How Long to Hold a PC Power Button to Force a Shutdown

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An OSNews article asks how long a user must hold down a computer's power button to turn the machine off. The piece appears to address the forced-shutdown method used when a PC becomes unresponsive. The source material provided is limited to the article link and discussion metadata, so the specific duration and technical details are not included here. Readers seeking the exact timing should consult the original OSNews article. The story was shared on Hacker News, where it drew 11 points and no comments at the time of capture.

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Home-Hosted Freelance Lead Scanner Uses Recency Windows and Board Rules to Filter Listings

A developer built a lightweight filter layer for a home-hosted freelance lead scanner to address stale listings and noisy results from job boards. The scanner runs on a Raspberry Pi 4 in the garage, with a cron job triggering a Node.js script every 30 minutes to fetch, normalise, and filter listings. Each board has its own recency window, defined in a configuration file, so only recently posted jobs pass through. Board-specific rules and a central filters module let the developer adjust logic without changing the scraper. Surviving leads are sent to a Slack webhook, and the filter functions are kept free of I/O so they can be unit tested.

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ProgrammingDEV Community ·

Atlassian's Teamwork Graph: How Rovo Stores and Links Connected Work Data

Atlassian's AI assistant Rovo can answer questions using files from outside Atlassian, such as SharePoint or Google Drive, because connectors copy synced workspaces into a store called the Teamwork Graph. The graph maps how work items, pages, people and connected tools relate to one another, and Rovo reads it directly without any user installation. In a test on an organization with no third-party tools connected, Rovo linked a Jira project to two Confluence pages with no explicit links, though a plain text search could have found them without the graph. Atlassian has announced that from 15 November 2026 it will index content behind authorized third-party links, and that code indexing will turn on automatically by January 2027, dates the author could not find in public documentation. The author also notes that Atlassian's published figures for graph size and connector counts are inconsistent across its own materials.

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ProgrammingDEV Community ·

Why the Turing Test No Longer Reveals Whether AI Truly Thinks

A new analysis argues that the Turing Test has lost its power to diagnose machine intelligence now that large language models can convincingly mimic human conversation. It cites research showing that GPT-4.5 is often judged indistinguishable from a human in conversation. The debate is therefore shifting from whether AI is intelligent to how its outputs are produced. The author proposes replacing single-test evaluation with scattering experiments, drawing on ideas from Douglas Hofstadter and the FARG program. These experiments would examine how a system responds across diverse and atypical situations, separating superficial imitation from genuine underlying competence.

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ProgrammingHacker News ·

French lawmakers approve levy of €0.055 per gigabyte of internet traffic

France's National Assembly has approved a tax of €0.055 for every gigabyte of internet traffic. The source material is a link to the Assembly's official session record for a sitting held on a Friday in late October. The article text provided is limited to the link and Hacker News discussion metadata, so details on the tax's scope, rationale, and implementation are not available here. The measure's progress through the rest of the legislative process has not been confirmed in this source.

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