AI Digest

Digest curado

lunes, 26 de octubre de 2026·light·short·4,566 tokens

🔥 TOP — lo que SÍ o SÍ tenés que ver

  • Kimi K3.1 Pro — Modelo nuevo con peso abierto prometido para el 4 de noviembre, pricing USD y variante "Highspeed" 2-3x más rápida; buena data para validar alternativas de inference barata en tu SaaS. link
  • Cloudflare security-audit-skill — Skill de coding-agent para auditorías de seguridad multi-fase con verificación independiente; es exactamente el tipo de arquitectura multi-agente aplicada que te interesa. link
  • JetBrains ThinkRail — IDE agéntico de JetBrains construido sobre el agente pi, con workspaces aislados y "living specs"; un competidor directo a mirar si vivís en Claude Code. link

📦 Claude / Anthropic ecosystem

  • Nutlope/hallmark — Skill de diseño anti-"AI slop" para Claude Code, Cursor y Codex; útil si el front de tu SaaS te está quedando genérico. link
  • AgriciDaniel/claude-seo — Skill de SEO para Claude Code con 26 sub-skills y 19 sub-agentes; overkill pero buen caso de estudio de composición de agentes. link
  • makecindy/cindy — Agente AI open-source que corre local, con múltiples harnesses (arranca por Claude) y tus archivos reales; para probar como harness alternativo. link

🛠️ Dev tools & coding

  • pbakaus/impeccable — Lenguaje de diseño para agentes de coding con 62 reglas determinísticas de detección; interesante el enfoque de "linter para diseño generado". link
  • coollabsio/coolify — PaaS self-hostable, alternativa a Vercel/Heroku, con 360+ servicios one-click; candidato serio para deployar el side project sin quemar plata. link

🏗️ Software engineering

  • TauricResearch/TradingAgents — Framework multi-agente para trading (v0.7.0); más allá del dominio financiero, es un buen ejemplo de orquestación de agentes con backtesting y releases versionados. link

📚 Vale la pena leer

  • AI Is Getting Good at Math. Here's Why. — Análisis de patrones en los éxitos de los modelos resolviendo matemática, útil para intuir capacidades emergentes. link

💤 Skippeable pero conviene saber

  • [AINews] Black October — Resumen de la ola de incidentes de ciberseguridad del mes; contexto, no acción. link
  • microduck — Robot pato bípedo con políticas de RL en un RK3566; divertido, cero relevante a tu stack. link

Artículos fetched (18)

  • AgriciDaniel/claude-seo
    github-trending

    Universal SEO skill for Claude Code. 26 sub-skills + 19 sub-agents covering technical SEO, E-E-A-T, schema, GEO/AEO, agent readiness (Lighthouse Agentic Browsing, WebMCP, llms.txt), backlinks, local SEO, e-commerce, international SEO, Google APIs, and PDF/Excel reporting. 9 optional extensions for live SEO data. https://skool.com/ai-marketing-hub-pro Claude SEO Free, open-source SEO audits inside Claude Code. Rank higher in Google and get cited by AI search. Install · Demo · Results · Team · Commands · Pricing · FAQ Claude SEO is a free SEO plugin for Claude Code. Give it any website and it runs a full SEO audit in 10 to 15 minutes, then hands you a clear action plan, sorted by what matters most. It checks everything a good SEO consultant would: Technical SEO. Crawlability, indexing, site…

  • cloudflare/security-audit-skill
    github-trending

    A coding-agent skill for multi-phase security audits with independently verified, machine-readable findings security-audit A coding-agent skill that turns your agent into a security auditor. It orchestrates isolated agents through reconnaissance, coverage-led hunting, candidate validation, structured output, independent record verification, and target-neutral reporting. This is the skill that seeded Cloudflare's vulnerability discovery harness, described in Build your own vulnerability harness. The harness grew into a multi-stage, fleet-wide system; this skill is the single-repo starting point it evolved from. What it does The skill runs a structured audit in six phases: Reconnaissance -- map architecture, trust boundaries, input surfaces, prior evidence, and deterministic coverage in arc…

  • coollabsio/coolify
    github-trending

    An open-source, self-hostable PaaS alternative to Vercel, Heroku & Netlify that lets you easily deploy static sites, databases, full-stack applications and 360+ one-click services on your own servers. https://coolify.io Coolify An open-source platform to deploy applications, databases, and services on your own servers. Open source & free forever, backed by our philosophy. Website · Documentation · Cloud · Discord · Community What is Coolify? Coolify is an open-source and self-hostable alternative to Heroku, Netlify, and Vercel. It helps you manage servers, applications, and databases on your own hardware. You only need an SSH connection. You can use a VPS, a bare-metal server, a Raspberry Pi, or any other server that accepts SSH connections. Coolify gives you the convenience of a cloud pl…

  • debpalash/VoiceStudio
    github-trending

    VoiceStudio is the open-source, fully-local ElevenLabs alternative — voice cloning, voice design, video dubbing, dictation, transcription & audiobook creation in 646 languages. https://voicestudio.sh VoiceStudio Open-source voice cloning, voice design, video dubbing, dictation, transcription & audiobook creation in 646 languages. Website · Download · Get started · Docs · Discord · 简体中文 · 日本語 Your voice. Your workflow. Create Produce Connect Clone a voice or design your own Dub videos with timed speech Local API & MCP for agents Dictate with a floating widget Stories, audiobooks & batch jobs Reusable recipes & watch folders Start with VoiceStudio (default, powered by k2-fsa/OmniVoice), or choose another engine. Features & engine catalog. Local workflows run on your hardware. Remote service…

  • JetBrains/thinkrail
    github-trending

    Vibe code with pi in a lightweight, real IDE that customises itself around the way you work — The Vibe You Need https://thinkrail.ai/ ThinkRail ThinkRail is the agentic IDE that gets better every time you use it — learning your project through living specs today, and building its own capabilities tomorrow. We built a rich interface around the pi coding agent, isolated work into separate workspaces, and gave the agent durable project knowledge through living specs and reusable skills. Next, we're adding full extension support, so ThinkRail can create the tools it needs based on how you actually work. Website: thinkrail.ai · Blog: thinkrail.ai/blog ⭐ If you find ThinkRail useful, give it a star — it helps others discover it. A pi session and the change it made, scoped to an isolated git-wor…

  • makecindy/cindy
    github-trending

    Consider it done. The open-source AI agent that works out of the box · 想到,就能做到。开源、开箱即用的 AI Agent。 https://cindy.app English · 简体中文 🌐 cindy.app · ⬇️ Download Cindy is an open-source AI agent that works out of the box. She brings multiple harnesses, models and tools into one agent that finishes real work in your projects and apps. Ready from day one, yours to shape over time. Cindy runs locally on your own machine, using your real files and logged-in apps. The first supported harnesses are Claude Code and Codex — more are being added, and a native harness is in the works. Models and harnesses mix freely and can switch mid-task while your workspace, memory, skills and tools stay continuous; one task can even be planned, executed in parallel, and reviewed by agents on different harness × mod…

  • Nutlope/hallmark
    github-trending

    Anti-AI-slop design skill for Claude Code, Cursor, and Codex. https://www.usehallmark.com/ Hallmark A design skill for Claude Code, Codex, Cursor and OpenCode that refuses to look AI-generated. usehallmark.com · forty-eight themes · custom on request · redesign and audit by name Made by Together AI. Hallmark holds a hard floor and then gets out of the way. It deals three themes from a catalog of forty-eight materials, builds the page around what the visitor came to do, and lints the result in a real browser against the tells that read as machine-made: the eyebrow above every heading, tracked-capital labels, one coloured word in a headline, a page of empty frames or nothing but photographs, a hero that misses its screen, an email sign-up at the end of every page, a form that says thanks wi…

  • pbakaus/impeccable
    github-trending

    The design language that makes your AI harness better at design. https://impeccable.style Impeccable Design guidance for AI coding agents. 1 skill, 24 commands, live browser iteration, and 62 deterministic detector rules for AI-generated frontend design. Quick start: From your project root, run npx impeccable install, then run /impeccable init inside your AI coding tool. Full docs: impeccable.style. Why Impeccable? Anthropic's frontend-design was the first widely-used design skill for Claude. Impeccable started from there. Every model trained on the same SaaS templates. Skip the guidance and you get the same handful of tells on every project: Inter for everything, purple-to-blue gradients, cards nested in cards, gray text on colored backgrounds, the rounded-square icon tile above every he…

  • pollen-robotics/microduck
    github-trending

    A Tiny biped duck robot 🦆 https://pollen-robotics.com/microduck Microduck A tiny biped robot that moves using reinforcement learning policies. Get yours here · Cheat sheet · Training the policies · How it works · Contributing This repo is the duck's brain. About 25 cm and 800 g of robot, run by a handful of daemons on a Rockchip RK3566: a 50 Hz control loop driving fifteen servos from neural policies, the radios and the camera, and the update machinery that gets new software onto a robot without bricking it. Everything you need to run a Microduck is here. If you want one, get yours here. The policies it runs are trained next door, in microduck_rl — MuJoCo and PPO, the sim2real recipe, and the export to ONNX that this repo loads. It does things It walks. Pick up a gamepad and drive. It ro…

  • Renhuai123/ziwei-doushu
    github-trending

    紫微斗数开源排盘引擎 — 基于倪海厦《天纪》体系,含完整排盘算法、四化系统、格局知识库、古籍原文数据 https://metisziwei.com/?from=gh-about 紫微斗数 · 开源排盘引擎 算法是公开的传统智慧,不应该被锁在围墙里 中文 · English 一、项目理念:紫微斗数是中国传统命理学的瑰宝,倪海厦老师在《天纪》中系统梳理了正宗的紫微斗数体系。我们希望通过技术手段让更多人接触和学习这门学问。 开源排盘算法和知识库,是因为我们相信:算法是公开的传统智慧,不应该被锁在围墙里。真正的价值在于解读的深度、用户体验的打磨、以及持续运营的积累。 二、项目信息:基于倪海厦《天纪》教学体系的紫微斗数排盘系统,包含完整排盘算法、四化系统、格局知识库、古籍原文数据,以及一套完整开源的紫微斗数解读数据:v4.0 解读数据集——67.5 万张命盘 × 13 维 = 877 万段解读,正文约 204 亿字,解压后 56.6 GB(2026-10-15 发布)。 数据集 命盘 解读段数 解压后 覆盖年份 每张盘解读字数 v4.0 解读数据集(2026-10-15) 674,976 8,774,688 56.6 GB 1950–2026(只含真实日期) 约 3.0 万字 v3.0 样本数据集 518,400 6,739,200 33.1 GB 1924–1983 约 2.1 万字 变化 +30% +30% +71% +17 年 +44% v3.0 每张盘解读字数按 2,160 张盘抽样估算,其余数字为全量统计;两版每张盘都是 13 维。 在线体验:metisziwei.com,排盘、AI 解读、命盘历史全部开放。 注:关于六亲判断 紫微斗数在六亲(父母、兄弟、子女等)判断上存在一定局限。倪师在《天纪》中指出:“斗数批六亲本来就比较差一点。”(2上 · 00:25:27)在传统…

  • TauricResearch/TradingAgents
    github-trending

    TradingAgents: Multi-Agents LLM Financial Trading Framework https://arxiv.org/pdf/2412.20138 Deutsch | Español | français | 日本語 | 한국어 | Português | Русский | 中文 TradingAgents: Multi-Agents LLM Financial Trading Framework News [2026-10] TradingAgents v0.7.0 released with runs on your own ChatGPT Plus or Pro plan, backtests scored from the first close after each decision, a note at start-up when a newer release is out, and a wheel attached to each GitHub release. [2026-10] TradingAgents v0.6.0 released with reports saved as one HTML page, a provider per model tier so the managers and analysts can run on different models, past decisions settled for every ticker while the analysts work, and company news read from Yahoo search while Yahoo's news feed is down. [2026-09] TradingAgents v0.5.2 rel…

  • AI Is Getting Good at Math. Here’s Why.
    latentspace· 23-oct

    AI models are solving more mathematical problems. A pattern is emerging in their successes that could help us predict which problems they’ll solve next.

  • [AINews] Black October
    latentspace· 23-oct

    the Cyber onslaught continues.

  • [AINews] Kimi 3.1 Pro 104BA-2.8T: Fable-5.1-Class Open Weights narrows Closed-AI lead to 1 month... and Pro Highspeed API with 2-3× speed
    latentspace· 24-oct

    We have Fable at home... or so we are being told by paid shills

  • Introducing Kimi K3.1 Pro
    simonw· 23-oct

    <p><strong><a href="https://www.kimi.ai/blog/kimi-k3-1-pro">Introducing Kimi K3.1 Pro</a></strong></p> Kimi K3.1 Pro landed on the Kimi API today - it's not yet open weights, but Moonshot promise "Full model weights will be released by Nov 4, 2026".</p> <p>They're also offering a "Highspeed" version that's 2-3x faster, at twice the price (except for input token cache hits, which are priced the same).</p> <p>The <a href="https://platform.kimi.ai/docs/pricing/chat">US dollar pricing</a> is $2.00/million tokens for input and $10/million for output - the same as GPT-6.1 Sol and half the price of Claude Opus 5.5.</p> <p>Moonshot's own benchmarks show Kimi as approximately level with Opus 5.5 and GPT-6 Astra - beating them on a few benchmarks, coming close on others.</p> <p>Artificial Analysis …

  • Quick Study
    simonw· 23-oct

    <p><strong>Tool:</strong> <a href="https://tools.simonwillison.net/quick-study-painter">Quick Study</a></p> <p>Prompt <a href="https://claude.ai/share/71adda96-193f-4f2a-97c0-454e08066afb">to Claude Opus 5.5 High</a>:</p> <blockquote> <p><code>Build an artifact where you open a photo and it rapidly (in a few seconds) paints a version of that photo using a canvas element and simulated paintbrush</code></p> </blockquote> <p>See also <a href="https://simonwillison.net/2026/Aug/25/pelican-watercolor/">my previous experiment</a> getting Claude Fable to simulate a watercolor illustration with P5.js.</p> <p><img alt="A simulated oil painting of a photograph of a heron" src="https://static.simonwillison.net/static/2026/heron-oil.webp" /></p> <p>Quick Study uses <a href="https://en.wikipedia.org/w…

  • battledrones v14: Compass Rose, a four player map
    simonw· 24-oct

    <p><strong>Release:</strong> <a href="https://github.com/simonw/battledrones/releases/tag/v14">battledrones v14: Compass Rose, a four player map</a></p> <p>I added four player online mode to <a href="https://simonwillison.net/2026/Oct/20/battledrones/">Battledrones</a> - previous maps were limited to two.</p> <p>Here's the initial prompt I used: </p> <blockquote> <p><code>Add a new map for a four player battle - four way rotational symmetry, up to four AI players, works with the WebSocket non-audio based multiplayer mode so up to four human players can join (any spare slots use AI)</code></p> </blockquote> <p>Claude Opus 5.5 added a new map called "Compass Rose" and modified the WebSockets multiplayer network code to support up to four players for that map, joining via share links or QR c…

  • Seam Cutter
    simonw· 25-oct

    <p><strong>Tool:</strong> <a href="https://tools.simonwillison.net/seam-cutter">Seam Cutter</a></p> <p>I built this weird and very specific cropping tool - it lets you create a horizontal or vertical cut across an image, then slide the two sides relative to each other. Effectively it lets you crop out a section in the middle of an image.</p> <p>I wanted this because I often use <a href="https://apps.apple.com/us/app/tailor-screenshot-stitching/id926653095">Tailor</a> on my iPhone to stitch several screenshots together into lot long image, but sometimes I find myself wanting to crop out a section in the middle - to redact an irrelevant prompt from a transcript, for example.</p> <p>Tags: <a href="https://simonwillison.net/tags/tools">tools</a></p>