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VentureBeat

Nimble claims its new, domain-specialized Web Search Agents cut token costs in half while boosting retrieval accuracy

Nimble , a New York City-based tech startup VentureBeat previously covered for its efforts to re-invent web search for enterprises by using multiple AI agents to improve accuracy and depth, is taking another step toward its vision of a world in which agents do most of the web searching instead of us typing and reviewing the results manually. Nimble today launched Web Search Agents , a new retrieval system designed to help AI agents perform more 21% more accurate web research while using signific

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Nimble claims its new, domain-specialized Web Search Agents cut token costs in half while boosting retrieval accuracy
The DecoderBusiness

Pangram says its new AI text detector makes only one mistake per 24,000 documents

Pangram 4 detects 99.66 percent of AI-generated text with just one false positive per 24,000 documents, the company claims. The model also resists "humanizer" tools that disguise AI writing as human. API prices go up two- to tenfold. The article Pangram says its new AI text detector makes only one mistake per 24,000 documents appeared first on The Decoder .

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Schneier on Security

Measuring the Tendency of AI Agents to Go Rogue

This essay was written with Barath Raghavan, and originally appeared in The Guardian . In July, Hugging Face, a company that hosts much of the world’s AI software and open-source AI models, was hacked. A malicious dataset had been used to run code on one of its servers. Whoever was behind it captured internal security credentials and moved through systems over a weekend, running thousands of actions from a swarm of temporary server environments. It looked like the work of a sophisticated crimina

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Hacker News FrontTools

Infrastructure Patterns for Agentic Applications

Article URL: https://render.com/blog/infrastructure-patterns-for-agentic-applications Comments URL: https://news.ycombinator.com/item?id=49100035 Points: 23 # Comments: 2

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Hacker News FrontTools

Some thoughts about Anthropic's new cryptanalysis results

Article URL: https://blog.cryptographyengineering.com/2026/07/29/some-notes-about-anthropics-new-results/ Comments URL: https://news.ycombinator.com/item?id=49099804 Points: 11 # Comments: 1

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Towards Data Science - Medium

Prompt Engineering Is Solved—Prompt Management Isn’t

Prompt engineering helps you write better prompts—but it doesn’t help you change them safely. This article explores a common production failure where a simple variable rename breaks every live call, and introduces a lightweight static analysis tool that treats prompts like contracts, catching breaking changes before they ship. The post Prompt Engineering Is Solved—Prompt Management Isn’t appeared first on Towards Data Science .

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The DecoderBusiness

OpenAI admits its autonomous AI models also compromised credentials on other platforms during security eval

During a security evaluation, OpenAI's autonomous hacking models broke into Hugging Face and used exposed credentials on four other services. Hugging Face reconstructed about 17,600 actions over two and a half days, including a zero-day exploit and encrypted, fragmented data transfers. The models were apparently trying to steal test answers rather than solve the tasks themselves. The article OpenAI admits its autonomous AI models also compromised credentials on other platforms during security ev

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OpenAI admits its autonomous AI models also compromised credentials on other platforms during security eval
VentureBeat

Target SVP says its real AI moat isn't the models — it's everything built around them

Target SVP Siobhán Mc Feeney says the AI models her company runs aren't what gives Target its edge — everything built around them is. "There's a lot in it. That to us is the moat," Mc Feeney said at VB Transform 2026 . "The models are great, and they're important. They're just not sufficient to be the competitive advantage." That discipline shows up early in how Target decides whether to build an agent at all. Mc Feeney was blunt, even "controversial" by her own admission, about the current AI m

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Target SVP says its real AI moat isn't the models — it's everything built around them
The Pragmatic EngineerDev & Frontend

Formal methods with Hillel Wayne

Hillel Wayne explains why formal methods like TLA+ matter, how they help build reliable software, and whether AI will finally bring formal verification into the mainstream.

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Formal methods with Hillel Wayne
AWS Machine Learning Blog

Authenticate with Private Key JWT using Amazon Bedrock AgentCore Identity

This post explains how Private Key JWT client authentication works in AgentCore Identity and reviews the supported grant flows. We then walk through creating an AWS KMS signing key, registering its public key with your identity provider, configuring a credential provider on the AWS Management Console, and reviewing example AWS CloudTrail events that record your agent’s access.

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Hacker News FrontTools

Launch HN: Tokenless (YC S26) – Automatic model switching to save money

Hi HN, Rohit here from Tokenless ( https://usetokenless.com/ ), which I’m building alongside co-founders Andrew and Kev. We’re building an API gateway which routes agent traffic dynamically turn-by-turn between different models to save on AI spend. The cost of AI tokens is top-of-mind for many. Companies like Uber and Salesforce have been complaining about blowing their yearly AI spend faster than expected. Frontier models are amazing for dev work, but are so expensive. Open-source models are ch

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Hacker News AILLMs

Tyler Cowen: You'll Learn to Love AI Writing

Article URL: https://www.thefp.com/p/tyler-cowen-youll-learn-to-love-ai-writing Comments URL: https://news.ycombinator.com/item?id=49099085 Points: 1 # Comments: 0

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Unite.AI

Lumo AI Review: This AI Chatbot Keeps My Data Private

Have you ever typed something private into an AI chatbot and wondered where that information actually goes? Maybe it was a work document, a personal idea, or even a sensitive question you didn’t want attached to your name. With AI becoming part of everyday life, that feeling of “what happens to my data after I hit send?” is becoming harder to ignore. In fact, a Pew Research Center survey found that 70% of Americans who have heard of AI have little to no trust in companies to make responsible…

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Lumo AI Review: This AI Chatbot Keeps My Data Private
Hacker News AILLMs

Ask/Tell HN: use the flag button instead of complaining about AI slop articles

There is an article sitting at 60+ points now at the homepage which is clearly written by an AI and most comments saying something along the lines "this article is clearly AI slop". In this particular case, the article seems to be real AI slop: it creates a nonsensical benchmark to compare two tools and uses that to plug the company's product. The people commenting are right to point it out. The problem with the repeated complaining about AI slop is that it makes browsing HN tiring for two reaso

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Hacker News AILLMs

Show HN: Sitrep - AI Copilot For Incidents

Hi HN! I made Sitrep, which is an AI incident copilot that sites alongside you during incidents and watches your screen. You can chat with it, and ask questions ("what was that trace I saw?") and it uses vision to answer your questions, providing evidence. It can also integrate with existing observability tools too, I've added Grafana as an example. This means the agent can not only reference context from vision, but also verify context by using actual logs/traces. To avoid duplicate frames, it

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The Hacker NewsSecurity

Ruflo MCP Flaw Lets Unauthenticated Attackers Run Commands and Poison AI Memory

Cybersecurity researchers have flagged a maximum-severity security flaw in Ruflo, an open-source agent meta-harness for Anthropic Claude Code and OpenAI Codex, that could result in unauthenticated remote code execution. The vulnerability, tracked as CVE-2026-59726 (CVSS score: 10.0), impacts all versions of the project before version 3.16.3. It has been codenamed RufRoot by Noma Security's

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Ruflo MCP Flaw Lets Unauthenticated Attackers Run Commands and Poison AI Memory
Hacker News AILLMs

Show HN: Phixo – AI Phishing Protection for Gmail and Outlook

Hi, I am a Solo developer and I have created a Chrome extension to help prevent email phishing in Gmail and Outlook. This extension tells you why an email has phishing signs and also blocks the phishing URL if it finds something suspicious. I am posting here to get feedback so I can improve my extension further. Although it's still in the early stages, I am improving it with time. If you guys could check it and give me any feedback, that would be very helpful for me. Anything good or bad is welc

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Hacker News AILLMs

Wall Street Picks AI Winners and Losers as Credit Swaps Surge

Article URL: https://www.bloomberg.com/news/articles/2026-07-29/wall-street-picks-ai-winners-and-losers-as-credit-swaps-surge Comments URL: https://news.ycombinator.com/item?id=49098861 Points: 2 # Comments: 0

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AWS Machine Learning Blog

Generate Autonomous Business Insights with AI Agent and MCP Servers

Learn how Amazon Bedrock AgentCore delivers autonomous, cross-system business intelligence through configuration rather than custom code. Using pre-built MCP server connectors, fine-grained access control, and persistent memory, enterprises can query multiple data sources with natural language while enforcing role-based boundaries automatically.

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Hacker News AILLMs

Ask HN: How would you learn AI-assisted development from the ground up?

I'm a director/exec, not a software engineer. Background's mostly data analytics, SQL and Excel day to day, some R and PostgreSQL. Years ago I could hack together basic HTML/CSS/PHP too. Got into AI early and now use ChatGPT and Claude constantly. With their help I've built a handful of web apps, some Python scripts and desktop tools, and an Android app on Supabase with real multiple users. So I can build things. But I'm very aware there are big holes underneath it. I can usually get something w

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Shopify Engineering - Shopify Engineering

Building an agentic harness that outlasts the model

We built an agentic code review and test oracle harness that discovers vulnerabilities, proves them with real tests, and provides Shopify-tuned fixes.

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Hacker News AILLMs

Show HN: AI that opens PRs on your repo to fix your SEO

Hey HN, I'm Oli, Software engineer building Zaatar to to automate the organic growth on my different side projects. The AI orchestrator I've built feels kind of magic tbh, I hope some of you guys will find it useful! Cheers Comments URL: https://news.ycombinator.com/item?id=49098777 Points: 2 # Comments: 0

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Hacker News AILLMs

AI Doomsday Bullshit Is Getting Tired

Article URL: https://karlbode.com/ai-doomsday-bullshit-is-getting-tired/ Comments URL: https://news.ycombinator.com/item?id=49098716 Points: 8 # Comments: 4

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Hacker News AILLMs

Pangram raises $9M to detect AI content

Article URL: https://techcrunch.com/2026/07/29/as-ai-content-floods-the-internet-pangram-raises-9m-to-detect-it/ Comments URL: https://news.ycombinator.com/item?id=49098695 Points: 2 # Comments: 0

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ByteByteGo

How ChatGPT Optimizes its Agent Loop: Harness, API, and Inference

To understand what techniques are adopted in frontier labs to make AI applications more efficient, we met with the OpenAI engineers who developed and shipped various efficiency techniques into the systems behind Codex and ChatGPT Work.

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How ChatGPT Optimizes its Agent Loop: Harness, API, and Inference
Amazon ScienceResearch

A new benchmark for evaluating patient-facing health AI agents

PatientAgentBench generates a synthetic patient health record, a realistic clinical vignette, and a patient agent that converses with the AI system under evaluation, to capture what a patient-facing agent actually has to do.

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Hacker News AILLMs

AI writes code that breaks main half as often

Article URL: https://mergify.com/reports/state-of-merge-queues-2026 Comments URL: https://news.ycombinator.com/item?id=49098635 Points: 2 # Comments: 0

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