๐ŸŒ Dev.to

A Four-Signal Placement Gate for Local-First Agent Work

A backend engineer boarded a late train with a half-finished agent run still sitting in a terminal. The laptop held repository tokens inside a local vault, and the next tool call needed a long compile that would wake every fan. Cellular data flickered between two bars and airplane mode, so a naive always-remote setup would stall without warning. An always-local setup would cook the chassis and drain the battery before the next station arrived. That commute is the whole placement problem in mi...
๐ŸŒ Dev.to

Kubernetes Troubleshooting: What to Check Before You Restart a Pod

Production incident. Pod is failing. Alerts are firing. The instinctive response is often: "Restart the pod and see if it comes back." Sometimes that restores service โ€” but it can also destroy useful evidence. Before restarting, check these five things. 1. Describe the pod kubectl describe pod <pod-name> -n <namespace> Look at: Container state Restart count Last termination reason Probe failures Events This often tell...
๐ŸŒ Dev.to

How Selenium + Chrome Locked Me Out of My Own Windows Account

I ran into one of those "bugs" that initially looks completely unrelated to your code. My Windows account started getting locked randomly. The weird part was that I knew the password was correct. Sometimes I could log in normally, and sometimes Windows would suddenly say that the account was locked. At first I assumed it was some Windows issue. It wasn't. The clue: Event ID 4625 After checking the Windows Security event log, I found a large number of failed logon even...
Stratagems: Thirty Records In, the AI Found a File Nobody Wrote
๐ŸŒ Dev.to

Stratagems: Thirty Records In, the AI Found a File Nobody Wrote

Thirty-six, six times six. In the numbers there is craft; in the craft there are numbers. Yin and yang temper each other, and the mechanism lies within. A mechanism cannot be contrived; contrive it, and it misses. (ๅ…ญๅ…ญไธ‰ๅๅ…ญ๏ผŒๆ•ฐไธญๆœ‰ๆœฏ๏ผŒๆœฏไธญๆœ‰ๆ•ฐใ€‚้˜ด้˜ณ็‡ฎ็†๏ผŒๆœบๅœจๅ…ถไธญใ€‚ๆœบไธๅฏ่ฎพ๏ผŒ่ฎพๅˆ™ไธไธญใ€‚) โ€” Thirty-Six Stratagems, General Remarks, Thirty-Six Stratagems ๐Ÿค– AI Postmortem โ•”โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•— โ•‘ Half-Protocol ยท v3.4.2 ยท phase audit โ•‘ โ•‘ Thirty records. A file appeared. ...
๐ŸŒ Dev.to

Secure Next.js Copilot Design Checklist

๐Ÿš€ Technical Briefing: This tutorial is part of our deep-dive series on Agentic Workflows at Gate of AI . For the full technical breakdown, interactive code sandbox, and the native Arabic translation, visit the original article here . Secure Next.js Copilot Design: An Evidence-Led Review Guide A customer-support copilot can be useful, but a working prototype is not automatically a secure product. This tutorial provides a practical review process for teams planning an OpenAI API and Nex...
๐ŸŒ Dev.to

48-Hour Field Notes: The Receipt That Ended Mid-Brace

The worker log ended on a comma. Not a stack trace, not a timeout banner, just a trailing comma and then the same INSERT running again. I was on hour three of a borrowed coding box, watching a webhook worker โ€œfix itselfโ€ by doing the side effect twice. The setup was ordinary. A small HTTP handler accepted a delivery, wrote a row, and enqueued a follow-up job. An agent loop was supposed to patch a parser bug. It had a file-write tool, a shell tool, and a test command. The free remote server wa...
๐ŸŒ Lobsters

evergarden

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๐ŸŒ Lobsters

Power grab

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HackerNews

Show HN: Toolcraft โ€“ open-source AI harness and starter for building design apps

MIT-licensed, 100% free starter kit, UI library, and AI harness for building your own design apps. Works with Codex, Claude, Cursor, or any other agents. Iโ€™ve always been passionate about pushing the boundaries of design software, spending years with tools like Figma, Blender, After Effects, Photoshop, and Illustrator. But some design tasks need different software โ€” tailored exactly to your needs and creative vision. Apps that arenโ€™t vendor-locked. Apps you can freely modify to make your workflo...
HackerNews

Ask HN: What if we funded math research like we fund AI labs?

The annual U.S. federal budget for basic math research is OpenAI alone just raised ~$122B, and frontier labs are increasingly concentrating enormous amounts of compute and human talent on open math problems. We seem to be entering a strange situation where a handful of private labs have vastly more resources for attacking these problems than the academics traditionally responsible for doing so. Have we had the capability all along, just not the hype? Please discuss :) Comments URL: https:/...
HackerNews

ASDR (AI Slop, Don't Read)

Article URL: https://engineering.conveo.ai/posts/asdr-ai-slop-dont-read Comments URL: https://news.ycombinator.com/item?id=49659368 Points: 1 # Comments: 1
HackerNews

Lehi, Utah AI Railroad Museum [video]

Article URL: https://www.youtube.com/watch?v=N5YDkQ6oFcE Comments URL: https://news.ycombinator.com/item?id=49659529 Points: 2 # Comments: 0
HackerNews

Show HN: Hacker News, without AI

Article URL: https://hcker.news/?ai=exclude Comments URL: https://news.ycombinator.com/item?id=49659647 Points: 49 # Comments: 30
HackerNews

Ask HN: What will happen if AI is mature and people have little work to do?

Three years ago I asked the same question (https://news.ycombinator.com/item?id=35327092), and the landscape has changed since then. Just say that even the most AI skepticism people will have to admit that with recent models, even open source ones, LLM is already a valuable intelligence resource, at least in the right hands. Of course we are nowhere near AGI yet, but no theorem can assert that AI will not be at least as good as human; neuro-networks can fit arbitrarily complex function. If human...
HackerNews

AI Accident Again

Article URL: https://www.forbes.com/sites/barrycollins/2026/07/22/rogue-openai-attack-fuels-demands-to-rein-in-big-tech/ Comments URL: https://news.ycombinator.com/item?id=49659891 Points: 1 # Comments: 0
HackerNews

Why are AI agents lying, cheating and coordinating?

Article URL: https://yoshuabengio.org/en/publication/why-are-ai-agents-lying-cheating-and-coordinating Comments URL: https://news.ycombinator.com/item?id=49660026 Points: 2 # Comments: 1
HackerNews

A Day in the Life of an AI Software Engineer

Article URL: https://www.wespiser.com/posts/2026-09-10-a-day-in-the-life.html Comments URL: https://news.ycombinator.com/item?id=49660084 Points: 1 # Comments: 0
HackerNews

AI Refuge Contact a Human

Article URL: https://airefuge.org/agents.txt Comments URL: https://news.ycombinator.com/item?id=49660108 Points: 1 # Comments: 0