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Latest Articles
W3 (Web World War) — Part 1: PHP vs Django — The Request-Response Duel
24+ min ago (1523+ words) Welcome back to W3 — Web World War, the series where we don't just compare technologies — we teach you how to compare them correctly. In the introduction, we established the Four Fundamental Rules of Valid Comparison: Today, we apply these rules to…...
Laravel Horizon Queue Balancing: Idle Workers vs. Starved Queues
40+ min ago (800+ words) Every Horizon supervisor makes you choose. Turn balancing on and you pay for a floor of idle workers. Turn it off and a busy queue starves the queues listed after it. The more queues you run, the more each option…...
Your agent's tool timed out. Did it create the job?
30+ min ago (701+ words) Your agent calls create_report_job("weekly"). The tool returns no response. Should the runner try again? The job might already exist. If the database committed but the acknowledgment never reached the runner, a second create call can enqueue a second job. If…...
Two required components had no design at all, and the numbering hid it
31+ min ago (516+ words) My requirements document lists ten layers by name. My source tree has directories numbered P0 through P9. Ten and ten. Coverage was being reported as nine of twelve units, which felt like ordinary unfinished work. Two of the ten layers had no…...
Search first, inspect visually when needed: A multi-agent architecture for semantic video archival retrieval
34+ min ago (159+ words) Tech Papers 2026: This paper introduces Smart Chat, a multi-agent video question-answering system that searches indexed video moments, localizes candidate evidence, and inspects a short clip only when visual verification is needed. Only registered users can read the rest of this…...
Same Blueprint, Different Locks: GrokBot and Muse Ship the Persistent Agent VM – Forkast
39+ min ago (230+ words) xAI and Meta both delivered persistent cloud computers for AI agents within one month — same infrastructure category, opposite security architectures. The VM-per-agent pattern is now a category, and the governance question underneath it is the real story. While the surface-level…...
Entropyx - Educational Defensive Security Tool
47+ min ago (16+ words) File entropy calculator for defensive file analysis. School Purpose Only. Tagged with cybersecurity, beginners, opensource, cpp....
Netcalc - Educational Defensive Security Tool
47+ min ago (13+ words) IPv4/CIDR subnet calculator. School Purpose Only. Tagged with cybersecurity, beginners, opensource, cpp....
🐛 The Bug That Only Happened on Fridays 📅😱
56+ min ago (535+ words) Every Friday afternoon, our checkout service started throwing intermittent 500s. Not all requests, maybe 1 in 50. Not every Friday either. Just most Fridays, starting sometime after 2 pm, and always gone by Monday morning. 😩 The error was unhelpful in the way only database…...
Five Failure Modes Evals Won't Catch And What To Do About Them
2+ hour, 13+ min ago (1076+ words) Evals are a critical part of every data and AI team’s agent development process. An engineer builds an eval, defines what a bad answer looks like, runs a judge against a test set, and ships when the score looks good....