As AI transforms software economics, the standard revenue playbook is breaking down. Learn how leaders around the world are preparing for agent buyers, updating processes for faster pricing iteration, and building more flexible infrastructure.
Vercel Agent now works in Slack code channels, a new kind of channel launched today for working with a coding agent. Anyone in the channel can follow the work, give Agent new instructions, and review the code it writes. Choose Create a code channel from the Slack sidebar, select Vercel as the agent, and describe what you need to get started. You can also ask Agent to create one from an existing channel or thread. It brings that context with it to the new channel. Use code channels to investigate
<p> The agentic IDE for designers and programmers </p> <p> <a href="https://www.producthunt.com/products/shape-5?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/1227189?app_id=339">Link</a> </p>
Website marketing in 2026 no longer works the way it used to. Traditionally, it meant promoting your site to attract visitors and turn them into customers. Your website is still central. But much of the customer journey now happens beyond it. Before someone visits your site, they’ve often already checked AI tools, Reddit threads, and … The post 7 Website Marketing Strategies for 2026 appeared first on Backlinko .
Another day, another new AI agent harness is released. Only this time, it's one that aims to solve a growing enterprise problem as AI agents proliferate: enabling greater developer control of agents and tools, while reducing cost. TrueFoundry , a San Francisco B2B machine learning startup co-founded in 2021 by former Meta engineers, has released its own custom TrueForge harness under the permissive MIT License on Github . Thus, it can be used with any of a developer (or their parent enterprise's
What does a payments giant want with a startup that routes prompts between different AI models? Stripe says it's because of "the singularity" but it's really for a far more real and powerful reason.
<p><strong>Research:</strong> <a href="https://github.com/simonw/research/tree/main/smolmachines-untrusted-sandbox#readme">smolmachines / smolvm as a sandbox for untrusted Python & JavaScript</a></p> <p>I tasked Claude Fable 5 running in Claude Code for web with the following research task:</p> <blockquote> <p><code>Put https://smolmachines.com through its paces as a fast secure sandbox. Explore what it would take to use this to run untrusted Python and JavaScript code in a way that is limited i
<p> Safely drive your Mac with AI (Live demo in comments) </p> <p> <a href="https://www.producthunt.com/products/plow-latch?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/1227181?app_id=339">Link</a> </p>
Hyve Solutions, the server design and manufacturing arm of TD SYNNEX, announced on August 19, 2026 that it will build two advanced manufacturing campuses in Nevada (a 624,000-square-foot flagship site in Reno and a second facility in North Las Vegas) to expand U.S. production of the compute, storage, and networking systems that feed AI data centers. Together, the two campuses are expected to create approximately 3,000 jobs. The announcement lands two weeks after the Nevada Governor's Office of…
<p>Last week I recorded <a href="https://talkingpostgres.com/episodes/how-ai-is-changing-software-development-with-simon-willison">an episode of the Talking Postgres podcast</a> with Claire Giordano on the subject of "How AI is changing software development". We had a really great conversation. Here are a couple of my highlights from a lightly edited transcript (prompt to Claude: "very minor edits to remove disfluencies").</p> <p>This is the latest version of an argument I've been trying to buil
NVIDIA Holoscan is a platform for building real-time AI applications at the edge, from medical imaging to robotics. HoloHub is its companion repository: a...
Web Search on Amazon Bedrock AgentCore now supports runtime domain and published-date filtering. New per-request filters give developers per-call control over which web sources their agents consult and how fresh those sources must be, all enforced server-side. This release also expands Web Search to the Europe (Ireland) and Asia Pacific (Tokyo) Regions.
A competition is developing between OpenAI and Anthropic over who can provide the best privacy protections for enterprise customer data.
In this post, you learn three serverless patterns (task-token callback, direct service integration, and durable functions) for invoking Amazon Bedrock AgentCore agents asynchronously from AWS Step Functions pipelines, eliminating idle compute costs while your AI agent processes requests.
<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>
SpaceX was reportedly in talks to buy AI coding startup Cognition. SpaceX has already acquired Cursor as it races to catch up to rivals like OpenAI and Anthropic in enterprise AI.
<!-- 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> <
<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>
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.
The talk at RoboBusiness will outline the unique demands of each body zone and the challenges of scaling for production. The post Kollmorgen to give a joint-by-joint guide to humanoid motion at RoboBusiness appeared first on The Robot Report .
Amazon has just expanded free access to the AI-powered version of its ubiquitous smart assistant, Alexa+.
ICE banned employees from wearing Meta smart glasses at work, citing privacy risks, while DHS pursues its own prototypes.
The FDA has approved a first-of-its-kind automated blood draw device for outpatient settings.
OpenAI has some severe misalignment problems, and experienced total failures of its infrastructure and supervision.
Article URL: https://github.com/uson1x/dsh-plugin-llm-verifier Comments URL: https://news.ycombinator.com/item?id=49366057 Points: 2 # Comments: 0
<!-- 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
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…
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.
Google announces new education features, free Gemini subscriptions, and AI Search tools for students.
OpenAI reaffirms Zero Data Retention for eligible API customers and previews Private Safety Processing for advanced AI safety without compromising data privacy.
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.
College students can get a free year of Google's AI Pro plan, something that would normally cost $200.
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 […]
The idea behind OpenAI's Trusted Access for Cyber program is to give trusted defenders better models so they can report bugs and vulnerabilities to companies, with the aim of getting flaws patched faster.
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…
Article URL: https://twitter.com/hsu_steve/status/2090050721307611414 Comments URL: https://news.ycombinator.com/item?id=49365249 Points: 4 # Comments: 0
OpenAI launched a new ChatGPT teen experience amid youth safety concerns. Experts warn the upgrades may not be enough.
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…
