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Each pull request was tested against a main that no longer existed
43+ min ago (786+ words) A payment call started timing out in production about an hour after a Thursday merge. The change that broke it had been reviewed, approved and green. So had the change it collided with. Neither of them was wrong on its…...
The MCP Python SDK 2.0 broke the wrapper libraries. Here's how to spot it and pin back
57+ min ago (472+ words) If your MCP tools started failing a few weeks ago and nothing in your own code changed, you're not imagining it. The official Python mcp package shipped 2.0.0 on 2026-07-28. It's a real major version, with public APIs removed and renamed. Latest…...
My registry accepted a duplicate ID, and the wrong thing failed three steps later
44+ min ago (482+ words) A register of in-flight work assigns each unit an ID. One writer mints them, they are unique, and everything downstream keys off that. The rule is written down. Two rows ended up with the same ID, a day apart. Nothing complained…...
Ask the Raw LLM API From Your Terminal. What Comes Back Is Junk, and That's the Point
42+ min ago (695+ words) Martin McGarry's top tip: query the bare OpenAI or Gemini API, diff it against the chat product, and the delta shows you where retrieval fetches from. Plus RSS as the next llms.txt and the grace period spam drives through....
W3 (Web World War) — Part 1: PHP vs Django — The Request-Response Duel
1+ hour, 8+ 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
1+ hour, 24+ 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?
1+ hour, 15+ 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
1+ hour, 16+ 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
1+ hour, 18+ 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
1+ hour, 23+ 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…...