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Simon WillisonLLMs

There are no lossless transformations of natural-language text

<p><strong><a href="https://sophiebits.com/2026/06/25/there-are-no-lossless-transformations-of-natural-language-text">There are no lossless transformations of natural-language text</a></strong></p> Sophie Alpert shares her "internal policy on acceptable use of AI writing by engineers". It's a short read (supporting its own recommendations) and really good.</p> <p>If you chose to have LLMs help massage your writing the following rule seems crucial to me:</p> <blockquote> <p><strong>You must stand

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Hacker News Ask

Is 99.9x% cache hit always better?

Support a problem needs at least 10k tokens new information. If cache hit is 99% ... input 0 cache created 10k (prefect) cache read 1M! Extremely, if a clever agent get all 10k information, and give the answer directly, the cache hit is 0%! Cache hit rate should be healthy, but if it gets 99.9x%, I think it is that the information incr is too small per step! Comments URL: https://news.ycombinator.com/item?id=49265524 Points: 1 # Comments: 0

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Simon WillisonLLMs

Stealing Reasoning Traces from Proprietary LLM APIs

<p><strong><a href="https://stolen-thoughts.com/">Stealing Reasoning Traces from Proprietary LLM APIs</a></strong></p> A vanity domain name (<code>stolen-thoughts.com</code>) for <a href="https://www.alphaxiv.org/abs/2608.09867">a neat paper</a>:</p> <blockquote> <p>Anthropic, OpenAI, and Google return encrypted chain-of-thought blocks to clients that can be replayed across sessions, users, and models. We take a trace produced by a frontier model, replay it into a weaker sibling, jailbreak the w

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Product Hunt — The best new products, every day

Inferock Bench

<p> An independent receipt for every LLM API call </p> <p> <a href="https://www.producthunt.com/products/inferock-bench?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/1220779?app_id=339">Link</a> </p>

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The Robot ReportRobotics

Defense drone developer Cambridge Aerospace raises $300M

The round comes just months after the Cambridge Aerospace's $200 million Series B funding in April. The post Defense drone developer Cambridge Aerospace raises $300M appeared first on The Robot Report .

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Defense drone developer Cambridge Aerospace raises $300M
Product HuntTools

Sidekick™

<p> The agentic interface </p> <p> <a href="https://www.producthunt.com/products/sidekick-16?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/1220714?app_id=339">Link</a> </p>

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Product HuntTools

apra-fleet

<p> Run a fleet of AI agents across your machines </p> <p> <a href="https://www.producthunt.com/products/apra-fleet?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/1220712?app_id=339">Link</a> </p>

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The Verge AIBusiness

ChatGPT and Gemini both just passed 1 billion users

For the 14th time, a Google product has hit 1 billion users. Google CEO Sundar Pichai posted on X that a billion people are using Gemini every month, and that Gemini is Google's fastest-growing product ever. A billion users is a huge milestone, but Google isn't the first AI app to hit it. OpenAI's ChatGPT […]

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ChatGPT and Gemini both just passed 1 billion users
The Hacker NewsSecurity

Zoom Annotation Flaws Could Let a Meeting Participant Hijack Another Attendee's Client

Anyone sharing their screen on a Zoom call could have taken over the computers of everyone watching, and anyone watching could have taken over the presenter's. The flaw sat in the annotation tool, the feature that lets participants draw and type on a shared screen, and it asked nothing of the victim beyond being in the meeting. No click, no download, no prompt, and nothing on screen to show it

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Zoom Annotation Flaws Could Let a Meeting Participant Hijack Another Attendee's Client
Vercel Blog

Vercel Connect now supports CLI setup for 100+ connectors

You can now integrate 100+ services through Vercel Connect from the CLI. Previously, vercel connect create completed setup in the terminal for some services, and opened the dashboard for everything else. Pass the service name to create a connector, then attach it to your project: The CLI pre-populates the brand name, icon, auth type, and MCP or discovery URL, then prompts for any credentials the service requires and creates the connector. After attaching the connector, call getToken with its UID

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Product HuntTools

Mem Agent

<p> The AI that refuses to let you drop the ball </p> <p> <a href="https://www.producthunt.com/products/mem-2-0?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/1220673?app_id=339">Link</a> </p>

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TechCrunch

Google’s Gemini app surges to 1 billion users

Google also shared numbers of how people are actually using the chatbot, with 63% of Gemini users talking directly to the assistant using the voice feature. Plus, Gemini now generates more than 150 million images every day, according to Google.

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GitHub Blog

From coder to orchestrator: How agents shift the role of a developer

Developers are owning more of the delivery system around code, not just code itself. Join us during GitHub Universe to meet other devs, learn something new, and explore what's next. The post From coder to orchestrator: How agents shift the role of a developer appeared first on The GitHub Blog .

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From coder to orchestrator: How agents shift the role of a developer
The Guardian AIBusiness

The Guardian view on AI money in US politics: not the way to hold an urgent democratic debate | Editorial

<p>Amid public concern over the impact of new technology, Silicon Valley’s use of its wealth to influence specific election races is an unwelcome development</p><p>As the huge societal ramifications of artificial intelligence have become clear, some of the tech industry’s most senior figures have taken to writing <a href="https://www.inc.com/kit-eaton/what-can-we-learn-about-whats-coming-in-ai-from-sam-altman-that-ai-is-future.html">thinkpieces</a> on what comes next. The latest to do so is Mark

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The Guardian view on AI money in US politics: not the way to hold an urgent democratic debate | Editorial
The Verge AIBusiness

Another OpenAI executive takes off

Brad Lightcap, OpenAI's special projects lead and the company's former COO, announced his departure after an eight-year stint at the AI lab. In an internal memo he later posted to X, Lightcap told colleagues he'd be starting "something new." "Over the last few months, I've been focused on the next horizon and what would stand […]

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Another OpenAI executive takes off
Product HuntTools

Oasis

<p> Where humans and agents come to work. </p> <p> <a href="https://www.producthunt.com/products/oasis-6?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/1220624?app_id=339">Link</a> </p>

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Hacker News 最佳

Grok Bot

Article URL: https://x.ai/bot Comments URL: https://news.ycombinator.com/item?id=49261514 Points: 319 # Comments: 296

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The Robot ReportRobotics

PlusAI reaches key milestones ahead of launching its autonomous trucks

Since the start of the year, PlusAI said it has improved the safety validation, operational maturity, and efficiency of SuperDrive. The post PlusAI reaches key milestones ahead of launching its autonomous trucks appeared first on The Robot Report .

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PlusAI reaches key milestones ahead of launching its autonomous trucks
Hubspot

AI search performance KPIs every marketer should track

<div class="hs-featured-image-wrapper"> <a href="https://blog.hubspot.com/marketing/ai-search-kpis" title="" class="hs-featured-image-link"> <img src="https://53.fs1.hubspotusercontent-na1.net/hubfs/53/ai%20search%20performance%20KPIs%20featured.png" alt="AI search performance KPIs" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"> </a> </div> <p>As long as I’ve been in marketing, people have warned against focusing on “<a href="https://ww

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The Verge AIBusiness

Made by Google 2026: all the Pixel news and announcements

On August 12, 2026, Google revealed a bunch of new Pixel devices. The colorful Pixel 11 lineup comes with upgraded cameras and performance, with the Pro models offering a built-in LED ring that lights up for Google’s Gemini AI and other features. Google also showed off its next-gen Pixel Fold featuring thinner bezels, alongside a […]

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Made by Google 2026: all the Pixel news and announcements
The Hacker NewsSecurity

Researchers Disclose AI-Assisted SharePoint Exploit Chain Reaching Unauthenticated RCE

Security researchers found a way to enter Microsoft SharePoint servers as any user, including an administrator, with no valid account. A significant part of the work that found it was done through an AI agent. The flaw, tracked as CVE-2026-55040 (CVSS 9.1), affects SharePoint Server Subscription Edition, SharePoint Server 2019, and SharePoint Server 2016. Microsoft's

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Researchers Disclose AI-Assisted SharePoint Exploit Chain Reaching Unauthenticated RCE
Towards Data Science - Medium

Stop Calling the First Significant Day a Win

Checking an A/B test until it crosses p < 0.05 can turn a nominal 5 percent false-positive rate into almost 28 percent. I use a seeded simulation to show how large the damage gets and compare the fixes that keep early stopping honest. The post Stop Calling the First Significant Day a Win appeared first on Towards Data Science .

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