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Disclaimer: This project was developed strictly for educational purposes, authorized security testing, and defensive engineering to Continue reading on Medium »
An eval score can rise while the agent gets worse. The fix could be to keep the definition of success outside the optimization loop.Continue reading on Medium »
Because the best API is not the one that works perfectly. It is the one that knows what to do when everything goes wrong.Continue reading on Medium »
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Over the last few months I ve cut roughly 15 hours a week of manual work out of small-business operations using nothing but the tools on Continue reading on Medium »
This isn t vibes, it s a design choice.Continue reading on Medium »
A system that plans, monitors itself and reports back is a different kind of tool from one that returns an answer.Continue reading on Medium »
AI agents change how work gets done. They do not change who answers for it.Continue reading on Medium »
What if the real breakthrough in infrastructure AI isn t teaching machines to design bridges, but teaching them to understand what a Continue reading on Medium »
A question and its answer point in opposite directions. Somebody has to be trained to fix that.Continue reading on Medium »
Chinese AI startup Z.ai, known internationally for its growing lineup of powerful, largely open source GLM series of language models, today released GLM-5.3 with substantial gains in long-horizon coding and a more consequential — and potentially sensitive — jump in cybersecurity capabilities.Already, GLM-5.3 s cyber capabilities have found a potentially serious vulnerability in Cursor, the AI coding startup recently acquired by SpaceX, according to z.ai developer advocate Lou, posting on X. VentureBeat also tagged Cursor for confirmation on X and is awaiting response.GLM-5.3 is available initially only through the company s GLM Coding Plan and ZCode coding environment, while API access and open weights are coming later, once safety evaluation and hardening are complete, according to the company. Z.ai says it plans to release weights approximately two weeks after launch.For enterprise developers, the notable part of the release is not simply another round of benchmark improvements. Z.ai