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Andrej Karpathy (ex-OpenAI, ex-Tesla) has shared a prompt technique that turns Claude Opus 5.5 into a 'harness' designed to reliably finish long tasks, with a 7-layer setup guide covering progress saving, verification, and workflow reuse.
Matt Pocock shares a daily prompt idea: retroactively analyze GitHub PR review comments from a team and generate suggestions for updating CODING_STANDARDS.md, turning past code review feedback into forward-looking coding guidelines.
A single prompt can now produce a dynamic 4-minute-30-second design MV that syncs with the music beat, which previously might have cost around $5,000 to produce, dramatically lowering the cost and barriers to video production.
LlamaIndex 发布 Extract v2.5，一个面向结构化文档提取的智能体架构，在不涨价的前提下将 ExtractBench 上各层级精度与 grounding 分数大幅提升，并显著优于前沿模型的价格/性能比。
A recommended skill called live-panel generates terminal-style system/architecture animated diagrams from a single JSON configuration, supporting standalone HTML and MP4 export.
The author shares a ready-to-paste local AI model installer script, built with the Muse model in mind but designed to work with most models, and tested using Hermes for the PC agent portion of the install process.
swyx advises always running a skill review or cleanup step after creating skills with AI models, emphasizing the need to vet and prune model-generated skill definitions before use.
Codeset teases an upcoming 'Mystery Function' product via an early-access landing page, offering 2,000 free credits with no card required.
The Philadelphia Inquirer built Scrape, an in-house AI tool developed with the Lenfest Institute, to surface hyperlocal news leads from fragmented local sources such as municipal meetings and school calendars, cutting down on the ~12 hours per week an editor spent finding newsletter items through iterative prompt refinement and embedded editorial context.
Thanor AI launches to make AI-generated websites look more polished and professional by providing structured design briefs for tools like Claude, ChatGPT, Cursor, Lovable, and Bolt, along with a new MCP server for pulling prompts into editors.
@letsfuseup 宣布将于 2026 年 10 月 20 日公开上线，打造一个面向全球科学与工程领域的协作社区，围绕真实问题组建团队，由 AI 辅助研究、设计与测试，并引入赞助商提供资金、算力与数据支持。
作者认为在 AI 代理编码时代，开发者应自己撰写 commit 描述，把它当作反思与理解代码的思维工具，以避免 AI 编造错误的“为什么”并确认自己真正理解所交付的更改。
Ubuntu 26.04.1 LTS 'Resolute Raccoon' is now available, featuring GNOME 50, full Wayland adoption, and native distribution of NVIDIA CUDA alongside AMD ROCm in its repositories for AI and HPC workloads.
A tweet highlights insights from Claude Code team member Thariq (@trq212) on how to use Claude Code's effort levels wisely—using low for quick edits, medium for building, and high or max only when deep verification is needed, since max effort on everything just wastes credits and slows you down.
The author discusses the introduction of a cache-aware model router by OpenRouter, which optimizes model selection for quality, speed, and cost, while criticizing benchmarks that evaluate AI tools in isolation rather than real-world scenarios.
The author demonstrates forcing AMD MI50 GPUs to work with ROCm 6.4.3 and building a Vulkan-based neural network training stack, challenging the consensus on legacy hardware support.
DSPy 3.4 release candidate is announced, moving off litellm to improve import speed and reduce dependencies.
The blog post explores the rationale and benefits of designing specialized tools for LLMs instead of allowing them to use general-purpose human tools, emphasizing how LLMs' unique requirements and capability restrictions could enhance their power.
A tweet endorsing ProgramAsWeights as a working replacement for regex, demonstrating an email validation function compiled from natural language.
Simon Willison introduces smevals, a small eval suite from Prime Radiant for evaluating models, prompts, and harnesses, with commands to run evals, grade results, and serve static HTML reports.