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Integrations/2026-07-08Advanced

When Successful Automation Quietly Stops Earning Its Keep: Designing for Value Decay and Retirement

A dashboard full of green success logs often hides the most dangerous kind of failure. Here is a design — with working code — for surfacing automations that keep succeeding while producing no value, and deciding whether to retire, repair, or keep them.

Integrations/2026-05-19Intermediate

Three Weeks of Letting Antigravity Run wrangler tail Across Six Cloudflare Workers

I run six Cloudflare Workers in parallel — four Lab sites and two storytelling blogs — and the morning log review was quietly eating an hour and a half every day. Here is what changed when I handed wrangler tail interpretation to Antigravity's Inline Agent for three weeks, what I trusted it with, and what I kept for myself.