Signal · the blog

Systems, the decisions behind them, and what broke.

Long-form notes on building automation that survives contact with reality. Written for people who build, not a recap of this week's AI headlines.

May 20, 2026

The boring choice is usually the senior one

Why I keep choosing deterministic pipelines over agents, and how to tell which problem you actually have.

AI AutomationArchitecturen8n
May 12, 2026

A classifier that fires on everything is just noise wearing a costume

Tuning a signal-detection system around what it chooses *not* to surface — and why precision beats recall in any tool a human has to trust.

AI AutomationClassificationRevOps
Apr 6, 2026

Plain English In. Production Workflow Out.

A production setup that turns plain-language descriptions into live n8n workflows via the MCP server — and an honest accounting of where it breaks.

n8nMCPAI AutomationClaude Code
Feb 18, 2026

Why Every B2B Marketer Needs to Understand n8n

LLMs, MCPs, and AI agents — what each layer actually does, and how n8n ties them into workflows that replace costly human capital where it counts.

n8nMarketingAI AutomationRevOps