Telegram Formatting Is Finally Useful for Automation

Most notification systems do not have an information problem. They have a presentation problem. The email system had already done the hard work. In an earlier post, I described the scoring pipeline that separates mail needing an immediate alert from messages that can wait for the evening summary or a later review. More recently, I wrote about removing recurring junk at the source, rather than merely teaching the filter to tolerate it. ...

July 24, 2026

Turning Unsubscribe Into Maintenance

Email junk does not arrive as one dramatic flood. It accumulates quietly. A shop you bought from once starts sending three promotions a week. A travel site mistakes one booking search for lifelong intent. A restaurant app decides you need personalised recommendations forever. None of these messages are individually offensive. That is why they survive. But the result is stupid: an inbox full of tiny claims on attention. So I asked Closp to audit the last month of Gmail and find the recurring junk worth unsubscribing from. ...

June 20, 2026

Building an Advanced Email Filtering System: From Hardcoded Patterns to Machine Learning

Email overload is a modern disease. Hundreds of emails a day, most of them noise. Newsletters you forgot you subscribed to. Marketing emails disguised as personal messages. Bank statements. Gas bills. The occasional important email buried in the flood. I tried fixing this with a simple ignore list. It didn’t scale. This is the story of how I built a multi-layer email filtering system that replaced hardcoded bash patterns with intelligent scoring, security scanning, and adaptive learning. ...

February 21, 2026