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In this post we show how to build a semantic layer on AWS using Stardog’s Semantic AI Application over Amazon Aurora and Amazon Redshift, and how to run a Strands Agents agent on Amazon Bedrock AgentCore that queries the layer to answer customer 360 questions across both sources without extract, transform, and load (ETL). The same Stardog deployment works behind AWS computes (Amazon Elastic Kubernetes Service (Amazon EKS), Amazon Elastic Container Service (Amazon ECS), and AWS Lambda). We use Ag

In this post, we show you how to combine case management with agentic automation capabilities in Quick Automate. We introduce case management and explore the lifecycle of cases in an agentic workflow from case creation through processing to resolution. We cover how to create and manage single or multiple cases, automatically track and update status, handle exceptions, and incorporate Human-in-the-loop (HITL) steps within workflows. We also show the case creator-processor pattern that enables dyn

In this post, you will learn four deployment patterns for taking models that have already been quantized with Unsloth and deploying them on AWS infrastructure. The patterns use Amazon Elastic Compute Cloud (Amazon EC2) for direct instance access, Amazon SageMaker AI inference endpoints for managed serving, and Amazon Elastic Kubernetes Service (Amazon EKS) or Amazon Elastic Container Service (Amazon ECS) when inference needs to fit into an existing container framework. You also learn operational

Article URL: https://www.youtube.com/watch?v=QevC7OrdJP8 Comments URL: https://news.ycombinator.com/item?id=48861253 Points: 1 # Comments: 0

Evolving from a traditional software as a service (SaaS) platform into a next-generation agentic AI platform meant orchestrating multiple specialized agents across long-running enterprise programs. Each agent operates with persistent context, secure tool access, and production-grade reliability. We built that system on Amazon Bedrock AgentCore using the Strands Agents SDK. This post walks through how we architected it, which agents we built, and the outcomes for our customers.

In this post, we show how to implement DPD with vLLM on Amazon SageMaker HyperPod using the HyperPod Inference Operator.

How do you navigate an unknown codebase before making a change? When you drop into a large, unfamiliar repository, what is your process for understanding what components play a role and how? Do you rely on specific tools, mental mapping techniques, or do you just start dropping breakpoints and print statements? I'd love to hear about your workflow for building a mental model of a new system. I usually ask an LLM to map out a feature and give me a tour, but they are very bids eye view and I want

Article URL: https://github.com/Clear-Sights/Lever Comments URL: https://news.ycombinator.com/item?id=48860984 Points: 1 # Comments: 0

The massive round was co-led by ARCH Venture Partners, Spark Capital, and Khosla Ventures.

A practical next step into partitions, shuffles, joins, caching, and execution plans. The post PySpark for Beginners: Building Intermediate-Level Skills appeared first on Towards Data Science .

Standalone experiment killed after less than 12 months as model maker redirects agentic ambitions towards workplace productivity

Article URL: https://abeljansma.nl/2026/07/10/truth-is-not-a-direction.html Comments URL: https://news.ycombinator.com/item?id=48860890 Points: 3 # Comments: 0

<p> A floating Claude Code chat that sees your screen </p> <p> <a href="https://www.producthunt.com/products/claude-overlay?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/1192997?app_id=339">Link</a> </p>

Researchers at Ledger's Donjon security team have shown that a precisely timed laser pulse, aimed at the chip inside a Tangem crypto wallet card, can reset the card's password to anything the attacker picks. No old password. No backup card. Once it is reset, whoever did it controls the wallet and can move the coins out. This is not an emergency for most owners. The attack needs

Article URL: https://github.com/tamarillo-ai/theta Comments URL: https://news.ycombinator.com/item?id=48860655 Points: 1 # Comments: 0

Article URL: https://wram.chat Comments URL: https://news.ycombinator.com/item?id=48860652 Points: 3 # Comments: 0

Article URL: https://github.com/termaxa/termaxa Comments URL: https://news.ycombinator.com/item?id=48860593 Points: 1 # Comments: 0

Hello everyone! I wanted to introduce you to a new project of mine, postern, which is an email system for both humans and agents. You can give your agents their own email addresses, the ability to respond to emails if you want, and all emails are presented in one nice unified mailbox. The email stack runs on Cloudflare Workers (email sending does require a subscription to the $5/mo Cloudflare Workers Plan), messages can be ingested into Vectorize (this is optional) to allow your agents to easily

Your agents are using your credentials, and that is the problem An engineer ships an agent to production. It needs to call an internal API, so it uses the key already sitting in the engineer’s environment. The agent runs. It also now holds every permission that engineer holds. That is the default state of most... The post Your agents are using your credentials, and that is the problem appeared first on DataRobot .

I really enjoyed the old Google, the nerd Google, the "don’t be evil" Google... Google Reader, Android, GTalk, etc. It made communication with my friends much easier. I had already been moving everything away from the Google ecosystem for about two years, but Google Photos was the hardest part because it contained so many memories that I wouldn’t risk losing. The final straw was when I accidentally subscribed to Google One with AI, which costs much more than simple additional storage. It’s not t

Have any of you been successful in generating authentic drawing styles via AI apps? Drawing design/scribble/actual good looking hand drawings. Comments URL: https://news.ycombinator.com/item?id=48860327 Points: 2 # Comments: 0

Details have emerged about three now-patched security flaws in the OpenClaw personal artificial intelligence (AI) assistant that, if successfully exploited, could enable credential theft, privilege escalation, and arbitrary code execution on the host. A brief description of the high-severity vulnerabilities is as follows - GHSA-hjr6-g723-hmfm (CVSS score: 8.8) - An operating system

The tech giant is in breach of the Digital Services Act by focusing on features like infinite scroll, autoplay, push notifications, and the highly personalized recommendation algorithms, the European Commission said.

Been thinking about how crazy cost to deliver and cost of tokens is going to get, especially after seeing open ai financials. Would anyone be interested in an mcp that manages/fixes, and controls your agents from spending too much? or is that overzealous Comments URL: https://news.ycombinator.com/item?id=48860172 Points: 1 # Comments: 3

<p> Give your AI agents design taste from existing websites </p> <p> <a href="https://www.producthunt.com/products/fudge-mcp?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/1192979?app_id=339">Link</a> </p>

Firm faces quandary of wanting to help the environment, but also wanting to force AI on everyone

You don't need a PhD to understand fine-tuning. This article explains how pretrained models learn new skills through fine-tuning.

<img class="webfeedsFeaturedVisual" src="https://lawfare-assets-new.azureedge.net/assets/images/default-source/article-images/scaling-laws-logo.jpg?sfvrsn=7a7b38eb_3" /><p>Adi Tantravahi, founder of Cofactor, joins Kevin Frazier, the AI Innovation and Law Fellow at the University of Texas School of Law and a Senior Editor at Lawfare, to talk about how AI can help cut through the administrative red tape that underlies and, in many ways, undermines the modern healthcare system.<br /></p><p>Cofacto

Open source AI is booming, according to Hugging Face CEO Clem Delangue. The company has grown into something like a GitHub for AI in recent years, where AI builders can share and download open models and datasets, now used by roughly half the Fortune 500. Delangue has seen the same story play out again and again: companies start […]

The other day my relative, who is a data engineer, floated the idea of a scented candle that would smell like burned LLM tokens. His birthday is coming up, so I was thinking of turning this into reality. Problem is, neither me nor my immediate social circle have a good idea which scents would best convey this, so I figured I would reach out here. Some initial propositions include: -Burned toast -Diesel fuel -Gold (no discernible scent though) -Fresh water -Rainforest (that's being destroyed?) Co

Though Instagram head Adam Mosseri doesn't want to filter out AI content on the platform, he argues that you "shouldn't have it in your feed" if you don't like it. "I don't think we should filter out AI content," Mosseri said during an interview on Lenny Rachitsky's podcast. "I think we should let you know […]

<!-- SC_OFF --><div class="md"><p>So, I am working on this startup project with pretty low budget and one of the features is sentiment analysis based on political news, x posts and Instagram hashtag trends in which will be in Indian languages. I've been suggested muRIL, an Indian language-based model fine-tuned on political data as the best long-term option. But our team does not have any ML engineer so we dont know how we should approach that. Also do tell me if you think there is a better alte

Vector databases are a temporary bridge. Discover why the next AI infrastructure revolution relies on persistent neural state and strict latency budgets, not on vector databases. The post RAG Was Always a Temporary Workaround. What is Next? appeared first on Towards Data Science .

A solar and home energy storage company is expanding into AI data centers, but not by building one - instead, it's offering to pay its customers to put its compute units in their homes. Sunrun is launching a pilot program for a new "distributed AI compute" program that will "place numerous compute nodes in homes […]

I'm a heavy vim user, but now that I look at the code less and less I'm wondering if it still makes sense. Comments URL: https://news.ycombinator.com/item?id=48859439 Points: 2 # Comments: 0

OpenAI has launched a new family of LLMs: GPT-5.6 Sol, Terra, and Luna, but they're not all the same.

Article URL: https://ably.com/blog/ai-transport-durable-execution-steps Comments URL: https://news.ycombinator.com/item?id=48859396 Points: 1 # Comments: 0

Biomolecular structure prediction and co-folding with models like OpenFold3 are now mainstream, large-scale workloads powering drug discovery and protein...

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AI's ushered in a new era of reskilling. Here's what the industry can learn from the last decade's drive to put people in tech jobs.