Codeonix is a free, open-source desktop automation tool that turns any Python script into powerful automated tasks. It supports 15 triggers (schedule, webhook, file/folder changes, device events, etc.), a built-in Monaco editor, AI code generation, and a script security scanner. No server required; Python is bundled.

This article explores the geometric structure of internal representations in neural networks, termed 'neural geometry.' The authors argue that concepts are encoded as curved manifolds rather than linear directions, and understanding this geometry is crucial for precise interpretability and control. Examples from mountain car simulation, month cycles, and slant rhymes illustrate the concept, while limitations of sparse autoencoders are discussed. The article concludes that neural geometry is a key frontier for safer and better AI.

Senthex launches an AI firewall that integrates with one line of code, intercepts threats in LLM calls (prompt injection, PII leaks, etc.) with 12ms latency, and is built for EU AI Act compliance with audit trails and data classification.

The Rails security team has worked with the Internet Bug Bounty (IBB) for years, but AI-generated low-quality reports have become overwhelming, leading IBB to stop accepting new submissions. The post reflects on the impact on open-source security.

The Iran peace deal probability tracker shows a 52% chance of a ceasefire or peace deal within 30 days as of May 7, 2026, up from 42% the previous day. Iran is reviewing a US proposal with a response expected Thursday, and both sides are moving toward a one-page memo. Trump balances threats of escalation with claims of progress, while markets react positively with falling oil prices.

The PCI-SIG has released draft 0.5 of the PCIe 8.0 specification, targeting 256 GT/s raw bit rate and 1 TB/s bidirectional bandwidth across 16 lanes. The final spec is expected in 2028, but hardware may follow later. PCIe 8.0 uses PAM4 signaling and Flit-based encoding, focusing on AI, datacenter, and other high-bandwidth applications rather than consumer use.

A collection of UX and AI product design skills for Claude Code. Install them and Claude will automatically apply the right framework when you ask design-related questions. Includes skills for UX research, UI analysis, AI product design, and more.

Zero Latency (0.lat), formerly Hyphastructure, announces the closed beta of Zerogrid, a distributed AI inference grid that routes workloads to edge capacity meeting latency, data gravity, and bursting constraints. The beta is open to select Fortune 1000 enterprises, tier 1 telecoms, fiber operators, and enterprise DevOps platforms. Zerogrid's architecture is modeled on distributed virtual power plants, aggregating edge clusters into a unified compute pool dispatched day-ahead and in real-time. Founder Michael Huerta emphasizes applying decentralized energy infrastructure logic to AI inference, addressing constraints that cloud and on-prem solutions cannot.

Telora AI offers AI-powered voice agents that answer calls, book appointments, and sync with your CRM 24/7 with sub-400ms latency, ensuring no missed callers and seamless customer interactions.

Boris Cherny, the head of Anthropic's Claude Code, says he is looking for a new term to replace 'vibe coding,' a phrase coined by OpenAI co-founder Andrej Karpathy that he considers too glib for the serious impact of AI coding tools. Cherny has asked Claude for alternatives and invited readers to submit suggestions via reporters or Twitter.

Marc Lore's Wonder Create platform uses AI to let anyone design and launch a virtual restaurant brand in under a minute, leveraging Wonder's network of tech-enabled kitchens with robotics and automation to overcome ghost kitchen challenges.

WorkOS uses AI-powered code generation to build and maintain SDKs across multiple languages from a single OpenAPI spec, ensuring consistency and reducing engineering duplication.

Learn how to secure reserved GPU capacity for short-term ML workloads using Amazon EC2 Capacity Blocks for ML and Amazon SageMaker training plans, addressing GPU availability challenges for load testing, model validation, time-bound workshops, or preparing inference capacity ahead of a release.

This article proposes a formula P = 1 - (S × L × M × C × A × κ) to estimate the probability of unauthorized AI use by students, analyzing factors such as class size, teaching load, modality, one-to-one contact, assessment design, and institutional culture. The author argues that under most current conditions, unauthorized AI use is nearly inevitable.

RunningHub launches RHTV, a new AI platform with a native agent enabling one-stop content creation. Users simply describe their needs in natural language, and the agent automatically plans workflows, writes scripts, and designs storyboards. The entire process is visible and adjustable. Backed by China's largest ComfyUI ecosystem, RHTV integrates numerous professional skills and models, significantly lowering the barrier to professional creation.

Fraude Design is a satirical website that parodies AI-powered site builders and startup culture, offering founders a way to make terrible design decisions and generate technical debt while gaslighting themselves into thinking it's good. Created by Scott Riley.

Informity AI is a free, open-source Mac application that lets you chat with your documents locally. It indexes your files and provides source-cited answers using local AI models, with no cloud uploads or accounts required.

Giga introduces real-time hallucination correction for voice agents, reducing hallucination rates from 4-5% to below 1% with zero added latency. The system leverages the speed gap between LLM generation and voice playback to detect and correct errors before or after audio delivery, using a reasoning model as detector.

An inside look at Chinese AI labs reveals a culture of humility, practical fast-following, and a focus on building rather than philosophical debates. Chinese researchers, many students, excel at meticulous LLM development with less ego, while the ecosystem lacks a developed data industry but shows early domestic AI demand.

Statewright is a visual workflow builder with protocol-level enforcement for AI coding agents. It provides structural guarantees without prompt engineering, preventing jailbreaks and ensuring agents follow the designed process exactly.

Is life sciences research still a biology challenge? With the recent advancements in AI, the real bottleneck is data. Vast amounts of biological data exist across literature, experiments, and proprietary datasets, but turning that into actionable hypotheses remains slow, manual, and error-prone.

GitHub introduces dependency scanning and secret scanning for its MCP server, embedding security checks directly into AI coding agents' workflow to catch vulnerabilities and exposed credentials during coding, not after.

Gosd is a pure Go library for Stable Diffusion inference, providing bindings to stable-diffusion.cpp. It supports image and video generation, editing, upscaling, ControlNet preprocessing, and hardware acceleration via CUDA, Metal, Vulkan, and ROCm with minimal performance overhead.

Current AI companion products lack a 'resident' entity that co-evolves with users and lives under user control. This stateless architecture causes user distress upon model updates, as the illusion of a consistent personality collapses. True companionship requires co-evolution and user-controlled residency.

The provisional agreement is awaiting formal endorsement from the European Parliament.

DeepL, the German AI-powered translation service, is laying off roughly 250 employees as it restructures to become an "AI-native" company. CEO Jarek Kutylowski called it the hardest decision of his career. The company is also acquiring Mixhalo's team to boost real-time voice translation and opening a new office in San Francisco.

This article explores why AI progress hasn't significantly slowed despite longer and harder reinforcement learning tasks. The author proposes three reasons: efficiency gains from fixing bugs in training code, human difficulty in evaluating intelligence beyond human level, and the importance of traits other than intelligence (e.g., persistence) for capability.

CtxVault is an open-source project that provides a local source of truth for carrying AI work across sessions and tools. It uses deterministic context extraction, privacy checks, and receipt tracking to ensure AI tools see only approved content.

Dreamer is a self-hostable MCP server that collects memories from coding agents during their work and periodically regenerates team-wide context bundles to keep skills up to date. It supports any MCP-compatible CLI and is highly extensible via pluggable Python protocols.

The independent generative AI vendor expanded usage limits and reduced subscriber usage restrictions for big customers, while agreeing to a major compute capacity deal with SpaceX.