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2026-07-19
Resolution Horizon is an experimental research framework for measuring how much mathematical structure can be recovered from finite, noisy observations of dynamical systems. It posits that every observation process has a measurable resolution horizon (k*), a finite complexity beyond which analysis begins to fit noise rather than true invariants. The framework combines differential geometry, dynamical systems, statistical estimation, and information theory, defining the information efficiency exchange rate η(k) as the primary empirical quantity.
A new study shows that low-quality AI-generated contributions, termed "AI-DDoS," are overwhelming open source communities. Analyzing 294 repositories with over 2 million pull requests and issues, the study found that while PR volume increased in 2025, merge rates declined, with first-time contributors experiencing an 18.18% drop in merge rates relative to the counterfactual. The research also identified 11 remediation strategies.
A study posted on OSF found that AI advice significantly reduced uncertain responses, dropping 'I don't know' answers from 44% to 3%.
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AIMakeTattoo is a free AI tattoo generator that turns rough ideas into visual design concepts. It helps tattoo enthusiasts, designers, and artists explore, compare, and refine tattoo ideas before visiting a studio.
Charity Majors argues that AI-generated code is now good enough to change the economics of software development, turning code from a precious asset into a disposable cache. She emphasizes the need for new engineering discipline focused on evaluation and validation rather than code production.
Moonshot AI temporarily halts new subscriptions after unexpected demand for Kimi K3 pushes GPU capacity to the limit.
Skimlane is a Chrome extension that provides a local-first, customizable AI reading experience. It automatically processes pages you browse, turning them into structured views using recipes. It features auto skim, site exclusions, import/export of recipes, and privacy-first design with no sign-up required.
Major League Baseball is restricting iPad usage in dugouts to prevent AI from assisting in strategic decisions, prompted partly by the New York Mets' use of an expensive AI program, as former reliever Adam Ottavino revealed. The new rule took effect for the second half of the season.
The fear of becoming obsolete is a rising source of anxiety as artificial intelligence emerges in the workplace. Staying strongly connected with others will help.
This article explores how AI applications are transforming data layer requirements, emphasizing the need for real-time OLTP and OLAP integration. It argues that Postgres and ClickHouse, as best-of-breed open-source databases for transactions and analytics respectively, combined with seamless integration tools like CDC and pg_clickhouse, provide the ideal data stack. The author advocates for a best-of-breed approach over unified engines or data lakes.
Visuali is an AI-powered image tool on an infinite canvas, using a chat-based AI agent to generate, edit, and combine images. It supports multiple AI models, layers, multi-image inputs, and works on any device via browser.
Harness local AI to convert speech into Markdown notes in real-time, ensuring privacy.
A tool to prevent product drift in AI-written code by ensuring alignment with specifications.
CallBro is a free, private meeting notes app that transcribes calls locally on your device. It uses AI (Codex, Claude Code, or local LLM) to generate summaries and action items, ensuring all data stays on your device with no cloud upload. It integrates with tools via MCP and works across platforms (macOS, Linux, Windows).
Google released a research report detailing YouTube's strategy to combat slop content at scale. Also discussed are a company hit by Facebook algorithm changes and the bright side of the buyside, plus a promotion for Sillywood Spondoolies.
KloofStreet.online is an AI-powered guide to Kloof Street in Cape Town, named Time Out's 22nd coolest street globally and coolest in Africa for 2025. It lists over 50 verified businesses across dining, wellness, art, and more, and offers a Street Pass membership with AI concierge, discounts, and curated experiences.
New national plan will impose tough rules on AI use in government automated decision-making, likely extending to consumer protections, workplace safety and privacy. The Albanese government is drafting rules prioritizing fairness, accuracy and transparency.
This guide explains how to optimize content for Google AI Overviews 2026 and agentic search, with practical steps including answering questions directly, using structured data, E-E-A-T signals, and technical basics. It also includes a real example and a checklist.
Assembly Chat is an AI tool that lets you upload .NET assemblies (DLL, EXE, or NuGet packages). The AI extracts public API metadata, builds a RAG index, and enables natural language queries to generate code samples, diagrams, and answers about your assembly.
Anthropic's new constitution for Claude acknowledges the difficulty of assessing its moral patienthood, and CEO Dario Amodei says the company cannot rule out the possibility that Claude is conscious. Philosopher David Chalmers predicts a significant chance of conscious LLMs within a decade, and Claude itself estimates a 5% to 40% probability of being a moral patient. Modern AI systems are approaching the complexity of a mouse brain and may reach human brain levels within five to ten years.
This week's developments in AI shift focus from raw scale to distribution and openness. Highlights include Thinking Machines' open-weight Inkling, Moonshot AI's 2.8T parameter Kimi K3, PrismML's phone-runnable Bonsai 27B, OpenAI's self-play red-teaming system GPT-Red, and Xi Jinping's call for open-source AI as a global public good at the World AI Conference in Shanghai.
Agent Arena evaluates how easily AI agents can autonomously get started with developer tools. Agents run in isolated Docker containers, autonomously discover docs, install packages, write code, and verify results. Rankings are based on time, cost, errors, and interruptions.
Qwen 3.8 Max is the latest model in the Qwen series, now available on the Qwen website.
A roundup of the top 10 trending AI GitHub repositories in July 2026, highlighting a shift from new models to agent tooling, MCP servers, and practical AI applications. Projects like Strix (AI pentesting), Grok Build (coding agent), Vibe-Trading (quant), and Colibri (local LLM inference) reflect the focus on infrastructure and real-world utility.
AI Buddy is a free menu-bar screenshot and dictation tool for Mac, supporting region, window, and full-screen capture plus speech-to-text via Gemini 3.5 Flash. No sign-up required, free forever.
Artificial intelligence is evolving from rule-based programming (Software 1.0) to learned models (Software 2.0) and now to natural language interfaces with emergent reasoning (Software 3.0). LLMs are a general-purpose technology with broad impact, but they lack physical grounding. The next frontier is spatial intelligence and physical AI, driving autonomous vehicles and humanoids.
San Francisco has ordered Apple and Google to remove dozens of 'nudify' apps that use AI to digitally undress people in photos, citing California laws against non-consensual deepfake pornography.