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<!-- SC_OFF --><div class="md"><p>Months ago, I got my first maintenance project. Before this, I had only built new solutions from scratch and maintained my own code. But maintaining someone else's system feels completely different.</p> <p>​</p> <p>​It’s a prescriptive recommendation system that uses XGBoost models and Differential Evolution for optimization. The problem is that everything is in a single repository: raw data ingestion, transformations, model training, reporting, the optimization

Just as last week was ending, the US government forced Anthropic to pull its two newest models, Fable 5 and Mythos 5, citing national security concerns after Amazon researchers allegedly found a way to bypass Fable 5’s guardrails. Cybersecurity researchers have since signed an open letter calling the move dangerous, and Anthropic itself noted the same jailbreaks exist in other models. So is […]

Qubot, our internal Copilot-powered analytics agent, allows any GitHub employee to ask questions about our data in plain language. Here's what we learned as we built it. The post How we built an internal data analytics agent appeared first on The GitHub Blog .

As of June 19, you can get the Aiper Scuba X1 cordless pool robot for $949.99, down from $1,499.99. This deal ends today.

Article URL: https://futuresearch.ai/meta-engineers-training-data/ Comments URL: https://news.ycombinator.com/item?id=48600008 Points: 1 # Comments: 0

Article URL: https://people.idsia.ch/~juergen/ai-boom-roots-munich-1991.html Comments URL: https://news.ycombinator.com/item?id=48599998 Points: 2 # Comments: 0

<p>A finance bot kept issuing refunds in a loop because nobody built a way to stop it.</p> <p>Clean code. Sound logic. No off switch. A small bug became a long night.</p> <p>Here is the opinion most teams do not want to hear. Building the agent is the easy 80 percent. That off switch is the 20 percent that decides whether you can ship it at all.</p> <p>We celebrate the wrong milestone. Picture the demo where the agent books the meeting, writes the email, updates the record. That part is genuinel

<p>The invoice arrived on a Tuesday morning.</p> <p>$340. For a side project I'd built in a weekend. A small LLM-powered summarization tool — users paste text, model returns a summary. I'd done the math before launching: roughly $0.002 per request, ~500 requests/day, around $30/month. Totally fine.</p> <p>What I hadn't accounted for:</p> <p>system_prompt_tokens = 800<br> requests_per_day = 2000 # not 500 — it went viral in a group chat<br> input_price_per_1M = 2.50 # GPT-4o</p> <p>daily_cost = (

<pre style='white-space:pre-wrap;width:81ex'>fix(mistral): sanitize realtime API key input</pre>

<p>Hey dev.to community! 👋</p> <p>Over the last few months, juggling my roles as a Project Manager, Scrum Master, and lead for QA, Support, and Documentation has been a wild ride. The sheer speed of "vibe coding"—a paradigm shift where the primary role of the developer transitions from manual code construction to high-level intent orchestration—is incredible. Tools like Cursor, Replit Agent, and Google Antigravity allow us to scaffold entire microservices in minutes.</p> <p>However, while this

Article URL: https://old.reddit.com/r/SaaS/comments/1u6f84g/the_ai_slop_refactor_wave_is_coming_and_i_havent/ Comments URL: https://news.ycombinator.com/item?id=48599766 Points: 6 # Comments: 2

Microsoft researchers have detailed an exploit chain, named AutoJack, that turns an AI browsing agent into a delivery vehicle for remote code execution. Steer the agent to load an attacker's web page, and that page's JavaScript can reach a privileged local service on the same machine and spawn a process on the host. No credentials, no sign-in screen, and no further user interaction once

Who needs compute-hungry multiplications when you can just add logarithms

Article URL: https://getunblocked.com/blog/measuring-ai-productivity/ Comments URL: https://news.ycombinator.com/item?id=48599704 Points: 1 # Comments: 0

Article URL: https://www.gailweiner.com/post/the-bottleneck-in-ai-was-never-intelligence Comments URL: https://news.ycombinator.com/item?id=48599675 Points: 1 # Comments: 1

Reliance is weaving AI into telecom services used by more than 500 million people.

<p><em>A field guide to the practice that's reshaping how software gets built with AI agents.</em></p> <blockquote> <p><strong>TL;DR</strong> — Spec-Driven Development (SDD) makes a <strong>precise, executable specification</strong> the source of truth and treats code as a generated, verifiable artifact. The spec declares <strong>intent</strong>; the code <strong>realizes</strong> it. In 2026 it went mainstream because AI agents are great at writing code and terrible at guessing what you meant.<

Article URL: https://heyneo.com/claude-code Comments URL: https://news.ycombinator.com/item?id=48599640 Points: 2 # Comments: 1

Comments URL: https://news.ycombinator.com/item?id=48599601 Points: 2 # Comments: 0

Article URL: https://ceobench.com/ Comments URL: https://news.ycombinator.com/item?id=48599594 Points: 3 # Comments: 1

<blockquote> <p><em>"Intelligence isn't about searching everywhere—it's about knowing where <em>not</em> to search."</em></p> </blockquote> <p>Artificial Intelligence is often associated with neural networks, large language models, and autonomous systems. But long before modern generative AI, computer scientists were solving a much deeper question:</p> <p><strong>How do intelligent systems make decisions efficiently?</strong></p> <p>Whether you're building search algorithms, recommendation syste

Article URL: https://www.politico.com/news/2026/06/19/faa-ai-close-calls-00963264 Comments URL: https://news.ycombinator.com/item?id=48599559 Points: 1 # Comments: 0

I have analyzed the same keyword on 3 different very popular seo tools but they gave me very different results For example: - Semrush: 422K volume - Ahrefs: 673K volume - Moz: 180K volume Chatgpt says that its because they dont have accurate data. But like then which tool should I trust the most? Because these metrics MATTER A LOT. Comments URL: https://news.ycombinator.com/item?id=48599502 Points: 1 # Comments: 0

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Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion. RSS 2026 : 13–17 July 2026, SYDNEY Summer School on Multi-Robot Systems : 29 July–4 August 2026, PRAGUE Actuate 2026 : 18–19 August 2026, SAN FRANCISCO IROS 2026 : 27 September–1 October 2026, PITTSBURGH Enjoy today’s videos! Eno is our first agentic robo

What I thought was a scheduling problem turned out to be a portability problem first The post I Tried to Schedule My ETL Pipeline. Here’s What I Didn’t Expect. appeared first on Towards Data Science .

More Rust, but more trouble with AI slop, too

According to the Reuters Institute's Digital News Report 2026, 10 percent of people worldwide now use AI chatbots for news every week, up from 7 percent a year ago. Only 4 percent regularly click through to the original source. The article More people get news from AI chatbots, but trust remains low appeared first on The Decoder .

Only three days after the release of Claude Fable 5, Anthropic was forced by the United States Government to make it unavailable, when a jailbreak was brought to its attention, rather than the previous situation of ‘yes obviously experts can jailbreak anything if they care enough’ and ‘yes obviously you can ask Fable to fix your code.’

Article URL: https://github.com/ChronoAIProject/consensus-rnd Comments URL: https://news.ycombinator.com/item?id=48599016 Points: 1 # Comments: 0

I just visited replit wanting to play around with some code in a repl, but I couldn't find where to create a repl. It seems like they're turned into a AI application builder site where you can only submit prompts? Comments URL: https://news.ycombinator.com/item?id=48598975 Points: 3 # Comments: 0

<p> Every AI tool you use should know how your company works </p> <p> <a href="https://www.producthunt.com/products/nanonets?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/1176131?app_id=339">Link</a> </p>

Luca Guadagnino's film about OpenAI CEO Sam Altman, Artificial, has reportedly been dropped by Amazon MGM. The film, which stars Andrew Garfield and covers the rollercoaster five days in 2023 spanning Altman's termination and reinstatement as CEO, had been in the works for about a year. The cast also includes A Complete Unknown actress Monica […]

Web Search on Amazon Bedrock AgentCore is now generally available. In this post, we walk through what makes Web Search on Amazon Bedrock AgentCore different, why it matters, and how to wire it in with a few lines of code.

A strong Claude Code workspace structure can help you make the most of Claude Code. In this article, I want to share a project structure… Continue reading on UX Planet »

Article URL: https://doodle.wtf/?prompt=a%203%20wheeled%20bicycle Comments URL: https://news.ycombinator.com/item?id=48598823 Points: 2 # Comments: 0

Article URL: https://knoku.com/ Comments URL: https://news.ycombinator.com/item?id=48598777 Points: 1 # Comments: 0

This post shows how to enable Adobe Marketing Agent for Amazon Quick using a Model Context Protocol (MCP). We walk you through how to configure the integration, authenticate using your Adobe credentials, and get the latest insights in Amazon Quick. The sample workflow returns audience rankings, loyalty segment summaries, journey usage, and conflict recommendations.

Nearly 4,000 vehicles recalled for driving past closure warnings and between cones marking shut lanes