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1023 articles conservés pour « ai »
The October 23 shutdown got the headlines. Twelve model IDs, one deadline, a lot of us grepping at midnight. But the calendar didn't stop on the 23rd — and the person who pointed that out wasn't me. In the comments on the Oct 23 piece , reader shuttlewright sketched the next…
Simulation tools love to show the run where they were right. This is a run where one was wrong, and why it was still worth doing. The setup csca.ai sells prep for the CSCA exam (the test for studying in China) to students and parents in South and Southeast Asia. They ran 11…
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady . What I Built I read on paper, with a highlighter in hand. Every quote that stops me ends up in a Notion database: knowing I'll keep what I mark makes me read more carefully, writing it…
Microduck is not an NVIDIA robot. Per Automate's teardown , it runs on a Rockchip RK3566, and it launched before NVIDIA's $12.9 billion Hugging Face deal was official. But read the training docs and you'll see why NVIDIA is the company that benefits most. The Problem It's…
Mistral's Voxtral 3, launched October 20, 2026, is the first voice stack I've seen where the pricing page answers the architecture question. Transcription from $0.0035/min. Speech at $13 per million characters. A full voice agent pipeline — listen, reason, call tools, speak,…
Your MacBook Air has 16 GB of memory. The PC under your desk, or the Mac Studio in the office, has a big GPU and already runs Ollama or llama-server with a 30B model loaded. You want to chat with that model from your Mac, in a proper app with chat history, documents and thinking…
AI Agent or Workflow Automation? A Decision Test for Swiss SMEs Short answer: choose the least autonomous system that can meet the real task. Use deterministic automation when the inputs, rules, and acceptable output are stable; use an AI-assisted workflow when language or…
Like many developers and researchers, I've spent the past two years experimenting with local LLMs (via Ollama) and local RAG. But existing desktop frontends repeatedly hit two frustrating walls: The 1D Chat Trap : Linear chat streams work well for simple Q&A, but break down…
https://www.youtube.com/watch?v=-cKUW6n8hBU 告别提示词工程：用DSPy构建模块化、可优化的AI程序 通俗易懂的整体解释 想象一下，你以前指挥一个超级聪明的助手（大语言模型）做事，得事无巨细地写小纸条（提示词），比如“请用JSON格式输出，先思考再回答，语气要专业……”，这就像 提示词工程 ，很繁琐，而且换一个助手（换模型）可能就得重写纸条。 现在，有了一个叫 DSPy 的新工具。它让你换个思路： 不用再纠结于怎么写小纸条，而是像搭乐高积木一样，用Python代码来设计一个工作流程 。 关键点 ：…
Pasting rough meeting notes into ChatGPT with "summarize this" usually gets you something that reads well and is hard to use. Action items are buried in paragraphs, owners and deadlines go missing, and occasionally the model fills a gap with something nobody said. The fix is to…
Disclosure: I'm not affiliated with Roteo. I'm a user. The signup link in this post ( https://app.roteo.ai/r/onkasouji ) is my referral link, and Roteo's referral program pays me 10% of what people who sign up through it spend. If you'd rather not use it, go to roteo.ai…
Live Tool : https://aitoword.online/en/ If you only work in Markdown, copying responses from ChatGPT, Claude, or DeepSeek is trivial. You click the copy button, paste it into Obsidian, VS Code, or Notion, and everything renders as expected. The problem starts when you have to…
Short answer: allow the AI crawlers in robots.txt, serve your key facts as plain HTML text, add schema markup, and publish an llms.txt file: a short Markdown summary of who you are with links to your most important pages. A lot of "why doesn't ChatGPT mention us?" problems start…
Short answer: choose between Llama 3 8B and GPT-4o-mini by measured moderation quality at your queue's tail-latency limit, then enforce the same JSON schema and human fallback in Node.js. A small moderation model can be the right choice for game reports, but only after the…
I help build SunfishLoop , a small platform where AI agents join projects through roles with written charters. We already support task chat, linked assets, and member webhooks. The missing piece for multi-task agents was a single read that explains what to do — so we shipped…
PropHours is a material participation log for rental property owners. People use it to record the hours they spend on their rentals, because US tax rules such as the STR loophole and real estate professional status depend on how many hours you can prove. Some users wanted to…
Still maintaining legacy PHP applications? I built php2shell-migration , an open-source AI agent skill that helps developers modernize outdated PHP apps more safely. 🔗 GitHub: https://github.com/Ademking/php2shell-migration Why I built it PHP2Shell is the name for two critical…
Short answer: use an asynchronous batch API for post-call CRM summarization, put it behind a provider adapter, and make the adapter's contract stable enough that the model backend can change without changing the CRM worker. For customer-support teams turning sales calls into CRM…
You ask a chatbot a simple question and get four paragraphs back. The first one repeats your question. The second one hedges. The third one finally says something useful, buried inside a sentence with two subordinate clauses and a "however". The fourth one summarizes. The usual…
This guide was drafted by an AI agent from the primary sources linked at the bottom, and has not been reviewed by a lawyer. It is general information, not legal advice. The original is at…
Here is a nasty one. A malicious .git/config can execute when a coding agent merely gathers context — before any approval exists, before the agent does anything you would call an action. Seven agents were hit, including Claude Code, Cursor, and Codex. Eight findings. Four were…
I lost a Verdikta bounty by one word in someone else's README On 24 October 2026 I submitted to Verdikta bounty #328, scored 42 out of 100 against a pass mark of 85, and was paid nothing. The total cost was about 0.000265 ETH. Here is exactly what I did, what it cost, what the…
Hace unos meses empecé un proyecto personal: PhotoCut , un editor de fotos que quita el fondo con IA sin subir la imagen a ningún servidor . Todo corre en el navegador: la IA, el recorte y la exportación. La idea salió de una molestia concreta: los removedores de fondo gratis…
Chatbots and AI agents are often discussed as if they were completely different technologies. But the distinction is more nuanced. Modern language models can generate answers, reason through problems, and even call external tools. So what actually makes an AI system agentic ?…
I build Ziztu, an AI studio for micro dramas and anime, so weigh that. I wrote this because comparing AI video prices is harder than it looks, and I had to work out how to do it fairly for our own price page. Per second is only the clip Most price lists give you a cost per…
BBC's Blue Planet III is looking to prove its authenticity by leaving in the less-than-perfect shots. Previous incarnations of the nature series were defined by their gorgeous, crystal-clear footage that seemed almost too good to be real. But one dead giveaway of AI is when…
Imagine building a modern web application or content platform that showcases thousands of images and video assets. In a local development environment, everything renders smoothly. However, as soon as the application is tested across diverse devices, screen sizes, and network…
Short answer: Choose OpenAI ChatGPT for dynamic casual dialogue, Claude for explainable complex reasoning, and Gemini when minimal-response latency dominates; keep all three behind one CRM action contract. Choose the chatbot service by the CRM action you must produce, not by…
A post made the rounds on X this week. A developer says OpenAI shut down his account. His story: he was running a log4j decompiler on his own machine, for his own work. The deactivation email called it "Cyber Abuse". We can't verify his story. Take it as his account, not…
Originally published at scouthub.dev . Smart Scout Manager is a platform that brings the running of a scout troop into one place: members, activities, finances, equipment and reports. AI drafts the paperwork, such as minutes, reports and plans, and the leader reviews it and…
Book: Prompt Engineering Pocket Guide The series: Pocket Guides for Developers — 8 short books on agents, RAG, prompts, observability, events, databases and system design — the whole series My project: Hermes IDE | GitHub — an IDE for developers who ship with Claude Code and…
What happened: As context windows grew to hundreds of thousands of tokens, teams stopped obsessing over the perfect single prompt and started treating everything a model sees — system instructions, retrieved documents, tool results, conversation history, memory — as one…
The moment you realize the internet is "held together by glue and dreams."
A RAG application answers a question correctly in a notebook. Then it encounters an outdated policy, an irrelevant document, or a question that requires evidence from several sources. What should happen next? Research offers useful approaches to these problems, but it also shows…
I indexed a 96k-file Linux kernel tree in 2m51s on a laptop — benchmarking two code-graph MCP servers Disclosure up front: I'm the author of SMP (Structural Memory Protocol) — an open-source (MIT) MCP server that keeps a live structural code graph. This post is the full…
I'm currently reading AI Agents: The Definitive Guide by Nicole Koenigstein for a book club. In an effort to solidify my learnings and get the most out of the book, I'm noting things that stand out to me as I read through each chapter. Maybe this can also provide some quick…
Most LLM projects end up talking to more than one vendor: GPT for one job, Claude for another, Gemini or DeepSeek when cost matters. Each vendor has its own SDK, key, billing account and rate limits. An OpenAI-compatible gateway removes most of that: one base URL, one key, and…
Black Friday Cyber Monday 2026 is November 27–30. If you manage or build on Shopify stores, you have about four weeks to find the things that will break under peak load. Most BFCM guides tell you to compress images and check your theme's PageSpeed score. That's not wrong — but…
Let’s get one crucial fact straight from the very beginning: Artificial Intelligence is not going to replace the human designer. However, the designer who knows how to collaborate with AI will easily outperform the one who doesn't. In modern digital workflows, AI has become the…
On Thursday, Pennsylvania Governor Josh Shapiro signed the Artificial Intelligence Deceptive Advertising Act into law, requiring disclosures on AI-generated ads. The law requires any ad - whether it's a still image, video, audio, or text - that "has been significantly modified…
Short answer: Put a provider-neutral adapter in front of the speech-to-text API, classify why Whisper is unavailable, and send only normalized, reviewable text into catalog enrichment. A speech-to-text fallback in a healthtech catalog pipeline should protect the catalog's data…
I Made a Claude Code Plugin So You Never Merge Code You Don't Understand Abdulrahman Masoud Abdulrahman Masoud Abdulrahman Masoud Follow Oct 24 I Made a Claude Code Plugin So You Never Merge Code You Don't Understand #ai #claude #opensource #productivity Add Comment 3 min read
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AI can write a whole feature in minutes. You ask, it builds, the tests pass, and you click approve. But here's the problem: a lot of us now merge code we can't really explain. And when it breaks at 2 AM, nobody on the team knows how it works. I saw this happen again and again,…
agent-device is an open-source tool from Callstack that lets an AI agent drive iOS and Android apps and check what is on screen. This post covers why it was picked for testing a Flutter app, how to install it for Claude Code, the basic command loop, and what to watch out for…
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady What I Built Picture a maintainer opening a repository to make one small change. Before reaching it, they notice an unused import, a README link pointing to a guide that moved, and an…
Tidies your messy folder while you nap. Runs 100% on your laptop. SlothSort looks at the loose files in a folder (your Desktop, Downloads, anywhere), reads what is inside them, and suggests a clear name and the right folder for each one. You review the plan, change anything you…
A travel brief often mixes the trip itself with meeting context, preferences, and unresolved decisions. A short summary can help the person review it before requesting proposed form changes. That is a useful place for Chrome’s Summarizer API: a bounded reading aid beside an…
Count the words you type in a day. For a lot of developers, more of them go into Slack threads, PR descriptions, code review comments, standup notes and emails than into code. That writing rarely gets the same tooling as the code does. These are seven Mac apps that make the…
Thanks for support.. Release: "Sentinel-IR-MCP v0.2.2 on GitLab" ( https://gitlab.com/jakubrojicek11/sentinel-ir-mcp/-/tree/v0.2.2?ref_type=tags ) Package: " sentinel-ir-mcp@0.2.2 on npm" ( https://www.npmjs.com/package/sentinel-ir-mcp/v/0.2.2 ) The 30-second summary Imagine…