A practical prompt pattern collection for creators, marketers, and small content teams working with image-to-video and text-to-video AI workflows. It includes a prompt card format, example prompts for product ads and UGC-style hooks, a same-prompt model testing method, an evaluation scorecard, and failure notes.

Shall We is an open-source skill that helps developers resist the urge to build every feature just because it's technically possible. It asks structured questions before any code is written, delivering a verdict of YES/NO/LATER.

QMP (Queen Magic Prompt) is a minimalist universal language designed to eliminate AI hallucinations and automate multi-agent workflows through a dynamic anchor matrix. The project critiques 'cognitive feudalism' and advocates cognitive awakening, offering an open-source parser while keeping the core generative engine proprietary.

A week of really unexpected turns in the AI market: SpaceX acquires Cursor for $60B, key researchers leave Google, and Midjourney reveals a full-body medical scanner.

Nvidia has adopted OpenBao, an open-source fork of HashiCorp's Vault, for secret management in Kubernetes. The project is gaining traction, especially in Europe, due to digital sovereignty concerns. OpenBao offers open governance and security features, with upcoming releases adding workflows and AI agent support.

Didon is an AI-powered automatic time tracker for macOS that runs quietly in the background, turning your daily activity into a clear, structured work journal without manual timers. It uses on-device AI to analyze screen activity, automatically log time by project, and generate daily and weekly reports while keeping your data private.

KitaabAI is an AI-powered platform for writing books and theses, featuring native Urdu support to assist users in their writing tasks efficiently.

The article explores two visions of democratic AI: pluralist democracy that accommodates diverse values, and homogenizing democracy that imposes majority values. The author warns that some seemingly progressive calls for 'democratic AI' may actually be authoritarian, stifling legitimate debate. AI poses real threats to pluralist democracy, but the debate must include all voices, not exclude opponents.

The bottleneck for physical AI is not intelligence but the right physical form and senses to collect real-world data. Tesla succeeded with cars because the car was already the right shape. Humanoid robots lack tactile sensing and task-specific data. Current successful physical AI applications are not humanoid but simple arms with advanced vision, e.g., in agriculture.

This is a 22-chapter skeleton course on designing, building, and operating production AI agents. Designed to be used with an AI coding agent, it emphasizes architectural patterns over specific frameworks. The course includes a built-in skill for reviewing agent systems and references four open-source projects.

The author built a real-time OTC interest-rate swap matching platform with Claude as a copilot. After a month in production, sessions started running abnormally long. The root cause was that a slow client blocked the async broadcast loop, starving the timer. The fix involved using an absolute deadline timer and concurrent broadcasts with timeouts. The key lesson: async does not automatically mean concurrent, and understanding system behavior remains a human task.

A proposed structural framework, the Network Intent Layer (NIL), uses a deterministic propose-approve-commit-rollback lifecycle to let AI agents only propose intents while backends declare operations, reducing unauthorized writes to 0% model-independently.

Agent Trace is an open specification for recording AI contributions alongside human authorship in version-controlled codebases. It provides a vendor-neutral format with file- and line-level granularity, supports multiple VCS, and allows extensibility via metadata. Currently an RFC with version 0.1.0.

AgentX is a tool for evaluating AI agents, identifying issues, and fixing them with one click.

LBE is an open-source execution control layer that acts as a policy gate between AI agent proposals and system actions. It validates each action locally before execution, supporting file writes, shell commands, and more. It includes a WASM runtime, policy engine, and immutable audit log, and is used in production within Letterblack for After Effects.

OpenMontage is an open-source, agentic video production system that turns AI coding assistants into full video studios. Users describe their vision in plain language, and the system handles research, scripting, asset generation, editing, and final composition. It can create both image-based and real-footage videos, using free stock footage and open archives, with costs as low as $0.15.

This tutorial demonstrates how to build a complete web crawling workflow using Crawlee for Python, from setup to AI-ready output. It covers local demo website generation, crawling with BeautifulSoupCrawler, ParselCrawler, and PlaywrightCrawler, extraction of titles, metadata, product fields, and JavaScript-rendered cards, full-page screenshots, data normalization, link graph construction, and export to JSON, CSV, and RAG-ready JSONL chunks.

Quikdown is a compact, safe Markdown parser and editor with bidirectional conversion, rich fence rendering, undo/redo, headless API, and MCP tools. Suitable for docs, dashboards, CMS fields, internal tools, offline apps, and human/LLM collaborative editing. Core parser is ~15–17 KB with zero runtime dependencies and safe defaults. The editor can render code, Mermaid diagrams, MathJax equations, SVG, tables, maps, 3D models, and more.

The author recounts unsubscribing from a newsletter after 20 years when the writer switched to AI-generated content without notice. Emphasizing the value of human voice and real experience, the piece contrasts the mechanical hum of AI with the thoughtful, wandering nature of human writing, and shares a touching story about a son taking over his deceased father's newsletter.

A comprehensive bilingual digital edition of Sant Tukaram's Gatha, featuring 4,582 abhangs with translations, theme mappings, and insights into the corpus's structure, anti-caste themes, and devotional practices.

An investigation reveals that brands are secretly using AI-generated influencers on social media to promote products, posing as genuine customer experiences without transparency, sparking calls for clearer labeling.

The author discusses the difficulty of distinguishing human-written from AI-generated text, arguing that while LLMs may be statistically indistinguishable, their quasi-deterministic nature produces repetitive outputs, such as the flood of AI-generated children's books on Amazon. The author suggests trusting gut instincts in informal settings.

An AI-generated video based on alexpotato's Hacker News comment about his stockbroker father, with a humorous touch asking if the dad was bald.

A public service announcement advising against admitting the use of AI in writing.

This article presents the Preclinical Information Center (PRINCE), a platform developed by Bayer AG with Thoughtworks. It uses Agentic RAG and Text-to-SQL to integrate decades of safety study reports, evolving from keyword search to an intelligent research assistant capable of answering complex questions and drafting regulatory documents. The article discusses key engineering decisions through context engineering and harness engineering, emphasizing trust, transparency, and human-in-the-loop integration.

Nivroo is an AI-powered platform that automates the creation of dropshipping stores and provides a trading terminal in under a minute, free to start with no coding required.

Second Brain is a 100% free, invisible desktop assistant that runs in the background during job interviews, using real-time transcription and context-aware suggestions based on your resume and job description. Powered by Groq's fast Llama-3 and Whisper-large-v3, it provides millisecond responses. Multi-language support and privacy-first design with local storage.

Agent-historian is an open-source tool that lets AI coding agents search their own past session history from the command line, enabling recovery of earlier research, commands, errors, and decisions to avoid redundant work. It supports multiple agents like OpenCode and Claude Code, is read-only, uses progressive disclosure, and has zero runtime dependencies. It complements memory layers and RAG by providing exact original text retrieval.

Analysis of frontier model release data shows Anthropic and OpenAI are accelerating their release cadence, while Google, Meta, and DeepSeek are not. The article explores the recursive self-improvement hypothesis and proposes a falsifiable test.

Ratchet is a hardware debugging and flash programming toolkit written in Rust, targeting CH341A and CH347 USB programmers. Its core focuses on SPI flash programming and BIOS analysis, supporting protocols like I2C, UART, JTAG, SWD, and CAN. It features a built-in MCP (Model Context Protocol) server, enabling AI agents to directly control hardware operations such as reading, writing, verifying, and repairing BIOS chips. Currently in pre-release, it requires building from source.