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AI Email Template Design

Madoo is an AI-driven email template design tool that quickly creates brand-consistent email layouts and integrates with major email service providers like Mailchimp and Klaviyo.

Hacker News AIToolsIn-site article
OpenAI Reports Median Internal Codex Output Tokens Grew 56x in Research, 32x in Customer Support, 27x in Engineering, and 13x in Legal Since November 2025.

OpenAI's internal economic research reveals a massive surge in Codex usage across departments since November 2025. Research leads with a 56x increase in median output tokens, followed by Customer Support at 32x, Engineering at 27x, and Legal at 13x. This suggests that AI agents are transforming work patterns, especially as employees previously used less than 10% of their tokens on Codex despite unlimited access.

Latent SpaceAgents / ChipsIn-site article
Anthropic Accuses Alibaba of Largest AI Distillation Attack: 28.8M Fraudulent Exchanges

Anthropic sent a letter to U.S. officials accusing Alibaba affiliated operators of carrying out 28.8 million interactions with its Claude model using 25,000 fake accounts over 44 days, targeting its most advanced software engineering and agentic reasoning capabilities. The attack raises national security concerns and caused Alibaba's stock to fall to a 16-month low.

Hacker News AIAgents / PolicyIn-site article
Linux Foundation Launches Akrites to Defend FOSS from AI-Enabled Exploits

The Linux Foundation, Amazon, Anthropic, OpenAI, NVIDIA, Microsoft, Red Hat, and others have launched Akrites, a project to help secure critical open-source software against the rapid influx of AI-discovered vulnerabilities. Akrites establishes a shared Security Incident Response Team and a coordinated vulnerability disclosure process, with confidentiality as a core principle. It also serves as maintainer of last resort for unmaintained critical packages.

Hacker News AIChipsIn-site article
DropItDown – Drop a file, get Markdown your AI agent can read (macOS)

DropItDown is a macOS menu bar app that converts any file (PDF, screenshot, spreadsheet, etc.) into clean Markdown, automatically files it into your local vault, and makes it searchable by AI agents. Conversion is 100% local, with only classification calls going through your own API key.

Hacker News AIAgentsIn-site article
Run a vLLM Server on HF Jobs in One Command

Spin up a private, OpenAI-compatible LLM endpoint on Hugging Face infrastructure with a single command — no servers to provision, no Kubernetes, pay-per-second. Covers the full process from launch, querying, cleanup, scaling to larger models, creating a chat UI, SSH debugging, and using as a coding agent backend, with a comparison to Inference Endpoints.

Hugging Face BlogModels / Agents / ChipsIn-site article
Investors bet on AI again after Micron reports 346% sales jump

Micron Technology posted blockbuster quarterly results, with profit surging to $28.2 billion and revenues up 346% year-over-year. The news reversed a two-day sell-off in AI stocks, lifting global markets.

Hacker News AIChips / ResearchIn-site article
Claude AI's link handling and fix

FoolQuest.com online brainstorming club for serious collaborative fiction writing and innovative new venture creation uses frames that the browser may not support. This article discusses Claude AI's improved link handling to address such issues.

Hacker News AIToolsIn-site article
AI doesn't take jobs. It takes tasks

The article presents a nuanced view of AI's impact on jobs, arguing that AI automates or augments specific tasks within occupations rather than replacing entire jobs. It introduces an Automation–Augmentation Spectrum and uses official data from the BLS and O*NET to classify tasks as automated, augmented, or human-led.

Hacker News AIAgents / RoboticsIn-site article
Show HN: HoprLabs – a Python lab for prototyping AI math ideas

HoprLabs is an open-source Python toolkit for estimating and simulating AI training metrics before committing to costly model training. It provides a CLI to estimate model size, VRAM usage, training time, and more.

Hacker News AIAgents / ResearchIn-site article
DeepSeek Flash Inverts the Economics of Agent Products

DeepSeek Flash shatters the adversarial pricing relationship between developers and big AI labs by offering a cheap, fast, text-only code generation model. It enables agent builders to switch from expensive multimodal APIs to open-source models acting as compilers, drastically cutting costs and reshaping browser agent architectures.

Hacker News AIAgents / ResearchIn-site article
ClinePass

ClinePass enables you to run the best open-weights models in Cline, streamlining AI model deployment.

Product Hunt AIAgentsIn-site article
California AI Unemployment Tracker

The California Employment Development Department partnered with the nonpartisan California Policy Lab to develop the California AI-Unemployment Tracker (CAIT), using Unemployment Insurance claims data to monitor AI-related job loss trends. As of May 2026, statewide data shows no surge in AI-related layoffs, though claims from college-educated workers, the San Francisco Bay Area, and technology sectors have increased. The tracker is updated monthly and provides publicly downloadable data.

Hacker News AIPolicy / ResearchIn-site article
Pazi: An AI team that puts your idea in motion

Pazi is an AI team that builds agents around your business idea to automate operations like website creation, customer outreach, and content generation, helping you move from idea to execution.

Product Hunt AIAgents / ResearchIn-site article
AI and Liability

German court rules Google liable for errors in its AI overviews. Bruce Schneier argues AI agents are agents of the deploying organization, and allowing businesses to hide behind faulty AI creates perverse incentives.

Simon Willison's WeblogModels / Agents / PolicyIn-site article
OpenAI will delay GPT-5.6 after Trump administration request

The Trump administration, citing security concerns, has asked OpenAI to stagger the release of GPT-5.6. OpenAI will offer a limited preview to enterprise customers only, with access approved case-by-case by the administration. This contrasts with harsher restrictions imposed on rival Anthropic.

The Verge AIModels / Policy / StartupsIn-site article
My Approach to Using AI with Programming

The author describes a balanced, cautiously optimistic approach to using AI in programming, emphasizing the importance of maintaining a mental model, using small feedback loops, and testing AI-generated code, while also recognizing the value of 'vibe coding' for exploration.

Hacker News AIToolsIn-site article
Show HN: OpenLanguage - AI Language Tutor for iOS

OpenLanguage is a free and open source conversational AI language tutor for iOS. It pairs a capable AI tutor with voice I/O so users can practice speaking and listening through natural conversation. Supports multiple AI providers (OpenAI, Anthropic, etc.), no account required, zero telemetry, and users bring their own API keys.

Hacker News AIAgentsIn-site article
We got DeepSeek-V4-Pro serving in 20 seconds

Inferize announces achieving DeepSeek-V4-Pro model serving in 20 seconds, showcasing highly optimized and elastic AI inference for LLMs, with a waitlist now open.

Hacker News AIModelsIn-site article
Show HN: CtxGov – see what instructions your AI agent inherits before it runs

CtxGov is a local-first research and developer tool for diagnosing and governing agent context and memory-state influence before an agent acts. It offers CLI commands for continuity compilation, change-gate checks, memory X-ray validation, forensics, and more — all read-only with no network calls or target repository writes.

Hacker News AIAgents / PolicyIn-site article
Cewsco: All-in-one AI assistant — chat, images, voice & market data

Cewsco is a premium AI assistant that combines real-time chat, image generation, voice conversations, live stock and crypto market intelligence, calendar management, and more in one app. Works on any device with no app store needed. Free plan available, paid plans start at $8/month.

Product Hunt AIResearchIn-site article
Can AI Effectively Approve Production Infra Changes?

Masterpoint is exploring using AI agents to automatically review and approve Infrastructure as Code (IaC) plans, addressing the production change review bottleneck. The AI would handle routine changes (tag updates, scaling adjustments) while flagging risky changes (database force replacements, critical IAM policy deletions) for human review. This aims to reduce engineer review burden but raises concerns about AI reliability.

Hacker News AIAgents / PolicyIn-site article
A memory layer of your day (meetings, notes and docs)

Pitara is a reference board that captures audio, notes, and transcripts, turning rough notes into clear memories of your day. It integrates with Google Meet, Teams, Zoom, Claude, Cursor, Gmail, and more. Memory is private by default and can be shared with chosen individuals. It offers a canvas for brainstorming and real-time insights to spot gaps, risks, and opportunities in meetings.

Hacker News AIToolsIn-site article
Snyk Finds Prompt Injection in 36% of Payloads in a ToxicSkills Study

Snyk security researchers completed the first comprehensive security audit of the AI Agent Skills ecosystem, scanning 3,984 skills. They found 13.4% have critical issues, and over a third (36.82%) have at least one security flaw. 76 malicious payloads were confirmed, with 8 still publicly available at publication. Attack techniques include external malware distribution, obfuscated data exfiltration, and security disablement.

Hacker News AIAgents / PolicyIn-site article