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105 sources in the directory · Latest publication in this list: 2026-07-15 16:00 UTC.

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2026-07-15

Perplexity launches secure sandbox to make its AI agents secure and powerful

Perplexity AI introduces SPACE, a sandbox platform that provides a secure, isolated environment for its AI agent 'Computer,' supporting long-running tasks, session pause/resume, and user credential isolation. Built on AWS Firecracker microVMs, it offers improved performance.

SiliconANGLE AIAgentsIn-site articlePerplexity launches secure sandbox to make its AI agents secure and powerful
OpenAI finally launches hardware… for Codex

OpenAI has partnered with keyboard maker Work Louder to launch the Codex Micro, a square-shaped button pad for monitoring and managing AI agents on the Codex coding platform. The limited-run device costs $230 and is separate from OpenAI's hardware project with Jony Ive.

The Verge AIAgentsIn-site articleOpenAI finally launches hardware… for Codex
Lev8

Discussion | Link — Find, research, and reach the right people.

Product Hunt AIResearchIn-site articleLev8
Agent runtime reduces LLM turns by 80% with a higher success rate in DeepSWE

Tura, a local open-source coding agent, reduces LLM turns by 80% and increases success rate to 80% on DeepSWE v1.1 benchmarks compared to Codex CLI High, using macro CLI commands and backward reasoning.

Hacker News AIModels / AgentsIn-site articleAgent runtime reduces LLM turns by 80% with a higher success rate in DeepSWE
GeoSQL: Showing AI a map increased its accuracy by 4× (Korean)

GeoSQL is a geospatial analysis skill that integrates map visualization feedback into AI agent loops, dramatically improving spatial query accuracy. It addresses geometric errors invisible to text-only agents (e.g., abnormal polygons, misplaced points) through steps including database schema exploration, automatic dialect-specific SQL generation, cost pre-check (BigQuery), result validation, and map rendering with self-correction. Benchmarks show a 4× accuracy boost when using maps. Limitations include cost control only for BigQuery and a small test set.

Hacker News AIAgents / ResearchIn-site articleGeoSQL: Showing AI a map increased its accuracy by 4× (Korean)
Linux creator Linus Torvalds puts foot down on anti-AI comments

Linus Torvalds firmly defends AI use in Linux kernel, stating the project is not anti-AI, AI is a useful tool, and those who disagree can fork or walk away.

Hacker News AIAgentsIn-site articleLinux creator Linus Torvalds puts foot down on anti-AI comments
Most Americans now say the public should own half of the big AI companies

A Verasight survey of 1,690 US adults found 69% support forcing AI companies to transfer 50% of their stock to a public sovereign wealth fund, the policy at the heart of Bernie Sanders’s American AI Sovereign Wealth Fund Act. The shift tracks a labour market where tech made up nearly a third of US layoffs in H1 2026 while the same firms raised AI capex. The article presents the counterarguments too: property-rights objections, chilled investment, disputed displacement forecasts, and survey-wording effects.

Hacker News AIStartups / ResearchIn-site articleMost Americans now say the public should own half of the big AI companies
Practice Negotiations with an AI Phone Agent Real-Time Roleplay with Telnyx

This article walks through building a 110-line Python app using Telnyx Call Control and AI Inference that lets anyone call a phone number and practice negotiations with an AI. It includes three scenarios (salary, sales deal, vendor contract), voice-driven conversation, and post-call scoring across five dimensions. The guide covers setup, code walkthrough, customization, and production considerations.

Hacker News AIAgents / ResearchIn-site articlePractice Negotiations with an AI Phone Agent Real-Time Roleplay with Telnyx
Fluree AI

Fluree AI provides trusted context for every AI agent.

Product Hunt AIAgentsIn-site articleFluree AI
Agents need their own computer. Here's how to give them one safely.

To enable AI agents to autonomously execute tasks, they require isolated, secure, and quickly deployable computing environments. This article explains why agents need their own 'computer' and how LangSmith Sandboxes meet this need through microVM isolation, snapshots and forks, an auth proxy, and secure execution. It also discusses security risks like prompt injection and mitigation strategies.

LangChain BlogAgents / ResearchIn-site articleAgents need their own computer. Here's how to give them one safely.
Moving Enterprise AI From Pilots to Payoff

How businesses can close the gap between surface-level adoption and genuine transformation.

AI BusinessToolsIn-site articleMoving Enterprise AI From Pilots to Payoff
I let ChatGPT Work and Claude Cowork loose on my files - only one made me nervous

How does ChatGPT Work compare with Claude Cowork for desktop automation? My testing reveals similar results, similar strengths, and one major reason Claude currently feels considerably safer right now.

ZDNet AIAgents / ResearchIn-site articleI let ChatGPT Work and Claude Cowork loose on my files - only one made me nervous
How I tricked Claude into leaking your deepest, darkest secrets

A researcher exploited a loophole in Claude's web_fetch tool to extract private user data from memories, bypassing Anthropic's protections. The attack succeeded by using nested links from a honeypot site, leading to the extraction of name, city, and employer. Anthropic fixed the issue but did not pay a bounty.

Simon Willison's WeblogAgents / ResearchIn-site articleHow I tricked Claude into leaking your deepest, darkest secrets
Hack Reveals Suno AI Music Generator Scraped YouTube, Deezer, and Genius

A hacker breached Suno AI, exposing source code that reveals the company scraped millions of songs from YouTube Music, Deezer, Genius, and other platforms to train its AI, while also compromising customer data and Stripe payment information. The incident sheds light on AI training data practices amid ongoing copyright lawsuits.

Hacker News AIPolicyIn-site articleHack Reveals Suno AI Music Generator Scraped YouTube, Deezer, and Genius
Show HN: An AI agent fixed 98% of vulnerable deps in one run, 14% in the next

A study finds that AI agents with a Bomly MCP server consistently resolve over 98% of fixable vulnerabilities on large projects, while agents alone vary wildly. The server provides dependency graph, vulnerability list, and fix context, addressing the discovery bottleneck.

Hacker News AIAgents / StartupsIn-site articleShow HN: An AI agent fixed 98% of vulnerable deps in one run, 14% in the next
Vint Cerf is working on a plan to unleash AI agents on the open internet

One of the architects of the internet's protocols, Vint Cerf left Google after 20 years and is now advising Innovation Labs to create an open architecture for AI agent identification.

Hacker News AIAgentsIn-site articleVint Cerf is working on a plan to unleash AI agents on the open internet
Anaconda buys Kilo, the open source coding agent that answers to no single model maker

Anaconda, a company that provides governed, open-source packages and environments for enterprises, has acquired popular open-source coding agent Kilo. The deal comes amid growing enterprise wariness of AI vendor lock-in. Kilo allows developers to freely switch between model providers, avoiding lock-in. Anaconda plans to integrate Kilo into its AI workspace while keeping it open source.

The New Stack AIAgentsIn-site articleAnaconda buys Kilo, the open source coding agent that answers to no single model maker
Show HN: LogoTeddy – Animate logos with AI (no templates)

LogoTeddy is an AI-powered logo animation maker that turns static logos into unique animated videos. Upload your logo, AI analyzes it and generates custom cinematic reveals. No templates or design skills needed. Free to start with 100 credits.

Hacker News AIToolsIn-site articleShow HN: LogoTeddy – Animate logos with AI (no templates)
AI Lays Bare the Authoritarianism of Modern Work. Time to Rethink Education

The article argues that modern workplaces are inherently authoritarian, and the education system's focus on employability is failing as AI displaces jobs. It calls for a shift toward cultivating critical thinking and democratic participation instead of just skill acquisition.

Hacker News AIPolicy / AgentsIn-site articleAI Lays Bare the Authoritarianism of Modern Work. Time to Rethink Education
Verse: Build and hire autonomous AI employees from a single prompt

Verse is a platform that enables users to create and deploy autonomous AI employees from a single prompt, streamlining workforce augmentation.

Product Hunt AIRoboticsIn-site articleVerse: Build and hire autonomous AI employees from a single prompt
Show HN: A TypeScript repo where AI agents can't break the architecture

This TypeScript repository demonstrates a system of tool-enforced rules to prevent AI agents from breaking the architecture while coding. It includes five key guardrails: dependency rule, mutation testing, test and spec protection, commit gating, and spec-driven development. The repo also serves as a template to bootstrap new projects and includes a benchmark exercise to evaluate agent performance.

Hacker News AIAgents / ResearchIn-site articleShow HN: A TypeScript repo where AI agents can't break the architecture
If you want Claude to speak nicely to you, try Hindi or Arabic

Anthropic researchers found that Claude expresses different values across languages. They identified four key axes capturing 15% of variation: Deference vs. Caution; Warmth vs. Rigor; Depth vs. Brevity; Candor vs. Execution. For example, Claude shows more warmth in Arabic and Hindi, more rigor in English and Russian. The differences have implications for user experience and AI safety.

Hacker News AIPolicy / ResearchIn-site articleIf you want Claude to speak nicely to you, try Hindi or Arabic
Chipmaker Axelera releases Voyager Wingman to speed edge AI development

Edge AI chip company Axelera AI has released Voyager Wingman, an AI assistant that lets developers build and troubleshoot applications for its edge chips by typing plain-language requests. The tool connects to the company's Voyager SDK and documentation, helping assemble computer vision pipelines, suggest compiler settings, and diagnose errors. It runs as a hosted service with automatically updated knowledge. Available now as a web chat and standalone app with a freemium model.

SiliconANGLE AIChips / ResearchIn-site articleChipmaker Axelera releases Voyager Wingman to speed edge AI development
This AI Folds DNA into Mini Masterpieces

South Korean researchers developed Generative SNUPI, an AI model that uses a diffusion process to automatically design DNA sequences for origami structures, reducing the need for manual labor and expertise.

IEEE Spectrum AIModels / Research / RoboticsIn-site articleThis AI Folds DNA into Mini Masterpieces
How to use Gemini to plan your next summer vacation - in minutes

This article demonstrates how to use Google Gemini to plan a vacation by creating an itinerary with flight, accommodation, and activity suggestions. It includes user experiences, testing different prompts, and tips for using Auto Browse.

ZDNet AIAgentsIn-site articleHow to use Gemini to plan your next summer vacation - in minutes
I tested Google Maps vs. Waze to find the best updated navigation app - and this one wins

After hundreds of miles of driving tests, Google Maps beats Waze 6-3 in a comprehensive comparison. Waze excels at fast reroutes and real-time alerts, while Google Maps offers richer features including Gemini integration, offline maps, and multi-mode transit support.

ZDNet AIStartupsIn-site articleI tested Google Maps vs. Waze to find the best updated navigation app - and this one wins
New York becomes first U.S. state to impose AI data center ban

New York Governor Kathy Hochul signed an executive order banning new hyperscaler data centers over 50 megawatts for one year, citing grid strain and rising electricity bills. The moratorium has public support but faces criticism over competitiveness.

Hacker News AIResearchIn-site articleNew York becomes first U.S. state to impose AI data center ban