Insights on web development, AI integration, and software engineering.
Local LLMs in June 2026: the open-weight release cascade, how sparse MoE and QAT rewrote the local AI hardware math, and what's worth running on each tier.
June 11, 2026 · 9 min read
A working Claude Fable 5 API migration guide: the model swap, the 400 errors to fix, classifier fallback to Opus 4.8, and effort tuning to control cost.
June 9, 2026 · 9 min read
Set up NVIDIA Nemotron 3 Super as AI coding tools for teams. Complete guide from API access to production multi-agent workflows with working code.
March 16, 2026 · 9 min read
A head-to-head comparison of JetBrains Air, Claude Code, and Cursor across multi-agent coordination, context management, and production reliability.
March 12, 2026 · 11 min read
Set up local AI development with LM Studio in minutes. Covers model selection, quantization, the OpenAI-compatible local API, and when local beats cloud.
March 10, 2026 · 10 min read
A technical breakdown of Claude's agent loop: the execution cycle, context management, tool design, and safety controls that make single-thread agents reliable in production.
March 9, 2026 · 11 min read
Learn to build automation agents with OpenAI's computer use API. Practical examples for form filling, multi-app workflows, and production reliability.
February 11, 2026 · 8 min read
Learn when to build AI agents vs chatbots, with ROI calculations and production patterns. A practical guide from an experienced AI development agency.
February 7, 2026 · 8 min read