Peter

Access to working capital can be difficult for small and medium-sized businesses that don't fit traditional lending models. @keacredit is exploring how AI underwriting, tokenized assets, and on-chain settlement on @hedera can connect real-world businesses with global lenders. Here's the technical approach 👇

How to build your first AI agent (Full guide)

起初公司保险称仅承保前挡风玻璃…… #中国报 chinapress.com.my/?p=5044922

AI Automation full course. drive.google.com/drive/mobile/f… 18 days of practical learning.

GOOGLE JUST KILLED THE DOCUMENT EXTRACTION INDUSTRY. it's called langextract. ▸ extracts structured data from unstructured text ▸ maps every entity back to its exact source location ▸ handles 100+ page documents with high recall ▸ generates interactive html for verification ▸ works with gemini, ollama, and local models replaces regex pattern matching, custom ner pipelines, expensive extraction apis, and manual data entry. define your task with a few examples, point it at any document, get structured verifiable results. 100% free.

最近 Kimi K3 实在太火了，但大多数人可能还不太清楚它到底做了什么、为什么厉害。 油管上 @calebfoundry 用动画做了一个 13 分钟的科普动画视频，把技术原理讲得通俗易懂。 K3 用的是混合专家架构，通俗类比就是公司里有一百个专家，但每次开会只叫最相关的十几个来。模型参数总量巨大，但每次推理只激活一小部分，所以又快又省。这也是它能把成本压到跟 Claude 差不多的原因之一。 小编知道大家都习惯了太长不看，但这个真的值得收藏。比如下次等哪天有人问你 Kimi 到底是什么的时候，适合临时抱佛脚快速学习一下，然后侃侃而谈 🤡。

Kimi's CEO🇨🇳 says every AI lab has the wrong obsession Zhilin Yang, on why K3 beat the frontier: "Every lab, like Claude, thinks the model matters most. That's wrong. It's how you organize the people building it that wins." Then Moonshot proved the philosophy. K3 sold out every plan on purpose, cutting their own revenue instead of throttling existing users. When Anthropic hit that wall in April, they cut users' usage 50% at peak. His one big idea: long context is the AI era's RAM. The 128K-to-gigabytes jump, compressed into 2 years instead of 40. The real moat: "your biggest advantage, perhaps your only advantage, is your organization." Model, or the team behind it: which actually wins?

90% 的人都不知道，Telegram 不只能聊天，还能直接下载全网视频！！ TikTok、Instagram、YouTube 的视频链接扔进去，不用录屏、不用装软件，部分还能自动去水印 这 4 个机器人建议收藏 1.@downloader_tiktok_bot t.me/downloader_tik… TikTok、Instagram 去水印首选，解析快、画质稳，短视频和 IG Reels 基本都能直接保存 2.@getmediabot t.me/getmediabot 多平台通用下载器，支持 YouTube、Instagram、TikTok，可下载视频和音频，部分平台支持去水印 3.@allsaverbot t.me/allsaverbot 全能型媒体保存工具，一个机器人覆盖多个主流平台，复制链接就能下载 4.@droppero_bot t.me/droppero_bot 偏增强型下载，支持无水印视频、不同画质和音频版本，可选项更丰富 以后看到喜欢的视频，别再傻傻录屏了，复制链接丢进 Telegram，几秒就能保存 大家在Telegram还有什么实用的工具？欢迎在评论区分享！！

中国开源了一个花生大小的OCR，能一次性解析整个100页PDF。 叫'Unlimited-OCR'。仅3B参数。本地运行。 其他OCR工具都是逐页切割文档，容易丢失上下文。这个一次性读取整个文档。 → 单次'长视野'解析（32K上下文窗口） → 开箱即用多语言支持 → 标准基准测试93%准确率（+6超基线） → 40页以上<0.11错误率 → 100%本地运行 → 支持Transformers、vLLM、SGLang、Docker、Ollama、llama.cpp 传统云端OCR（Textract、Google Vision、Azure）成本1.5-15美元/千页。 这个在你的机器上运行。永久免费。 百度开发它来推进'DeepSeek-OCR'。已在HuggingFace获190万次下载，多数人还不知道它。 100%开源。

家人们！万众期待的 AI 自动化剪辑教程终于来了！ 这条视频依旧由 Codex 全程自动剪辑。 而我负责的部分非常简单：把口播、录屏，还有一堆乱七八糟的“破烂素材”全部扔进去，剩下的交给 AI。它会自己理解素材、筛选内容、寻找笑点，再完成剪辑、字幕、贴图和动画。 学会这个技能之后，你可以试着用手机记录自己的一天。 不用提前设计，也不用担心素材无聊。随便录、疯狂录——哪怕只是非常普通的一天，AI 也能帮你寻找其中的闪光点：哪里有趣，哪里适合做包袱，哪里可以剪出氛围感。 普通的生活，同样可以变成有趣的内容。 从此以后，我们每个人都可以成为创作者！ GitHub 的内容我会贴给大家，但是我还是那句话，我已经把方法教给你了，你自己去找感兴趣的项目是最好的，而不是用我给你整好的。 #AI #Codex #自动化剪辑 #AI创作 #Vlog

一个可以交易全球水电账单的网站，很多人KYC的地址账单都是从这里搞的，不要用于违法项目！ 1poa.org

China open-sourced a peanut-sized OCR that parses entire 100-page PDFs in one shot.. It's called Unlimited-OCR. Only 3B params. Runs locally. Every other OCR tool chops your doc into pages and loses the thread. this one reads the whole thing in a single pass. → One-shot "long-horizon" parsing (32K context window) → Multilingual, out of the box → 93% on the standard parsing benchmark (+6 over baseline) → <0.11 error rate past 40 pages → Runs 100% locally on your own hardware → Works with Transformers, vLLM, SGLang, Docker, Ollama, llama.cpp Traditional cloud OCR (Textract, Google Vision, Azure Doc Intelligence) costs $1.50–$15 per 1,000 pages. This runs on your machine. For free. Forever. Baidu built it explicitly to push DeepSeek-OCR one step further. Already at 1.9M downloads on Hugging Face and most people have no idea it exists yet. 100% open source.

AI 生成视频那价格太贵了，随便跑几秒钱包就见底。 给你个省钱路子：ClipSeek，自然语言搜无版权免费素材，视频照片插画都有，一句话描述场景它就懂，不用你猜关键词。 🔗clipseek.ai

Wow! Someone open sourced 100+ full AI apps you can just clone and ship.. and it's sitting at 124,000 stars on github it's one repo, awesome-llm-apps. and the important part.. these aren't tutorials teaching you to build an app. they're the finished apps themselves. RAG systems, AI agents, multi-agent teams.. tested end to end, apache licensed, yours to copy. a few that are actually in there: - a fraud investigation agent that cross-references public records to flag things that don't add up
- a VC due-diligence agent team that writes startup investment analysis
- a financial coach that builds you a budget, debt and savings plan
- "chat with anything".. your github, gmail, PDFs, arxiv papers, youtube videos
- a deep research agent that runs full web research on its own here's how to actually use it, not just star it: clone the repo, open the one app closest to what you need 
it's a working template.. swap in your data, your API key, your use case
 ship it as your own thing, or bolt three of them together into one bigger product the license literally lets you take these, customize them, and sell them. that's not a loophole, that's the point of apache-2.0. repo: github.com/Shubhamsaboo/a…

兄弟们AI 短剧神器来了，以后做短剧只需要一句话一个工具就能干，问题他还免费给你用。 GitHub 上 Toonflow，1.16 万 Star，9 天前还在更新。 github.com/YILS-LIN/short… 它最强的不是概念多新。 而是： 真的能用。 剧本丢进去，流程直接跑： AI 编剧拆结构 智能分镜出镜头脚本 角色一致性自动锁死，换装不串脸 视频一键导出 很多平台上来就喊“重塑短剧生产”。 但真做短剧，最怕的是角色一会像男主，一会像路人甲，剪到一半直接崩。 Toonflow 先把角色一致性跑通了，这点很关键。 另一边 short-video-factory，4.4k Star，主打产品营销短视频一键生成。 一个偏 AI 短剧生产线，个人/小团队能用。 一个偏产品营销视频流水线，电商/带货更适合。 AI 视频这赛道，已经不是一条路了。 短剧归短剧，卖货归卖货。 能真正跑起来的，才吓人。

How to Make AI Videos for Beginners: Zero to Expert in 15 Min!

30 sitios web de IA que se sienten «ilegales» pero son legales 1. raphael.ai — Generación ilimitada de imágenes con IA gratis, calidad comparable a Midjourney 2. krea.ai — Generación de imágenes con IA en tiempo real, dibuja y genera al instante 3. magnific.ai — Amplía imágenes infinitamente con IA, detalles completados automáticamente 4. clipdrop.co — IA elimina fondos, corrige iluminación y borra elementos con un clic 5. elevenlabs.io — Clonación de voz con IA, imita cualquier voz en 5 segundos 6. suno.com — Ingresa letras y genera canciones completas automáticamente 7. runwayml.com — Pionero en generación de videos con IA, prueba gratuita de Gen-3 8. klingai.kuaishou.com — Kuaishou Keling AI, generación de videos en chino más fluida 9. d-id.com — Una foto + una grabación de voz = avatar digital que habla 10. sadtalker.ai — Convierte fotos estáticas en videos de personas hablando 11. cursor.com — IA escribe código, con cupo gratuito suficiente para uso diario 12. bolt.new — Habla para crear sitios web, sin necesidad de código 13. v0.app — Generador de front-end con IA de Vercel, describe y obtén la página 14. replit.com — Escribe código en el navegador + asistencia de IA + despliegue con un clic 15. napkin.ai — Pega texto y genera infografías automáticamente 16. gamma.app — IA genera PPT con un clic, despídete del infierno de las presentaciones 17. notion.com/product/ai — Escritura, resúmenes y traducciones con Notion AI 18. uizard.io — Dibuja un boceto y la IA genera un sitio web real 19. perplexity.ai — Buscador con IA, responde cualquier pregunta al instante + fuentes 20. phind.com — Búsqueda con IA exclusiva para desarrolladores, resuelve problemas de código al instante 21. otter.ai — Transcribe reuniones en tiempo real, 300 minutos gratis al mes 22. opus.pro — IA edita videos cortos, encuentra automáticamente los mejores fragmentos 23. poe.com — Un sitio web que usa GPT-4o / Claude / Gemini 24. huggingface.co/spaces — Zona de prueba gratuita de modelos de IA de código abierto 25. remove.bg — Elimina fondos con IA en un clic, genera en 1 segundo 26. cleanup.pictures — IA borra cualquier objeto de una foto 27. deepswap.ai — Intercambio de rostros con IA, resultados en 1 minuto 28. musiio.com — Etiquetas de música con IA + recomendaciones 29. jasper.ai/free — Asistente de escritura con IA, versión gratuita suficiente para uso diario 30. claude.ai — Asistente de IA gratuito de Anthropic, el mejor para procesar textos largos

🚨 Harvard just made its AI course free. No tuition. No application. Just world-class AI education. Harvard University just released 6 high-quality lectures on AI + Prompt Engineering— and anyone can access them. If you're serious about AI in 2026, start here: 🎓 Harvard University LECTURES 1. Introduction to Generative AI A step-by-step guide to how GenAI actually works. Link: lnkd.in/e9rWNjBE 2. Prompt Engineering Real tips for improving output quality from any LLM. Link: lnkd.in/e5nekvS2 3. Beyond Chatbots: System Prompts, RAG Move past surface use cases into scalable applications. Link: lnkd.in/exsX5tP7 4. Generative AI in Teaching & Learning How educators can adapt and lead with AI. Playlist: lnkd.in/erdwPRvu 5. Teaching with AI in the Classroom Frameworks for trainers and educators. Link: lnkd.in/eWXskwWG 6. The Basics of Generative AI No jargon. Just clarity. Link: lnkd.in/eSCJ62Bi BONUS 🟩 CS50x 2025 – Artificial Intelligence Lecture LLMs, neural nets, and real-world use cases Link: lnkd.in/eYg6vdCr 🟩 CS50 Extension – AI / Prompt Engineering Design prompts that think with you Link: lnkd.in/eJH4DWQR 🟩 GPT-4: How it works + how to build with it Behind the curtain on GPT-4 Video: lnkd.in/eeh7QXUM 🟩 LLMs and the End of Programming Why prompting is the new coding Video: lnkd.in/e3JbSFi7 --- 💡 REALITY CHECK ✅ Harvard-level AI knowledge is now free ✅ Prompting = career acceleration ✅ 2 lectures can put you ahead of 90% of professionals ✅ The future belongs to people who can “talk to machines” strategically Don’t just consume AI. Learn how to control it. 👇 Which lecture are you starting with? ♻️ Repost to help others learn AI 🔖 Save this (you’ll need it later) 🔔 Follow @JayBisen473370 for more AI insights

A window that doubles as a mini balcony.

Smart shower door to save space 😳