We built a contact enrichment pipeline for our Notion CRM using Apollo.io, HarvestAPI via Apify, and Zapier — for roughly $0–5/month. Here's the full architecture, the cost breakdown, and why CRM vendors charging $2–3K/year for the same capability is a broken model.
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.
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.
One click after a meeting. Every task lands where it belongs. No manual sorting or copying and pasting required.
