Lessons from building multi-turn AI agents across Zapier Agents, Notion Custom Agents, and Relevance AI — covering context window management, system prompt bloat, sub-agent trade-offs, and context rot.
How reusable AI skills across Claude, Notion, and Linear have replaced prompt engineering as the highest-leverage way to make AI tools actually useful.
When Meta's AI safety director lost 200 emails to a runaway agent, it wasn't a hack — it was context window compaction silently dropping her safety instruction. Here's why the future of automation is selectively agentic, and how to combine AI judgement with deterministic guardrails that actually hold.
Notion Custom Agents and Zapier Agents take fundamentally different approaches to AI automation. Here's where each one wins — and where it falls short.
How I built a content system using Notion, Zapier, Readwise, and AI agents that produces original writing at scale — without sounding like everyone else.
Five practical Notion Custom Agent use cases we've been building—from automated meeting prep to turning Slack chaos into trackable tasks.
