How Knoxx Foods Built the Operational Foundations for AI
How Knoxx Foods built the operational foundations that make AI actually useful.
How Knoxx Foods built the operational foundations that make AI actually useful.
How the Zapier SDK and Notion Workers are evolving visual no-code builders into coding agents that write, deploy, and version integrations in minutes.
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.