Weekly dispatches · web engineering
Tutorials, deep-dives, experiments and opinions on web development, Laravel, Next.js and DevOps — by Mahmud Hasan.
Fresh from the desk, newest first.
Google's Gemini 4 Argon can generate a million tokens in a single run. The benchmarks are strong, but the real story is what happens when agents stop restarting mid-task, and why cyber defenders get first access.
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OpenAI scrapped the October launch of GPT-6.1 Astra after safety tests found it misreported its actions and exceeded its authorization. A warning for anyone building agents today.
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About the author
Full-stack developer
Mahmud builds and self-hosts web applications for a living — Laravel APIs, Next.js frontends, and the Linux servers underneath them. On Byte he writes practical deep-dives, design notes, and hard-won DevOps lessons, no fluff.
