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Product Hunt — The best new products, every day

Actx0

<p> Memory infrastructure for AI agents. </p> <p> <a href="https://www.producthunt.com/products/actx0?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/1227153?app_id=339">Link</a> </p>

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r/MachineLearningResearch

Same GRPO recipe on three from-scratch LLMs (353M/316M/672M) gave three different outcomes, with no clean relationship to scale [P]

<!-- SC_OFF --><div class="md"><p>I trained three LLMs from scratch in raw PyTorch then post-trained each one with SFT and then GRPO. Same process every time: same synthetic arithmetic curriculum, same reward function, same hyperparameters, same KL coefficient.</p> <p>Pre-training went as expected, the val loss went down as the model got more modern techniques (V1 to V2) and bigger (V3 being the biggest). However, GRPO hurt both V2 and V3 and I'm not sure why.</p> <p><strong>Setup</strong></p> <

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Product Hunt — The best new products, every day

Aloud

<p> Turn spoken feedback into tasks your coding agent can run </p> <p> <a href="https://www.producthunt.com/products/aloud-4?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/1227128?app_id=339">Link</a> </p>

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AWS Machine Learning Blog

How Fanatics Betting and Gaming built a multi-agent customer support system

Fanatics Betting and Gaming built a multi-agent customer support system on AWS to handle the complexity of sports betting: state-specific rules, real-time responsible gaming, and traffic spikes during major sporting events. This post walks through the architecture, the AWS services involved, and the patterns for your own multi-agent support solution.

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r/MachineLearningResearch

How much of the weight-space perception gap is actually symmetry? Evidence from ~1.8M fitted SIRENs [R]

<!-- SC_OFF --><div class="md"><p>I’ve been looking at a fairly basic question in weight-space learning that I don’t think gets separated cleanly enough:<br/> Why does reading semantics directly from neural network weights work pretty well when the networks share an initialization, but collapse when the networks are fitted independently?<br/> The usual explanation is parameter symmetry. Permute hidden units, flip equivalent signs, etc., and two parameter vectors can represent the same function w

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Unite.AI

Ramp Opens Router.com Model Gateway With Free Routing Through 2026

Ramp, the corporate-spend platform that powers more than $200 billion in purchases annually, launched Router.com on August 19, 2026: a single API endpoint that sends each AI request to the lowest-cost model that meets the developer's quality bar. Customers already using the service have cut their inference costs by 40% on average, according to the company's announcement. Routing is free through 2026, with users paying list price for the tokens they consume and new users receiving $26 in…

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Ramp Opens Router.com Model Gateway With Free Routing Through 2026
TechCrunch AIBusiness

AI was supposed to win people over by now — it hasn’t

As AI becomes harder to avoid, consumers are growing more wary of the technology — and Silicon Valley is discovering that widespread adoption doesn’t necessarily lead to acceptance.

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OpenAI BlogLLMs

Offering Zero Data Retention for frontier models

OpenAI reaffirms Zero Data Retention for eligible API customers and previews Private Safety Processing for advanced AI safety without compromising data privacy.

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TechCrunch AIBusiness

Google packs Search and Gemini with new AI study tools

The launch of the new study features marks Google's latest effort to make Gemini the AI assistant that students turn to when learning and studying, as it continues to compete with companies like OpenAI.

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The Verge AIBusiness

Google Gemini is getting a dedicated student hub

As we're gearing up for back-to-school season, Google is rolling out a new dedicated student hub in Gemini. It's a one-stop repository for collecting research in a study notebook, creating flashcards, taking practice quizzes, and more. Google is also enhancing its study notebooks with support for graphs and images. It can even add test dates […]

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Google Gemini is getting a dedicated student hub
Unite.AI

Gautam Korlam, Principal Engineer at Sonar – Interview Series

Gautam Korlam, Principal Engineer at Sonar, is a veteran software engineer and technology leader whose career has focused on developer infrastructure, code quality, automation, and AI-assisted software development. Before joining Sonar, he co-founded Gitar and served as CTO, building an AI-native platform designed to automate code review, diagnose continuous integration (CI) failures, identify root causes, and generate fixes. Sonar acquired Gitar in May 2026, with Korlam and the Gitar team…

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Gautam Korlam, Principal Engineer at Sonar – Interview Series
Unite.AI

Meta AI Comes to Mac With Screen Sharing and Business Account Access

Meta launched a standalone Mac app for Meta AI on August 19, 2026, giving its chatbot a dedicated desktop home for the first time and turning it toward the businesses and creators who run their marketing on Facebook and Instagram. The assistant can now share part of a user's screen and connect to Instagram and Facebook professional accounts, Meta's analytics and advertising tools, and Google Workspace. The Mac app lets users share part of their screen with Meta AI, which can then offer more…

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Meta AI Comes to Mac With Screen Sharing and Business Account Access
The Hacker NewsSecurity

OpenAI Pauses Frontier RL Training as It Tightens Defenses Against Unsafe AI Behavior

OpenAI on Tuesday revealed that it paused reinforcement learning (RL) training for its latest artificial intelligence (AI) models for two weeks while it shored up additional defenses and increased the scope of its monitoring to avert another Hugging Face-like incident. "As models become more capable, the risks associated with developing and testing them internally also grow," the AI company

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OpenAI Pauses Frontier RL Training as It Tightens Defenses Against Unsafe AI Behavior
The Robot ReportRobotics

What does Unitree Robotics’ IPO mean for the humanoid industry?

Now that Unitree Robotics has made its IPO, which humanoid robotics companies will follow in its footsteps? The post What does Unitree Robotics’ IPO mean for the humanoid industry? appeared first on The Robot Report .

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What does Unitree Robotics’ IPO mean for the humanoid industry?
Towards Data Science - Medium

How to Scale an Integration Pipeline Without Breaking Correctness

A production account of scaling an enterprise integration pipeline from 500 to 8,000 events per second, and the two correctness guarantees the throughput work was never allowed to trade away. The post How to Scale an Integration Pipeline Without Breaking Correctness appeared first on Towards Data Science .

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GitHub Blog

GitHub Copilot app for Beginners: Managing your work

If you’re juggling multiple Copilot sessions, use the My work pane to track what's in flight, what's done, and what's next. The post GitHub Copilot app for Beginners: Managing your work appeared first on The GitHub Blog .

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TechCrunch AIBusiness

Meet the startup helping Wall Street put a price on AI compute

The AI buildout shows no signs of slowing. And with hundreds of billions of dollars a year going into data centers and GPUs, compute has become the single biggest cost for anyone building AI products. But for all that spending, there still isn’t a straightforward way to put a price on compute — or for firms to hedge their exposure when the price changes. Silicon Data […]

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The Verge AIBusiness

OpenAI hit the brakes. Now what?

With a looming IPO, intense competition from Anthropic, and Chinese and open-weight rivals nipping at its heels, OpenAI has plenty of reasons to move fast. Instead, it hit the brakes. On Tuesday, the company said it had slowed the pace of some AI development while it tightened security and safeguards. That included a two-week pause […]

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OpenAI hit the brakes. Now what?
The Verge AIBusiness

Meta AI is getting a Mac app

Meta is launching a new Mac app dedicated to its AI chatbot. In an announcement on Wednesday, Meta says you can share your window with its AI chatbot, which can provide suggestions, answer questions, or create content based on what's on your screen. Meta AI on the Mac also supports dictation across all apps. The […]

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Meta AI is getting a Mac app
The Pragmatic EngineerDev & Frontend

From Chrome DevTools to AI Engineering, with Addy Osmani

Addy Osmani shares lessons from 14 years at Google and how AI agents are reshaping software engineering, developer workflows, and the skills engineers need to succeed.

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From Chrome DevTools to AI Engineering, with Addy Osmani
Towards Data Science - Medium

Kimi K3’s 1M Token Context Window vs. RAG: Cost, Latency and Answer Quality

A controlled comparison of a top-5 RAG pipeline and a full 127,000 token prompt on the same 12 questions, same system prompt and same model. Graded blind on correctness, completeness and grounding. The post Kimi K3’s 1M Token Context Window vs. RAG: Cost, Latency and Answer Quality appeared first on Towards Data Science .

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