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Producer Fallback: When Claude Hits the Weekly Limit, the Pipeline Still Ships

<p>A daily content pipeline that dies because one model returns a rate-limit error is measuring the wrong success criterion. The job is not "Claude ran." The job is "yesterday has a post on the live site."</p> <p>On 2026-07-15 that distinction stopped being theoretical.</p> <h2> What broke at 04:00 </h2> <p>Two failures, one after the other:</p> <ol> <li> <strong>Dirty tree preflight.</strong> Closing a bead the night before left one uncommitted line in <code>.beads/interactions.jsonl</code>. <c

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OpenClaw Commits

fix: tighten control ui input validation [AI] (#106545)

<pre style='white-space:pre-wrap;width:81ex'>fix: tighten control ui input validation [AI] (#106545) * fix: harden control ui input validation * test: avoid secret-like media fixtures * fix: preserve edge-case preview and media handling * test: avoid control-character media fixture * fix(tui): type searchable select search text * fix(config): preserve merge-patch record identifiers --------- Co-authored-by: Pavan Kumar Gondhi <pavangondhi@gmail.com></pre>

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The DecoderBusiness

Germany puts Google's AI Overviews and Perplexity under media law in first-of-its-kind ruling

German media regulators say Google's AI Overviews are Google's own content, not neutral search results, and that they crowd out regular links. The regulators have issued their first rulings against Google and Perplexity under the country's State Media Treaty. Both companies have one month to appeal. The article Germany puts Google's AI Overviews and Perplexity under media law in first-of-its-kind ruling appeared first on The Decoder .

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Germany puts Google's AI Overviews and Perplexity under media law in first-of-its-kind ruling
IEEE Spectrum RoboticsRobotics

How to Make an Invisible Drone

There are many words that I would never, ever use to describe a drone. Stealthy. Subtle. Whatever the opposite of obnoxious is. Much of this is because of the giant angry bee sound that drones tend to make, but it’s also the way that they look in flight: With uncannily linear movements and an even less canny ability to hover perfectly still, they tend to draw the eye as affronts to nature. In a paper presented this week at RSS 2026 in Sydney, roboticists from Northwestern University, Evanston, I

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How to Make an Invisible Drone
Hacker News FrontTools

NotebookLM is now Gemini Notebook

Article URL: https://blog.google/innovation-and-ai/products/gemini-notebook/notebooklm-gemini-notebook/ Comments URL: https://news.ycombinator.com/item?id=48936451 Points: 52 # Comments: 33

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OpenClaw Commits

fix(prompt-probe): bound Anthropic upstream proxy fetch requests (#10…

<pre style='white-space:pre-wrap;width:81ex'>fix(prompt-probe): bound Anthropic upstream proxy fetch requests (#108832) * fix(prompt-probe): bound Anthropic upstream proxy fetch requests * test(prompt-probe): exercise stalled upstream deadline --------- Co-authored-by: Peter Steinberger <steipete@gmail.com></pre>

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Hacker News Show

Show HN: Traceforce (YC S26) – Secure AI apps, one device at a time

Hey HN, we’re Xia and Varun, the founders of Traceforce ( https://www.traceforce.ai/ ). Traceforce provides visibility and control over AI apps such as ChatGPT, Claude etc directly on all devices (laptops, sandboxes, virtual machines) by discovering not just which apps are being used but also how they are connected to other data sources via MCPs. We also have an open-source dynamic MCP pentesting tool https://github.com/traceforce/mcp-xray to detect vulnerable MCPs. The purpose of Traceforce is

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r/MachineLearningResearch

Are Current AI Memory Architectures Optimizing for the Wrong Abstraction? [D]

<!-- SC_OFF --><div class="md"><p>While writing an essay about AI memory and persistent context, I started wondering whether current AI memory systems are optimized for the right thing. Current AI systems already maintain forms of persistent context through saved memories, conversation summaries, user preferences, project notes, and similar mechanisms. These memories are primarily descriptive. They help the system remember facts about the user and previous interactions.</p> <p>But suppose future

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OpenAI BlogLLMs

Why teens deserve access to safe AI

Learn how OpenAI is making ChatGPT safer for teens with age-appropriate protections, learning tools, parental controls, and expert partnerships.

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Google AI BlogLLMs

Connect more of your apps to Search

<img src="https://storage.googleapis.com/gweb-uniblog-publish-prod/images/ConnectedAppshero.max-600x600.format-webp.webp">You’ll be able to securely link and interact with your go-to services directly in AI Mode.

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Connect more of your apps to Search
Google AI BlogLLMs

Create, edit and star in videos with two Google Vids updates

<img src="https://storage.googleapis.com/gweb-uniblog-publish-prod/images/omni-blog-header_OarEe2t.max-600x600.format-webp.webp">Gemini Omni and personal avatars in Google Vids make video creation easier than ever.

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Create, edit and star in videos with two Google Vids updates
The Verge AIBusiness

Google is renaming NotebookLM to Gemini Notebook

Google is giving its AI note-taking app a new name. The company announced on Thursday that NotebookLM is becoming Gemini Notebook, but will remain a standalone app even as it integrates more deeply across Gemini and Google Search. Google first revealed Gemini Notebook - then called Project Tailwind - in May 2023 before widely releasing […]

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Google is renaming NotebookLM to Gemini Notebook
Hacker News Show

Show HN: Open-source AI app builder you can embed into your own SaaS

We just open sourced a first class our AI web app builder. Instead of using another hosted AI coding platform, you can fork this project and build your own AI app builder, fully customized and running under your own brand. It includes: Next.js + TypeScript AI chat with streaming Artifact generation File explorer Code editor Live preview Databases Sandboxes to be used by AI agents Versions Responsive production-ready UI And a lot more... The only required dependency is the Totalum API, which expo

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AWS Machine Learning Blog

Building a restaurant telephony AI host with Amazon Bedrock AgentCore and Amazon Nova 2 Sonic

In this post, we show you how to build a voice ordering system that answers a phone number and takes the order from greeting to confirmation. The system uses Amazon Bedrock AgentCore to host and run the agent and Amazon Nova 2 Sonic for real-time speech, connected to a restaurant backend through the Model Context Protocol (MCP). The walkthrough covers deploying the full stack with AWS Cloud Development Kit (AWS CDK) and bridging a phone call into the agent through a Session Initiation Protocol (

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The Verge

Tesla driver in fatal Texas crash overrode FSD by pressing accelerator ‘100 percent,’ investigators confirm

The Tesla driver who fatally struck a woman after crashing into her home "manually overrode" the vehicle's Full Self-Driving (FSD) technology by pressing the gas pedal to 100 percent, the National Transportation Safety Board (NTSB) confirmed in a preliminary report on Wednesday. After examining the car's electronic data, investigators found that the Tesla Model 3 […]

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Tesla driver in fatal Texas crash overrode FSD by pressing accelerator ‘100 percent,’ investigators confirm
Hacker News Show

Show HN: Token Gobbler – the goofy game where you're the LLM

Token Gobbler was inspired by Fable 5, that hungry beast. You're an LLM floating through a 1990s cartoon world. Eat tokens, reset usage limits, dodge prompt injections - and reach the singularity. Have fun. I’d love feedback. Also on iOS TestFlight: https://testflight.apple.com/join/5abEMyjg Comments URL: https://news.ycombinator.com/item?id=48936047 Points: 1 # Comments: 0

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TechCrunch

Yes, you can now order DoorDash from the command line

DoorDash is opening a limited beta of dd-cli, a command-line tool that lets developers and AI agents search stores, build carts, and place orders from the terminal, marking another step toward software designed for AI agents instead of just humans.

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Hacker News Show

Show HN: A commerce Network built on UCP for agents to discover and Pay

I kept hearing about how e-commerce was dead and how a lot of brick-and-mortar stores and sellers will go out of business soon because of AI. I am a product manager and studied machine learning while in school. The last thing I want is for engineers to be losing their jobs 'because of AI', and also for small businesses barely getting by to see the same fate. AI is amazing tech hopefully kifly helps people use their AI assistants find things they need. This is early and I would love your feedback

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Simon WillisonLLMs

Inkling: Our open-weights model

<p><strong><a href="https://thinkingmachines.ai/news/introducing-inkling/">Inkling: Our open-weights model</a></strong></p> Mira Murati's Thinking Machines Lab just released their first open-weights model. Inkling is "a Mixture-of-Experts transformer with 975B total parameters, 41B active" - an Apache-2.0 licensed multimodal model trained on 45 trillion tokens of text, images, audio and video.</p> <p>They're also promising Inkling-Small, a 276B (12B active) model, but that's still being tested a

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Hacker News Show

Show HN: Docs.dev Your Own Hosted Docs Platform in Minutes

Hey we are launching Docs.dev, a full feature docs product that lets you host your developer docs on Cloudflare in a couple minutes. Why this exists: We don’t think every early stage startup should need to pay $300-$500 a month for beautiful docs, in fact every startup should just have beautiful human and agent ready docs ready to go. Additionally the workflow for docs is a lot different now in that Claude Code or Codex will generate 60-80% of the code, so why not have them update your docs as w

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Hacker News Ask

Learn by Building

As long as we don't have AGI or superintelligence, we still need good software engineers. And even if we do reach AGI and coding is "solved," are we really supposed to just trust the generated code? Outsourcing our cognitive thinking and understanding isn't the way to advance as humans, nor is it the way to stay ahead of AI. If we give that up, how do we limit AI slop? And how would we even pull the plug, if it came to that? Understanding computer science concepts and developing good software en

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TechCrunch

Why is OpenAI selling a ChatGPT basketball?

You may have heard that OpenAI released its first piece of hardware this week. You may not have heard about the ChatGPT basketball.

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