Blogger details running a homelab on a $10 OpenStick Linux device

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A blog post describes how the author uses a $10 USD OpenStick board as a homelab, running Linux on the low-cost hardware. The article outlines the software and services the author runs on the device. It was shared on Hacker News, where it gathered 10 points and 2 comments. The source material provided is limited to the link, discussion metadata, and headline, so further technical details are not available here.

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Essay Argues AI Frontiers Are Closing, Per Hunch.net Post

A post on the blog hunch.net, shared on Hacker News, puts forward the argument that the frontiers of artificial intelligence may be approaching an end. The item's metadata shows it drew 11 points and one comment on the Hacker News forum. The available text includes only the post's URL and discussion statistics, so the specific reasoning behind the claim cannot be confirmed from this material. Readers would need to consult the original essay for the author's arguments and evidence.

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ProgrammingHacker News ·

Microsoft Researcher John Langford Leaves as AI Frontiers Group Is Wound Down

John Langford, a researcher at Microsoft, has departed the company, according to a report from Business Examiner. The report also states that Microsoft's AI Frontiers group has been declared finished. The source article provides limited detail beyond these two developments. The story gained modest traction on Hacker News, where it received 11 points and 2 comments. Further details on the reasons for the departure and the group's closure were not available in the provided text.

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ProgrammingDEV Community ·

Hosting gratuito para bots de Discord: guía práctica para 2026

Un bot de Discord solo responde mientras su proceso está en marcha, por lo que deja de funcionar al apagar el equipo o cerrar la terminal. Un hosting gratuito soluciona ese problema, aunque casi siempre impone límites de tiempo, memoria, CPU o almacenamiento. La guía toma como ejemplo el plan gratuito de ACLClouds, con 4 días renovables, 315 MB de RAM y 0,25 vCPU por bot, y advierte que un plazo caducado detiene el bot aunque el código sea correcto. Recomienda comprobar estas cifras en la página del proveedor antes de depender de ellas, y ofrece una lista de verificación aplicable a cualquier servicio. También incluye un ejemplo práctico con discord.js y Python para un bot sencillo que responde «pong» al comando !ping.

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ProgrammingDEV Community ·

Hiring Tip: Test Engineers With a Token-Budget Ledger, Not Just a Demo

The article argues that a working demo says little about an AI engineer's skill, since the real test is how a service behaves once its budget runs out. It proposes a take-home task: build a small question-answering service over a fixed corpus that calls a hosted model, deploys to a public URL, and keeps a machine-readable ledger of every token spent. Candidates receive a fixed token allotment and must explain what the system does when that allotment is exhausted. The author provides a roughly forty-line Python sample that caps output tokens based on remaining budget and charges for prompts and completions, along with tests that check refusal at the limit. The piece also notes that free model access and hosting from MonkeyCode make the exercise practical to run at scale, while advising reviewers to verify current terms before use.

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