Compressing tool output before sending: How Headroom reduces 55,957 tokens to 24,340, and its limitations

IntroductionWhen you leave troubleshooting to a coding agent, the log retrieval tool returns 55,957 tokens of text. Of that, ...

A Story About Giving AI Calibration Memory for Things It Can't Claim to Have 'Done'—Designing and Implementing a Mechanism Called Gauge

As I had AI write code for me, a certain sense of unease began to accumulate. The AI writes correct syntax and design. But ...
cyberpress

TWEAKOS Stealer Uses Telegram Bot C2 to Harvest Discord Tokens and Session Data

TWEAKOS combines credential theft with an account storefront inside one Telegram bot. According to an analysis of two exposed ...
dev.ua

Without the cloud and complicated settings: the developer created a standalone PowerTrace dashboard for Tuya meters

PowerTrace, an autonomous electricity monitoring system for Tuya smart meters (including popular budget models like the ...