6 posts
AI coding and content agents routinely declare a task "done" while the work is still unfinished, and asking the agent to check its own work barely helps. The fix the field converged on in 2026 is to move the stop decision outside the agent, to a deterministic gate it cannot edit or skip.
A viral thread promises Stanford's STORM research method in four prompts with no setup. It quietly deletes the one thing that makes STORM research instead of confident guessing — retrieval. Here's why grounding is the whole point, and how we keep it.
Elvis Sun's loss-function development reframes long agent loops: optimize toward a target, not a spec. We mapped it onto our content pipeline. Here's what we found.
Project Glasswing found 10,000+ severe bugs with AI. Small SaaS teams need shorter patch loops, cleaner dependency inventory, and agent audit trails.
Anyone can vibe-code your app in an afternoon. Three moats still hold: distribution, network effects, and data partnerships. Here's which ones we're betting on.
Cursor, Claude Code, and OpenAI Codex are battling to become the default AI coding agent. Here's what each tool actually does differently and how to pick the right one.