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Hacker News Ask

AI policies that don't suck

Hi folks, I don’t have a blog, but I have some thoughts about our current AI moment. I’m hearing a lot of good and bad ideas about how to organize around safety and paced development, but I haven’t heard these ideas yet and wanted to share them here in hopes that some discussion might take place or someone with reach steals them. 1. Much of the xrisk discussion hinges on embodied AI. Robots with arms and legs are robots that can kill, displace jobs, etc. All manufacturing of such robotics should

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Hacker News LLMLLMs

LLM Routers Have Become a Service Category of Their Own

Article URL: https://techstrong.ai/articles/llm-routers-have-become-a-service-category-of-their-own/ Comments URL: https://news.ycombinator.com/item?id=49112773 Points: 9 # Comments: 2

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Microsoft ResearchResearch

Echoverse: Deep, evolving environments for computer-use agents

Computer-use AI agents struggle with multi-step workflows like email and customer support. Echoverse trains agents in realistic environments rather than simply providing more training tasks, helping them improve as the tasks, tests, and environments evolve. The post Echoverse: Deep, evolving environments for computer-use agents appeared first on Microsoft Research .

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Echoverse: Deep, evolving environments for computer-use agents
Unite.AI

Bloom Security Emerges from Stealth with $20M to Secure the AI-Native Endpoint

Bloom Security has emerged from stealth with $20 million in seed funding to address a growing blind spot in enterprise cybersecurity: the expanding collection of AI agents, browser extensions, plugins, code packages, and local automation operating on employee devices. The round was led by Glilot Capital Partners, with participation from Ten Eleven Ventures, Okta Ventures, and Runtime Ventures. Angel investors include founders of cybersecurity companies Dig Security, Demisto, Snyk, and Talon…

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Bloom Security Emerges from Stealth with $20M to Secure the AI-Native Endpoint
Hacker News LLMLLMs

Run LLM Without OS

Article URL: https://www.cnx-software.com/2026/07/30/nightrun-uefi-application-boots-a-local-llm-on-raspberry-pi-5-and-x86-pcs-without-an-os/ Comments URL: https://news.ycombinator.com/item?id=49112667 Points: 2 # Comments: 2

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Hacker News LLMLLMs

LLM Works. Your Product Probably Doesn't

Article URL: https://saito.ai/llm-harness/ Comments URL: https://news.ycombinator.com/item?id=49112662 Points: 2 # Comments: 0

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VentureBeat

Mastercard spent decades training its fraud system to see bots as thieves. Now bots are the ones doing the buying.

Every time a Mastercard gets tapped, the network has less than a tenth of a second to judge how likely the purchase is to be fraudulent. It made that call across 175 billion transactions last year. Now the buyer on the other side of that judgment is starting to change, and Greg Ulrich, the company's chief AI and data officer, spelled out the consequence for the VB Transform 2026 audience in Menlo Park on July 14. "We've built a bunch of risk rules over time that were intended to stop a bot from

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Mastercard spent decades training its fraud system to see bots as thieves. Now bots are the ones doing the buying.
Hacker News Ask

WordPress AI Visibility in 2026

We've been working on an open specification that allows every webpage to expose machine-readable metadata specifically for LLMs and AI crawlers. https://github.com/aagedik/aigeoradar-aipm I'd love feedback from the HN community. Comments URL: https://news.ycombinator.com/item?id=49112611 Points: 1 # Comments: 0

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Krebs on SecuritySecurity

Read This Before You Buy That TV Streaming Stick

Security experts have been sounding the alarm for years about the risks of using generic TV boxes that promise unlimited content streaming for a one-time fee, warning that they secretly rent the user's Internet connection out to strangers. But a groundbreaking new analysis finds these devices also routinely spoof themselves as mobile phones clicking ads on AI-generated websites as part of sprawling operation that seeks to defraud online merchants and advertising networks.

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Read This Before You Buy That TV Streaming Stick
Hacker News: Show HN

Show HN: Burnless makes LLM context a protocol. Token savings are a side effect

I’ve created Burnless because I realized that we were using the context window for things that didn't need to be there anymore. I wanted to stop burning tokens with what had already happened and were no longer necessary for the next step. It was not a discovery that came later. Burnless was born to separate things. What I didn’t know yet was the size of the problem, the size of the gain and how different it was from the path that everyone else was following. What I see nowadays is that everyone

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AWS Machine Learning Blog

How Yahoo enhances search retargeting using Amazon Bedrock

In this post, we demonstrate how Yahoo implemented Amazon Bedrock to enhance their Search Retargeting (SRT) capabilities in the Yahoo DSP ad tech suite. SRT is a core audience targeting solution that helps advertisers reach users based on their historical search behavior, bridging search intent with display, video, and native advertising. Beyond targeting keywords entered on Yahoo Search, SRT uses AI to identify and engage users who demonstrate intent through search activity both on Yahoo and ac

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r/MachineLearningResearch

How Kimi K3 Engineered Its Way to the Frontier [R]

<!-- SC_OFF --><div class="md"><p>Kimi K3 by Moonshot reached the frontier as an open-weight model. Artificial Analysis ranks it fourth of 580 models, behind only Claude Opus 5, Fable 5, and GPT-5.6 Sol. Moonshot released more than the weights.</p> <p>I sat down to read the 47-page technical report and walk through the released code. Three things stood out.</p> <ul> <li>Kimi Delta Attention replaces the KV cache in 69 of the 93 layers with one 128x128 matrix per head. A 1M-token context takes 27

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Unite.AI

Simile Raises More Than $200 Million at a $2 Billion Valuation to Scale Human Behavior Simulations

Simile has raised more than $200 million in Series B funding at a $2 billion post-money valuation, providing the Palo Alto-based startup with substantial capital to develop artificial intelligence models designed to simulate how people make decisions. Greenoaks led the round, while existing investor Index Ventures increased its backing. Hanabi, Bain Capital Ventures, A*, Factory and CVS Health Ventures also returned, with Definition joining as a new investor. The financing arrives only five…

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Simile Raises More Than $200 Million at a $2 Billion Valuation to Scale Human Behavior Simulations
The Verge AIBusiness

Friend re-launches its AI pendant with a speaker that talks to you, for twice the price

Do you remember Friend? The Friend that launched an AI pendant, spent $1.8 million of its $2.5 million in funding to acquire friend.com, and plastered the NYC subway with ads promoting artificial companionship? Yeah well, if you didn't remember, Friend is back. And now, it's twice the price. This morning, Friend launched a new ad […]

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Friend re-launches its AI pendant with a speaker that talks to you, for twice the price
Unite.AI

Altman Meets the Officials Designing Washington’s AI Cyber Tests

Sam Altman meets senior White House officials on July 30, 2026 to discuss voluntary government cybersecurity testing of advanced AI systems, two days before the administration's own deadline for designing that testing regime. An OpenAI spokesperson told Reuters that Altman will meet White House chief of staff Susie Wiles, National Cyber Director Sean Cairncross and White House science and technology adviser Michael Kratsios, and that the agenda also covers the upcoming models Altman has been…

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Altman Meets the Officials Designing Washington’s AI Cyber Tests
Towards Data Science - Medium

The Python Ecosystem That Changed AI Development

How one open-source ecosystem made state-of-the-art AI accessible The post The Python Ecosystem That Changed AI Development appeared first on Towards Data Science .

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VentureBeat

Hush Security says the AI security problem has shifted from protecting models to governing identities as autonomous agents spread

Less than a year after emerging from stealth to tackle non-human identity security, Israeli cybersecurity startup Hush Security believes the enterprise AI security conversation has fundamentally changed. The company, which earlier this week announced a $30 million Series A round led by returning investors Battery Ventures and YL Ventures with Akamai Technologies joining as a strategic investor, argues that organizations are rapidly moving beyond experimenting with generative AI assistants and in

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Hush Security says the AI security problem has shifted from protecting models to governing identities as autonomous agents spread
Hacker News: Show HN

Show HN: I was able to run tiberian sun on cncnet on an M4 MacBook Pro

As the title says I was able to run cncnet on a macbook pro with m4 processor. I set GPT 5.6 sol on this and it figured it out. So excited to be able to play one of my childhood games! Enjoy! Everything is build using GPT 5.6 sol btw. I didn't do anything other than testing and prompting. Comments URL: https://news.ycombinator.com/item?id=49112215 Points: 2 # Comments: 0

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Hacker News: Show HN

Show HN: Tuneloop – a local CLI for analyzing coding agent session transcripts

Hey HN, I think session transcripts written by coding agents like Claude Code and Codex are very interesting because they offer a detailed window into how work gets shipped. You can see the sequence of decisions that resulted in the final PR, what the agent got wrong, tools used etc. So I built a cli that analyzes these sessions and provides a local dashboard that shows what each session shipped (PRs, features), how much each PR cost, and recommendations for more effective usage. Concretely, it

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Unite.AI

Xsight Labs Raises $300M for Programmable AI Network Silicon

Xsight Labs said it has closed a funding round of more than $300 million at a $2.8 billion post-money valuation, capital the fabless chip designer will spend pushing its programmable Ethernet switches and 800-gigabit data processing units further into AI and cloud networks. Fidelity Management & Research Company led the round, with Intel Capital , Battery Ventures and Valor Equity Partners among the participating investors. Founded in 2017 and headquartered in Tel Aviv with engineering and…

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Xsight Labs Raises $300M for Programmable AI Network Silicon
Unite.AI

DataBahn Raises $40M to Build an Agentic Control Layer for Enterprise Data

DataBahn has raised $40 million in Series B funding as it looks to expand the infrastructure enterprises use to prepare, govern and deliver data to artificial intelligence systems. Insight Partners led the round, with existing investors Forgepoint Capital, GTM Capital and S3 Ventures also participating. The investment brings the Dallas-based company’s total funding to $59 million, following a $17 million Series A announced in June 2025. DataBahn plans to direct the new capital towards research…

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DataBahn Raises $40M to Build an Agentic Control Layer for Enterprise Data
AWS Machine Learning Blog

Inference meta-monitoring for Amazon SageMaker AI endpoints with Amazon Quick

Learn how to build an inference meta-monitoring system for Amazon SageMaker AI endpoints using Amazon Quick. This governance layer sits above production ML inference pipelines to continuously track prediction and data quality, detect drift, integrate delayed ground truth, and surface automated performance dashboards.

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AWS Machine Learning Blog

Introducing explicit prompt caching for OpenAI GPT-5.6 models on Amazon Bedrock

OpenAI GPT-5.6 Sol, Terra, and Luna are now generally available on Amazon Bedrock, along with explicit prompt caching that gives you precise control over which parts of your prompt are cached and reused. Learn how to get started, set up explicit caching, and migrate existing GPT workloads to reduce inference cost.

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AWS Machine Learning Blog

Migrate your prompts to new models and optimize them on Amazon Bedrock

Amazon Bedrock Advanced Prompt Optimization optimizes your prompts for up to 5 models at once and compares original versus optimized performance across quality, latency, and cost. Migrate to a new model or improve your current one in minutes instead of weeks.

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