Insights, guides, and updates about AI tools and technology
A Hacker News thread surfaced a problem that's bigger than hallucinations: what happens when people stop treating LLMs as tools and start treating them as authorities. The discussion offers practical patterns for navigating this shift without starting a culture war.
Stavros published a detailed write-up in March 2026 describing a multi-model workflow for shipping real software projects with LLMs. The key insight: use a planning model as architect, a cheaper model for implementation, and multiple reviewers.
A senior engineer shares what actually breaks when migrating to the GPT-5 API, which changes matter most, and a step-by-step playbook for a safe transition.
We ran both models through 12 real-world coding benchmarks. The results are more nuanced than you'd expect — and the winner depends entirely on what kind of code you write.
A technical deep-dive into Operator-style agent architecture — from browser control APIs to reliability patterns, error recovery, and production deployment strategies.