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Product Hunt — The best new products, every day

Mirlo

<p> Social media for real connections. No likes, no algorithm. </p> <p> <a href="https://www.producthunt.com/products/mirlo?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1173136?app_id=339">Link</a> </p>

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Hacker News AILLMs

Rate AI coding agents and gain reputation

Article URL: https://elolup.com/ Comments URL: https://news.ycombinator.com/item?id=48552174 Points: 3 # Comments: 2

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Hacker News AILLMs

AI and National Security – Something Doesn't Add Up

Article URL: https://paulbrownok.substack.com/p/ai-and-national-security-something Comments URL: https://news.ycombinator.com/item?id=48552167 Points: 1 # Comments: 0

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Dev.to

Stop Paying For Retrieval Latency On Chunks You Never Use In The Prompt

<h2> Your pipeline fetched 10 chunks. Your LLM saw 3. </h2> <p>You set <code>TOP_K=10</code> on your vector store. Ten candidate chunks means more signal for the model — that's the logic. Then you run <code>npx ragscope</code> and the audit prints:<br> </p> <div class="highlight js-code-highlight"> <pre class="highlight plaintext"><code> WARN 51/100 █████░░░░░ my-rag-service │ "what are the pricing tiers?" │ │ ✗ precision 30 ███░░░░░░░ 3/10 chunks used │ ✗ efficiency 30 ███░░░░░░░ 70% tokens was

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Dev.to

AI Detectors Are Failing Students — Here's What Universities Actually Know

<h2> The detector said I cheated. I wrote every word myself. </h2> <p>That's the opening line of a Reddit post from a public health student at the University at Buffalo. He submitted an assignment he completed entirely on his own — no ChatGPT, no Claude, no Copilot. Turnitin's AI detector flagged it as "likely AI-generated." The university opened an academic dishonesty investigation based solely on that score.</p> <p>He's not alone. Across the US, UK, Australia, and Canada, students are being ac

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OpenClaw Commits

fix(tui): refresh after external session reset (#93562)

<pre style='white-space:pre-wrap;width:81ex'>fix(tui): refresh after external session reset (#93562) * fix(tui): refresh after external session reset * fix(clownfish): address review for ghcrawl-157015-autonomous-smoke (1) Co-authored-by: Jason <31175216+wsyjh8@users.noreply.github.com> * fix(clownfish): address review for ghcrawl-157015-autonomous-smoke (1) Co-authored-by: Jason <31175216+wsyjh8@users.noreply.github.com> --------- Co-authored-by: openclaw-clownfish[bot] <280122609+openclaw-clow

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Dev.to

I Shipped a Python Learning App with Zero Money — Here's Every Free Tool I Used

<p>Here is your Medium post, fully written in publication-ready markdown:<br> markdown# I Shipped a Python Learning App with Zero Money — Here's Every Free Tool I Used</p> <p><em>A 19-year-old developer from Bangladesh. No funding. No team. Just free tools, free APIs, and stubbornness.</em></p> <p>I'm Simanta. I built <strong>Codino</strong> — a Python learning app with an offline IDE, AI tutor, Jupyter-style notebook, gamification, and data science library support — and published it on the Goog

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Dev.to

Angular Addicts #50: Angular 22, Agentic Angular, Deploying to the Cloud & more

<h2> 👋Hey fellow Angular Addict </h2> <p>This is the 50th issue of the Angular Addicts Newsletter, a monthly collection of carefully selected Angular resources that caught my attention. (Here are the <a href="https://www.angularaddicts.com/p/angular-addicts-49-analogjs-25-agentic-angular" rel="noopener noreferrer">49th</a>, <a href="https://www.angularaddicts.com/p/angular-addicts-48-typescript-6-on-push-as-default" rel="noopener noreferrer">48th</a> and <a href="https://www.angularaddicts.com/

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AI NewsBusiness

AI Red Teaming Explained: What It Is and Why You Need It

With AI adoption accelerating, testing systems under adversarial conditions has become increasingly important. It enables organisations to identify vulnerabilities before deployment and strengthen overall system safety. Explore what AI red teaming is, why it matters and the leading companies offering AI red teaming consulting services. What Is AI Red Teaming? AI red teaming tests artificial […] The post AI Red Teaming Explained: What It Is and Why You Need It appeared first on AI News .

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Dev.to

You Spent $35,000 Fine-Tuning a Model. A $28,000 RAG System Would Have Done It Better.

<p><strong><em>The most expensive mistake in enterprise AI right now is fine-tuning when retrieval is the actual answer.</em></strong></p> <p><strong>The Decision That Costs More Than It Should</strong><br> When an enterprise AI project needs domain-specific knowledge, two paths appear obvious. Fine-tune the model on your data. Or build a retrieval system that feeds the model your data at query time.<br> Most teams spend weeks debating the question. Then they choose wrong.<br> Over 70% of enterp

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Product HuntTools

uwait

<p> Get paid while AI thinks </p> <p> <a href="https://www.producthunt.com/products/uwait?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1173104?app_id=339">Link</a> </p>

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Hacker News: Show HN

Show HN: Ghostty in-browser with real client-side back end

A real work in progress I've got here. Our good friend Ghostty is now haunting the browser. Ghostty Playground is an experimental project based on ghostty-web. It includes the full Ghostty terminal with configs, like themes and keybinds (config panel is based on zerebos' ghostty-config). It runs a real Linux-like backend directly in the browser via BrowserPod with a dedicated filesystem, port-listening, bash, git, node.js, npm etc. It includes the ability to download small AI models via Hugging

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OpenClaw Commits

fix(agents): drop partialJson streaming artifacts from session histor…

<pre style='white-space:pre-wrap;width:81ex'>fix(agents): drop partialJson streaming artifacts from session history repair (#93469) Merged via squash. Prepared head SHA: 86fe9d5a43bddd6b9536aad962d5171f439c6f74 Co-authored-by: drvoss <3031622+drvoss@users.noreply.github.com> Co-authored-by: vincentkoc <25068+vincentkoc@users.noreply.github.com> Reviewed-by: @vincentkoc</pre>

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OpenClaw Commits

fix(bedrock): strip inference profile prefix from model ID in embeddi…

<pre style='white-space:pre-wrap;width:81ex'>fix(bedrock): strip inference profile prefix from model ID in embedding adapter (#93452) Merged via squash. Prepared head SHA: aaaee01ebee7503e0e9e2db204e755e358c00287 Co-authored-by: LiuwqGit <7065327+LiuwqGit@users.noreply.github.com> Co-authored-by: vincentkoc <25068+vincentkoc@users.noreply.github.com> Reviewed-by: @vincentkoc</pre>

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AI NewsBusiness

How AI-Powered CMS Platforms Are Transforming Enterprise Content Operations

For years, enterprise content management was largely a publication tool. How do you get the right content, in the right format, to the right channel, without breaking workflows that span dozens of markets and hundreds of contributors? The answer was usually a combination of manual processes, siloed systems, and large coordination teams that grew historically […] The post How AI-Powered CMS Platforms Are Transforming Enterprise Content Operations appeared first on AI News .

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Product Hunt — The best new products, every day

Tyto by ai-coustics

<p> Audio insight that predicts voice AI performance </p> <p> <a href="https://www.producthunt.com/products/tyto?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1173055?app_id=339">Link</a> </p>

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Product HuntTools

Parano.ai

<p> Never miss a competitor's move </p> <p> <a href="https://www.producthunt.com/products/parano-ai?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1173051?app_id=339">Link</a> </p>

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Hacker News: Show HN

Show HN: GitHits Public Beta 0.9

Hi HN, I’m Olli-Pekka, co-founder of GitHits (and the creator of opencv-python package). GitHits is a CLI and local MCP server that gives coding agents access to the open-source code their projects actually depend on. Coding agents already have access to your local codebase. The missing context is the open-source code behind your dependencies. When an agent hits a framework edge case, an undocumented integration, or version-specific behavior, the answer often lives in dependency source code, tes

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OpenClaw Commits

fix(gateway): tolerate transient pre-hello clean closes (#93528)

<pre style='white-space:pre-wrap;width:81ex'>fix(gateway): tolerate transient pre-hello clean closes (#93528) * fix(gateway): tolerate transient pre-hello clean closes Co-authored-by: RayRuan <43744645+ruanrrn@users.noreply.github.com> * fix(clownfish): address review for ghcrawl-156871-autonomous-smoke (1) Co-authored-by: RayRuan <43744645+ruanrrn@users.noreply.github.com> --------- Co-authored-by: openclaw-clownfish[bot] <280122609+openclaw-clownfish[bot]@users.noreply.github.com> Co-authored-

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Hacker News Ask

Ask HN: Claude renamed my VM from the inside?

On my Win11 machine I run my dev in a VMWare 17. VM name was setup years ago as Win11_dev. I run my Claude inside. This morning my muscle memory couldn't find my machine - it was renamed to claude?! How is this possible? I'm baffled. Comments URL: https://news.ycombinator.com/item?id=48551386 Points: 2 # Comments: 1

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Product HuntTools

Annota

<p> Cross Platform, Local First AI powered Note Taking App </p> <p> <a href="https://www.producthunt.com/products/annota?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1173022?app_id=339">Link</a> </p>

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The Guardian AIBusiness

AI could help win ‘race against extinction’ of vital plants, say botanists

<p>Tech is helping to identify and save new specimens and could open ‘genomic goldmine’ of fungi data</p><p>The rise of AI and digitisation could be a turning point in the “race against extinction” faced by botanists trying to identify and save vital plants before they vanish, according to a major <a href="https://www.kew.org/science/state-of-the-worlds-plants-and-fungi">report</a> from Royal Botanic Gardens, Kew.</p><p>New technology is enabling scientists to track how flowering times have shif

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AI could help win ‘race against extinction’ of vital plants, say botanists
Hacker News AILLMs

AI Agents Enable Adaptive Computer Worms

Article URL: https://cleverhans.io/worm.html Comments URL: https://news.ycombinator.com/item?id=48551067 Points: 2 # Comments: 0

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Hacker News AILLMs

AI Is Not Conscious, but It Is Becoming Our Unconscious

Article URL: https://theconvivialsociety.substack.com/p/ai-is-not-conscious-but-it-is-becoming Comments URL: https://news.ycombinator.com/item?id=48550941 Points: 2 # Comments: 0

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Hacker News AILLMs

YouTube Cracks Down on AI Slop

Article URL: https://www.hollywoodreporter.com/business/digital/faceless-creators-youtube-ai-damage-1236617586/ Comments URL: https://news.ycombinator.com/item?id=48550921 Points: 3 # Comments: 1

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Simon WillisonLLMs

The Fable 5 Export Controls Harm US Cyber Defense

<p><strong><a href="https://www.lutasecurity.com/post/the-fable-5-export-controls-harm-us-cyber-defense">The Fable 5 Export Controls Harm US Cyber Defense</a></strong></p> I <a href="https://simonwillison.net/2026/Jun/16/matteo-wong-the-atlantic/">quoted The Atlantic</a> quoting Kate Moussouris earlier, when I should have gone straight to the source. Here she is confirming that the "jailbreak" that got Claude Fable 5 banned under an export control really was "fix this code":</p> <blockquote> <p>

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