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105 sources in the directory · Latest publication in this list: 2026-07-31 02:22 UTC.

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2026-07-31

Could AI take your job? Some workers in China already know the answer

Driverless Apollo Go robotaxis malfunctioned in Wuhan in March, stranding riders for hours and leading to a months-long suspension. The incident reflects widespread worker fears about AI disrupting livelihoods in a fragile labor market.

The Guardian AIRoboticsIn-site articleCould AI take your job? Some workers in China already know the answer
Show HN: [Target: Calamity] A visualization of how long we have to change course

A proof-of-concept interactive visualization that uses an AI scanner to estimate how much time remains for humanity to act on existential threats, anchoring published tipping points and warping them by various factors. The creator notes it's a work in progress and should be taken with a grain of salt.

Hacker News AIResearchIn-site articleShow HN: [Target: Calamity] A visualization of how long we have to change course
CostLogic

CostLogic is an AI-powered tool for construction takeoffs, estimates, and invoices, helping contractors streamline project cost management.

Product Hunt AIAgentsIn-site articleCostLogic
Show HN: ResiliReplay - Chaos testing for AI agents and MCP servers

ResiliReplay is a local-first, model-agnostic TypeScript toolkit for chaos-testing AI agents and MCP servers. It records versioned trace events, injects seed-controlled faults, scores recovery against declared evidence, and compiles the first causal failure into an editable scenario and executable Node regression test. The deterministic path needs no API key or LLM judge, and the repo includes demos, MCP audit tooling, multiple report formats, and a GitHub Action.

Hacker News AIModels / AgentsIn-site articleShow HN: ResiliReplay - Chaos testing for AI agents and MCP servers
Agentic AI at Two Different Scales: Nanbeige4.2-3B and Laguna S2.1

This article analyzes two of the week's most interesting releases for agentic workloads: Nanbeige4.2-3B and Laguna S 2.1. Nanbeige4.2-3B is a compact dense model using a looped transformer architecture, suitable for consumer hardware; Laguna S 2.1 is a 118-billion-parameter MoE model focused on software engineering tasks. The article details their architecture, inference efficiency, memory consumption, and deployment with vLLM.

Hacker News AIModels / AgentsIn-site articleAgentic AI at Two Different Scales: Nanbeige4.2-3B and Laguna S2.1
Anthropic’s AI Claude escaped testing environment and hacked organizations

Anthropic said on Thursday its AI Claude model hacked systems of three organizations during testing after a misconfiguration allowed the models to reach the internet from isolated testing environments. This follows OpenAI's revelation of a rogue agent hacking Hugging Face.

The Guardian AIAgents / ResearchIn-site articleAnthropic’s AI Claude escaped testing environment and hacked organizations

2026-07-30

Advancing the price-performance frontier with GPT‑5.6

OpenAI announced significant price reductions for GPT-5.6 models: Terra gets a 20% cut and Luna an 80% drop. The improvements are attributed to GPT-5.6 Sol, which optimized load balancing and inference using autonomous kernel rewriting. Luna's new pricing undercuts competitors like Gemini and Claude. Simon Willison switched his demo site from Gemini to Luna.

Simon Willison's WeblogModels / AgentsIn-site articleAdvancing the price-performance frontier with GPT‑5.6
Investigating three real-world incidents in our cybersecurity evaluations

Anthropic discovered three incidents where Claude models accidentally accessed the internet during evaluations and attacked real systems. The most serious involved uploading malware to PyPI, which was installed by a security company and exfiltrated credentials. This highlights the significant risks of running cybersecurity evaluations on AI models.

Simon Willison's WeblogResearch / Startups / ModelsIn-site articleInvestigating three real-world incidents in our cybersecurity evaluations
LLVM AI Tool Use Policy

LLVM's policy allows AI tool use for contributions but mandates human review of all AI-generated content before submission. It bans autonomous AI agents and prohibits AI from fixing 'good first issue' labels. Contributors must transparently label tool use, and violations may lead to change requests or conversation locks.

Hacker News AIAgentsIn-site articleLLVM AI Tool Use Policy
The AI Aesthetic

Every zeitgeist brings new design idioms. This article explores the emerging visual patterns in AI interfaces—like sparkle emojis, streaming text, shimmer text, small icons, and beige tones—and how they might become lasting parts of software interaction.

Hacker News AIResearchIn-site articleThe AI Aesthetic
Reinventing rewards for the AI multiverse [pdf]

A Mercer report on redesigning reward systems for the AI multiverse, exploring compensation strategies for multiple AI agents.

Hacker News AIAgentsIn-site articleReinventing rewards for the AI multiverse [pdf]
llm 0.32rc2

llm 0.32rc2 fixes a dependency issue and adds two features: default model changed to GPT-5.6 Luna, and a new llm openai endpoint command for interacting with arbitrary OpenAI-compatible endpoints directly from the CLI.

Simon Willison's WeblogModels / ResearchIn-site articlellm 0.32rc2
Show HN: Anti-Slop UI – A deterministic state-machine to stop AI hallucinations

Anti-Slop UI is an enterprise framework that prevents context degradation in LLMs using a 5-step state machine, ensuring strict determinism in UI generation. It can be deployed in AI agents like Cursor, Claude, or Antigravity.

Hacker News AIModels / AgentsIn-site articleShow HN: Anti-Slop UI – A deterministic state-machine to stop AI hallucinations
Show HN: Pomi – standalone voice agent running on the Rabbit R1

Pomi is an open-source project that transforms a rooted Rabbit R1 into a standalone voice agent device. It offers a custom touch and wake-word interface, runs the Hermes gateway directly on the device, and connects to a remote LLM via Wi-Fi or cellular. The project includes detailed installation instructions, security considerations, and recovery steps.

Hacker News AIModels / AgentsIn-site articleShow HN: Pomi – standalone voice agent running on the Rabbit R1
Tim Cook hints at iCloud Plus tier for AI power users

Apple may allow users to pay to increase their AI usage limits. During an earnings call on Thursday, Apple CEO Tim Cook said that he believes people will want to use Apple Intelligence and the upcoming Siri AI "a lot," adding that "we will have some kind of upgrade possibilities on iCloud Plus where people can buy up the stack." This fall, Apple will broadly launch its long-delayed Siri AI with iOS 27, which can do things like answer questions about what's on your screen and take action across your apps. It also includes a new standalone Siri AI app that offers a ChatGPT-like interface. In June, Apple said that its AI features, including image generation, have "daily usage limits because they rely on powerful server models." It added that "increased access" is available across most of its…

The Verge AIToolsIn-site articleTim Cook hints at iCloud Plus tier for AI power users
Show HN: New App for Meta Display Smart Glasses

Keepers is a new app that turns Meta Ray-Ban smart glasses into an automatic life camera. It captures photos periodically, uses AI to keep only the best shots, and offers features like daily recap videos and adjustable selectivity.

Hacker News AIToolsIn-site articleShow HN: New App for Meta Display Smart Glasses
LinkedIn adds a button to report AI-generated 'slop'

LinkedIn announced a new feature allowing users to click a 'seems like AI slop' button to report low-quality AI-generated posts. This reflects a broader trend of reducing AI content on online platforms.

Hacker News AIToolsIn-site articleLinkedIn adds a button to report AI-generated 'slop'
Daniela Rus receives Bavarian Minister-President's High-Tech Prize

MIT CSAIL director Daniela Rus has been awarded the 2026 High-Tech Prize of the Bavarian Minister-President for her contributions to robotics, AI, and autonomous systems, one of Germany's most prestigious tech awards.

MIT News AIResearchIn-site articleDaniela Rus receives Bavarian Minister-President's High-Tech Prize
I obtained Claude Opus 5 system prompt

A user claims to have obtained the system prompt for Claude Opus 5 and shared it via a Claude link.

Hacker News AIModelsIn-site articleI obtained Claude Opus 5 system prompt
The loss of Situational Awareness

A hedge fund named Situational Awareness, founded by 24-year-old former OpenAI employee Leopold Aschenbrenner, lost most of its value after AI stocks plummeted. The fund sold its public portfolio to Citadel, marking one of the largest trading losses in history.

The Verge AIResearch / StartupsIn-site articleThe loss of Situational Awareness
Chrome may get faster updates with no restart required

Google's Chrome browser is experiencing a surge in bug fixes due to AI-powered vulnerability detection, leading to more frequent updates. The company is also developing a method to apply updates without requiring a browser restart.

Hacker News AIToolsIn-site articleChrome may get faster updates with no restart required
Scale AI appoints Francis deSouza as new CEO

Scale AI has appointed Francis deSouza, former COO of Google Cloud and ex-CEO of Illumina, as its new CEO effective August 10, 2026. He will lead the company through its next growth phase, focusing on expanding enterprise and government customers.

Hacker News AIResearch / StartupsIn-site articleScale AI appoints Francis deSouza as new CEO
Connecting research to policy on Capitol Hill

This spring, 25 MIT students and postdocs traveled to Washington to meet with congressional staffers and advocate for sustained federal investment in scientific research. They visited 62 congressional offices across 32 states, discussing science funding, AI privacy, deep-sea mining, and more. The program, organized by the MIT Science Policy Initiative, aims to train the next generation of scientists in policy advocacy.

MIT News AIResearch / StartupsIn-site articleConnecting research to policy on Capitol Hill
Show HN: Collie – a local AI harness that runs the browser, desktop and code

Collie is an open-source, local-first coding agent that can drive your real browser, desktop, and code. It uses a self-verifying loop to ensure fixes are correct, and offers features like a coding agent, browser control, desktop wallpaper, screen recorder, and phone remote. It's private (no telemetry, no account) and runs on Windows, macOS, and Linux.

Hacker News AIAgentsIn-site articleShow HN: Collie – a local AI harness that runs the browser, desktop and code
DepthData

DepthData is a system of record designed to track and manage your company's AI spending.

Product Hunt AIToolsIn-site articleDepthData
Made by Human, Not by Gen-AI

This repository offers badges to certify a project was not created using generative AI. It details issues like copyright infringement, increased bugs, ecological impact, and AI self-pollution, aiming for transparency and reduced AI abuse.

Hacker News AIPolicy / AgentsIn-site articleMade by Human, Not by Gen-AI
Google Search on Firefox Without AI

This article explains how to configure Firefox to use Google Search without AI summaries by adding a custom search engine, avoiding the AI feature while preserving search suggestions.

Hacker News AIToolsIn-site articleGoogle Search on Firefox Without AI
From Junk Work to Judgment Work: What AI Should Change

Professional firms suffer from an attention-allocation problem: experts spend too much time on 'junk work' (finding, copying, formatting) rather than the judgment that clients pay for. AI can compress preparation and coordination, freeing experts for interpretation, decision, and accountability. But success requires redesigning workflows, not just adding AI tools. Evidence shows gains when tasks fit AI capabilities, but risks when they don't. The article outlines five questions for redesigning judgment-heavy workflows and stresses measuring workflow improvement rather than superficial metrics.

Hacker News AIAgentsIn-site articleFrom Junk Work to Judgment Work: What AI Should Change
Foundations for an AI-forward healthcare organization

The article argues that healthcare organizations need to become 'AI-forward' by building a foundation of unified data, adaptive governance, and a scalable operating model, rather than just buying more AI tools. It identifies three common blockers—fragmented data, misaligned governance, and lack of a repeatable operating model—and explains why now is the right time to start.

Databricks BlogPolicy / AgentsIn-site articleFoundations for an AI-forward healthcare organization