans, speed issues, and whether it's worth switching to.

I tested GPT 5.4 head-to-head against Claude, Gemini, and MiniMax on a real coding task. Here's what the benchmarks don't tell you.

Research shows CLAUDE.md files can hurt more than help. Here's what actually works—and when to skip it entirely.

dangerously-skip-permissions makes Claude Code autonomous—no more prompt fatigue. But real devs have lost home directories. Here's what you actually need to know.

Why do 80% of AI projects fail? Context — not capability. Learn the 5-step AI business context validation framework SMBs use to close the gap.

Prompt engineering best practices have fundamentally changed. Learn what works in 2026—context engineering, model-specific tactics, and why longer prompts often hurt.

I tested OpenCode against Claude Code for real development work. Here's what surprised me about the open-source alternative — and what I don't miss.

MiniMax M2.5 paired with OpenCode CLI delivers frontier coding performance at 5-20% of Claude's price. Here's my hands-on experience and why it matters.