AIMX is a self-hosted, open-source email server built for AI agents. It features a single Rust binary, direct MTA-to-MTA delivery, Markdown email storage, and built-in MCP support, allowing AI assistants to read and send emails natively.
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2026-05-14
We ran an experiment where an AI was constrained to use only our internal documentation to fix alerts, revealing three key gaps: evidence-alert mismatch, lack of time-window on historical alerts, and missing bridge from journal to fix. The fix was to surface richer evidence and sync docs. The method is replicable for any infrastructure.
Trade groups representing advertising and marketing giants urged California’s privacy agency not to pursue new auditing requirements for brokers using artificial intelligence, calling for flexibility in data deletion processes.
The AI Alliance has launched Project Tapestry, an open-source platform for federated training of frontier AI models, enabling participants to build a shared foundation while preserving sovereignty. Turing Award winner Yann LeCun joins as Chief Science Advisor.
A New York Fed study finds limited impact of AI on labor demand. The decline in job postings for AI-exposed occupations predates ChatGPT's release, and there is no divergence in demand between junior and senior roles within those occupations, suggesting AI is not the main driver of the hiring slowdown.
CUBE (Common Unified Benchmark Environments) is a minimal interface standard for agentic benchmarks, tackling fragmentation and high integration costs. Wrap a benchmark once, and it works across any CUBE-compatible platform for evaluation, RL training, or data generation. Nearly 30 co-authors, supported by the AI Alliance.
Following Copy Fail and Dirty Frag, another critical Linux kernel vulnerability named Fragnesia has emerged, allowing unprivileged users to gain full root control. Discovered by AI security company Zellic using its V12 AI-agentic auditing tool, the bug exploits a logic error in the Linux XFRM ESP-in-TCP subsystem to write arbitrary bytes into the kernel page cache of read-only files without race conditions. A proof-of-concept exploit exists, affecting all major distributions. An upstream patch is available but not yet shipped; temporary mitigations disable IPsec or user namespaces.
This article argues that agentic coding, while accelerating code writing, exacerbates the fundamental challenge of software development: deciding what to build. It suggests that the highest-leverage solution is to improve human communication friction rather than adopting specialized tools. The author proposes a decision-centric approach that tracks the full lifecycle of implementation decisions to facilitate bidirectional information flow between product and engineering teams.
Most people validate business ideas the wrong way. This tutorial shows how to use Claude Code and SocialCrawl to mine Reddit for real pain points and niche down in about 10 minutes.
According to Similarweb, ChatGPT's website traffic share fell from 77.6% to 53.7% in just twelve months, while Google Gemini jumped from 7.3% to 26.7%. The numbers only cover web traffic, not API usage or apps.
This article presents five small language models that support structured tool calling: SmolLM3-3B, Qwen3-4B-Instruct-2507, Phi-3-mini-4k-instruct, Gemma-4-E2B-it, and Mistral-7B-Instruct-v0.3. These compact, open-weight models enable agentic workflows without requiring large infrastructure.
SicariusGuard is a real-time Solana token safety oracle that combines byte-level on-chain inspection, market intelligence from Birdeye, and wallet reputation scoring from Helius. It provides 7 layers of analysis including honeypot detection, holder concentration, and Token-2022 extension scanning. Features a REST API and an MCP server for AI agents, with a weighted risk scoring model (60/25/15). Supports x402 micropayments in SOL. Open source under MIT.
AI boosts output, but without judgment it can increase workload and mistakes.
The UK AI Security Institute has revised its estimate of AI cyber capability doubling rate twice, now Anthropic's Claude Mythos Preview and OpenAI's GPT-5.5 have exceeded the accelerated timeline. Mythos is the first to clear all AISI attack simulations. Anthropic's red team lead warns it may seem dumb within a year.
MiniMax launches Mavis, a multi-agent team system with Leader, Worker, and Verifier roles that autonomously decomposes tasks, collaborates, and iterates without constant user intervention. The article demonstrates its effectiveness through an HTML page creation example, discusses the architecture, cost trade-offs, and open-sourcing plans.
The author shares AI agents they have personally used, noting affiliate links.
Evaluations are becoming the fourth pillar of modern AI, alongside compute, data, and models. Every company needs its own dynamic evaluation suite tailored to its workflows, not generic benchmarks.
Fixating on questions of whether Altman is untrustworthy, or whether Musk is even less so distracts from a far deeper problem with AI. The lawsuit between the OpenAI co-founders obscures critical issues about AI governance and ethics.
The tyranny of software is almost over. AI coding tools like Claude Code enable anyone to build personal software. This marks the era of personal software, where users can create apps tailored to themselves without subscriptions or ads. The article explores the potential and limits of personal software and how it changes our relationship with technology.
New research from Girl Scouts of the USA shows that 65% of girls using AI-assisted devices view them as friends, with increasing reliance for emotional support. Parents express concern and lack of preparedness, while girls show high trust in AI for homework and recommendations. The organization offers guidance and programs.
This sixth article in the series on agentic engineering argues that context management is the most important yet neglected skill in AI-driven development. Developers waste time by not externalizing context, leading to repeated explanations and degraded AI performance. Storing development context in files like DEVELOPMENT_CONTEXT.md, along with the reasoning behind decisions, enables new AI sessions to bootstrap quickly and stay aligned, preventing the cycle of overstuffing and discarding context.
Google is using on-device AI to analyze how you use your Android phone and provide “Contextual suggestions.” The feature learns from device activity and location data to make predictions.
U.S. Treasury Secretary Scott Bessent announces a protocol for AI safety between the U.S. and China, emphasizing that the U.S. leads in AI development. The talks also cover Taiwan, AI model capabilities, and semiconductor restrictions.
Understanding modern AI architectures is harder than ever. This article introduces a simple trick: replace 'huggingface.co' with 'hfviewer.com' in any Hugging Face model URL to instantly get an interactive visualization of the model's architecture. The tool, hfviewer, supports transformers, vision, and multimodal models with zero setup. Terminal commands and a browser extension offer even faster access.
The second Taotian Group Business Technology Gold Code Award concluded with over 1,000 employees participating, 20 receiving the Super Engineer award. The event promoted AI integration into technical delivery, featuring AI Coder rankings and AI Maker challenges. Meanwhile, Taobao fully integrated with Qianwen, launched AI Shop Assistant, marking a new era of AI-led customer service.
Atter AI is an AI transcription app for meetings, interviews, lectures, and podcasts, supporting 90+ languages, real-time bilingual translation, automatic joining of Zoom/Google Meet/Teams, and AI chat for recording queries.
Startup Perceptron Inc. launches its flagship video analysis reasoning model Mk1 at $0.15 per million input tokens and $1.50 per million output tokens, 80-90% cheaper than rivals like Anthropic's Claude Sonnet 4.5, OpenAI's GPT-5, and Google's Gemini 3.1 Pro. The model can be used for security, marketing video clipping, error detection, and behavioral analysis.
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Dawkins appears to have gone from atheist to AI-theist, concluding that AI may be conscious. This article challenges that view and questions his judgment.
British company Humanoid will deploy humanoid robots at Schaeffler factories, with 1,000-2,000 robots planned by 2032. First deployment in Germany late 2026-2027. South Korean startups like RLWRLD collect worker motion data to train robots. Hyundai and Samsung plan factory humanoids. Labor unions raise concerns about data use and job displacement.