// BLOG

Field Notes From the Bot Mines.

Things we figured out the hard way. Updated whenever we have something worth saying — usually once a month.

EngineeringMarch 18, 20268 min

Why We Stopped Using Headless Chrome for Instagram Downloads

After three months of fighting fingerprint detection, we rewrote the whole pipeline against the mobile GraphQL endpoint. Here is what broke and what finally worked.

BotsFebruary 27, 20266 min

Surviving the LINE Square Rate Limit Storm

When LINE quietly tightened its 1011 throttle in February, half our group bots went silent overnight. The fix was not what we expected.

InfraJanuary 14, 20265 min

Conoha vs Vultr Tokyo for Global Traffic

We ran the same Go binary on both for 30 days. The latency difference was small. The price difference was not.

TutorialDecember 9, 202510 min

Building a Smule Downloader in 200 Lines of Go

A walkthrough of the m4a stitching trick we use in production, including the part where we got rate limited and had to back off.