AI Agents

HeyGen looks like the cheapest serious AI avatar platform. The credit system tells a different story. Honest review of pricing, Avatar IV math, and where it works.

A practical 2026 guide to stacking Gemini, Groq, Mistral, Cerebras, and OpenRouter free tiers into a real working AI agent. Limits, routing, and where it breaks.

AMD GAIA 0.17.6 ships a local Gmail triage agent that runs on your Ryzen AI PC. Install, connect, and triage your inbox with no cloud calls.

Kimi K2 review after 30 days of coding and agent work. Real benchmarks, pricing math, where it beats GPT-5 and where it loses. Verdict inside.

Build a 5-agent AI content business without writing code. Real architecture, costs, rate-limit fixes, and the failure modes nobody mentions.

Five infrastructure patterns that keep AI agents alive past the first month in production. Idempotency, postgres state, validation, cheap-first models, rate limits.

Slopsquatting attacks let AI coding agents install fake npm and PyPI packages laced with malware. Here is the three-layer defense I run on every agent project.

Most RAG agents fail because chunking destroys the structure they need. Here is why chunk-first thinking breaks production retrieval and what to do instead.

Windsurf review after months of daily use compared to Cursor and Claude Code. Pricing, Cascade agent, Memories, and who should skip it.

Build multi-agent AI systems like distributed microservices, with typed handoffs, named patterns, and the reliability tax most tutorials skip.