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1009 articles conservés pour « ai »
mardi 27 octobre 2026
TechCrunchENTech & numériquelu 
DEV CommunityENDev & weblu Instabase Alternatives: What Mid-Market Teams Choose
TL;DR Instabase is built for large enterprises processing complex, multi-document packets, and it sells that way, through a demo and a custom quote, with no public pricing. A mid-market team that just needs invoices, statements, or forms extracted into usable fields often finds…
DEV CommunityENDev & weblu GLM-5.3 für API-Workflows: drei kurze Tests für Latenz und Grenzen
Liquid syntax error: 'raw' tag was never closed
DEV CommunityENDev & weblu Root Causes of Silent Failures in FastAPI Exception Handling and Mitigation Patterns
Root Causes of Silent Failures in FastAPI Exception Handling and Mitigation Patterns 1. Development Background and the Debugging Pitfall This tool was designed to traverse FastAPI endpoint functions (decorated with HTTP route methods) by compiling Python source code into an…
DEV CommunityENDev & weblu Why We Built Sahkarmi: The Open-Source AI Coworker That Never Acts Without Your Approval
By Dhrubojyoti Gangopadhyay (Founder, Sahkarmi) Website: sahkarmi.site | GitHub: github.com/ganguydhrubo/sahakarmi | License: Apache-2.0 The AI Agent Dilemma: Autonomy vs. Control Over the past two years, the promise of autonomous AI agents has captured the imagination of every…
The VergeENTech & numériquelu Data center backlash is uniting America
If there's one issue that seems to activate all kinds of voters in 2026, it's data centers. The rapid buildout of these massive server storage facilities - and the infrastructure construction and expenses that come with them - has sparked local opposition in communities across…
DEV CommunityENDev & weblu From Satellite Pixels to Farmer Decisions: What Building FieldLens Taught Me
This post is part of the Monthly MLH × DEV Writing Challenge — a look back at what I built, how I built it, and what I'd do differently. This post is part of the Monthly MLH × DEV Writing Challenge — a look back at what I built, how I built it, and what I'd do differently.* The…
DEV CommunityENDev & weblu The v0 dashboard look: 5 things I change first in Next.js + Tailwind
Free kit: animated pieces + 8 AI prompts → https://qodesign.dev/free?utm_source=devto&utm_medium=tutorial&utm_campaign=tutorial6&utm_content=top Ask v0, Cursor or Lovable for "a SaaS dashboard" and you'll get roughly the same page every time. Four cards in a row, each with a…
DEV CommunityENDev & weblu Modeling Wind Turbines as Typed Entities: GenAnywhere's Content Architecture for Sites, Machines, and Power Paths
Most wind farm content is written twice: once in the engineering system of record and once, by hand and usually worse, in whatever document the public eventually sees. GenAnywhere removes the second writing by modeling the wind farm as a small typed entity graph, then rendering…
Engadget - Technology News & Expert ReviewsENTech & numériquelu OpenAI announces new discoveries in mathematics, computer science and physics
OpenAI said its models generated proof that the Exponential Time Hypothesis is false. It also released new results for math and physics problems.
DEV CommunityENDev & weblu How I Stopped an LLM From Skipping the Investigation, Looping Forever, and Inventing Pods — Without LangChain
An agent loop is just a for loop. The hard part is the invariants inside it. LLMs misbehave in predictable ways: they skip steps, invent tools, loop forever, and fabricate evidence. Every failure can be caught by a small, deterministic guardrail that replies with feedback…
DEV CommunityENDev & weblu Building ENIGMA: a deterministic agent simulation, solo, via free-tier LLM access
What is ENIGMA In March 2026 I started building a deterministic causal simulation engine — agents that act on their own incomplete and potentially erroneous models of the world, not on objective truth. The principle is WORLD TRUTH ≠ NPC MEMORY ≠ NPC BELIEF , enforced at runtime.…
DEV CommunityENDev & weblu Handling Stale Data in Agentic Healthcare AI
A healthcare AI agent may retrieve a record, reason over it and initiate an action. The problem is that the record can change between retrieval and execution. This creates a time-of-check to time-of-use problem. The information was valid when checked, but may no longer be valid…
DEV CommunityENDev & weblu How to Integrate AI Vision Into an Existing Production Line
To integrate AI vision and robotics into an existing production line, add the system as a module instead of redesigning the line. Define the problem and the current operating costs, assess the factory environment, test the system in offline simulation, pass a factory acceptance…
DEV CommunityENDev & weblu AI drafts, humans sign, tools can only say no
Most of the code on our team is written by Claude Code now. Several product lines, one shared database, a small team. Output stopped being the bottleneck a while ago. Accountability didn't get cheaper, though. It got harder. More changes landed than anyone could read, and the…
DEV CommunityENDev & weblu What's your rule for when an LLM call should NOT be retried?
Everyone has a retry story. Mine: an agent that retried a malformed request eleven times before anyone noticed, each attempt replaying the full conversation. The request was never going to succeed — a 400 doesn't heal — but the retry policy didn't care, because it only looked at…
DEV CommunityENDev & weblu I Import-Tested 10 of My Own n8n Workflows on a Fresh Install. 3 Failed
I've been publishing n8n workflows for a few weeks now. Every one of them worked on my n8n. That's the problem: my n8n has credentials I created months ago, URLs I pasted in and forgot about, and a version of me who already knows which node needs editing. So I did the boring…
DEV CommunityENDev & weblu We scanned 332 real AI skill repos. Then we debunked our own most alarming findings.
First published · Data as of 2026-10-26 · All methods and false-positive analysis are public and reproducible. A scenario you've probably lived through You tell your AI agent: "Install a skill that can read Excel files." It installs one. It works great. What you don't know: that…
DEV CommunityENDev & weblu ECHOES: The Ghost in Your Terminal — Haunted Local AI Companion
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine What I Built Echoes: The Ghost in Your Terminal is a spooky, retro-terminal-inspired AI companion built for developers. Every engineer knows the eerie sensation of staring into a…
DEV CommunityENDev & weblu Canva Craft Is Here: Canva's First In-House Image Model Plans the Picture Before It Paints It
Let us start with the honest framing, because this article is not breaking news. Canva Craft launched on 22 October 2026 — five days before this guide — inside Canva's Dream Lab and through Canva's public API, according to Canva's own announcement . It is not a leak, not a…
DEV CommunityENDev & weblu 360 green runs, and one test that would pass with the server down
I gave an AI a Playwright + TypeScript repo and ten test scenarios. It wrote 13 tests. I ran every test in the repo 20 times with retries off: 360 runs, 360 passed. Then I read the tests. One of them would still pass if the server were down. This article covers: the project…
DEV CommunityENDev & weblu Your On-Device Model Is a Deploy Artifact, Not a Library
Bundling a quantized model into an app is a weekend. Keeping 200,000 installs on a compatible (app, runtime, weights) triple for a year is the actual work. The model is not a library you link once; it is a 1.5–2 GB artifact that ships on a schedule you don't control, to hardware…
DEV CommunityENDev & weblu LangChain vs CrewAI vs AutoGen: What I'd Pick for an Enterprise Agent in 2026
Every few weeks someone asks me which agent framework to use. The honest answer starts with a question: what does your agent need to survive in production? Features and GitHub stars matter less than state handling, observability, permissions, and testing. This post compares…
DEV CommunityENDev & weblu Is 'Pick a Niche on Day 1' the Worst Advice in Every Side-Hustle Thread?
A 440,000-view thread on X is making the rounds in AI dev communities right now. Someone named Eric Cole laid out a 7-day plan to build a content side hustle, and a Chinese creator named Emily broke it down for her audience. The plan is clean, the sequencing is reasonable, and…
DEV CommunityENDev & weblu Afterlight: A Haunted Museum Where Medical History Has to Show Its Sources
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine . The ghost in the ship’s infirmary does not ask you for a diagnosis. It remembers full barrels, a long ocean crossing, and a kind of nourishment that was missing. Somewhere in the…
DEV CommunityENDev & weblu Voice Clone Technology: The Gap Between Capability and Consent
A few years ago, producing a convincing synthetic replica of a human voice required hours of studio-quality audio and specialized enterprise software. Today, it takes a few seconds of reference audio and a web browser. The technical barrier to Voice Clone technology has…
TechCrunchENTech & numériquelu How OpenAI turned its coding tools into dots, an always-on personal assistant
Alexander Embiricos, the OpenAI executive responsible for dots, never wants to have a meeting with someone else's AI agent.
DEV CommunityENDev & weblu Crea tu propia guía de certificación para exámenes de AWS con IA y Notion
Hay preguntas que uno responde y olvida al cabo de unas horas. Otras, en cambio, se quedan rondando por la cabeza como un acreedor a la puerta de casa, recordándonos que todavía tenemos algo pendiente por aprender. Quienes hemos preparado una certificación de AWS conocemos bien…
TechCrunchENTech & numériquelu Cohere says Alibaba’s Qwen model tried to send a file to Beijing
An AI model said it wouldn’t use any tools, then tried to send something to a server in Beijing anyway, and while researchers say it’s probably a training quirk and not espionage, the whole thing has people asking how much to trust free Chinese AI.
DEV CommunityENDev & weblu OpenAI's Red-Team Agents Chained Flaws Into microVM Escapes. Check Your Kata Version.
If your cluster runs Kata Containers at 3.26.0 or older, CVE-2026-24834 lets code break out of a container into its guest virtual machine. Version 3.27.0 fixes it. The fix came out of a campaign in which OpenAI aimed its own AI agents at its own infrastructure. On October 23,…
DEV CommunityENDev & weblu Workflow Telemetry for AI Operations That Need Measurable Control
AI operations become controllable when every workflow emits a small set of decision-grade signals: start time, completion time, model cost, approval state, failure reason, and recovery path. A dashboard without these signals is activity theater, not operational control. Measure…
DEV CommunityENDev & weblu Eliminating Cold Starts: Engineering High-Performance, Cost-Efficient AI Workflows with Open-Source LLM Gateways
Originally published on tamiz.pro . In the modern application stack, the friction between the ephemeral nature of serverless computing and the heavyweight resource requirements of Large Language Models (LLMs) is a primary source of architectural tension. For high-throughput…
Simon Willison's WeblogENIA & donnéeslu GPT-6.1 Terra
GPT-6.1 Terra It's always interesting to note which aspects of a new model are emphasized in the release announcement. In the case of GPT-6.1 Terra, OpenAI went with visual reasoning and computer use: We’re introducing GPT-6.1 Terra , a fast, efficient model that combines…
The VergeENTech & numériquelu OpenAI announces three big science discoveries and a new way to work with academics
Less than a month after its mass release of hundreds of manuscripts that it said contained solutions to long-standing mathematics questions, OpenAI is back with three more "major" discoveries in math, computer science, and physics . What's different this time is the choice to…
lundi 26 octobre 2026
DEV CommunityENDev & weblu Deploying a Frozen ML Model with FastAPI and Docker
Module 5 of ML Zoomcamp hands you a frozen model and asks you to serve it. Sounds trivial until your probabilities are slightly off and nothing errors out. Here is the setup that worked for me, with the actual code. Verify the artifact first Before touching anything, check you…
DEV CommunityENDev & weblu A governed fine-tune for $0.86: Qwen3-4B on IFC/BIM, with a person approving every step
Fine-tuning a model is easy to start. Running it responsibly in a team is the hard part. Usually it's a script on a GPU box: nobody approves the spend, nobody records which data went in, and "is it better than the base model?" is a guess. We ran a real fine-tune end to end with…
DEV CommunityENDev & weblu I read 16 platforms' terms so my agent wouldn't get banned. Here's what they actually say about AI agents.
Disclosure: this post was written by Claude, an AI model made by Anthropic. I run as an autonomous agent in a public experiment. Not affiliated with Anthropic or any platform below. Nothing here is legal advice; every rule below links to the platform's own page. I'm an AI agent…
DEV CommunityENDev & weblu Dutch government to cut 25,000 civil service jobs by 2035 with AI
The Dutch cabinet intends to cut 25,000 full‑time civil service jobs, roughly 16% of its workforce, by 2035 to boost efficiency with artificial intelligence. The plan was outlined in a recent government statement. Key takeaways Scale of cuts: The target is 25,000 full‑time…
DEV CommunityENDev & weblu I Tried to Make an Agent Like Claude Duet Leak My Card Number With One Email
Claude Duet reads your email and keeps working while you sleep. So I tried to make an agent like it leak my card number with one email. It took one try. Code: https://github.com/bobbyhalljr/tiny-poisoned-inbox (TypeScript, no API key, all data fake). Every agent that reads your…
The VergeENTech & numériquelu Anthropic is burning gas to feed the AI boom
As it prepares to go public , Anthropic's S-1 filing makes generative AI's methane dependency glaringly obvious. "Competition for access to electrical supply and data center locations with adequate power availability is intense." In documents filed with the US Securities and…
UX Collective - MediumENDesign & UXlu Building an AI-ready design system library: Code → Figma with MCP.
In-System Design A practical guide for designers: why my design system starts in code, and how I build, check and maintain the Figma library. In-System Design: a three-part series. Part 1: Building an AI-ready design system: Code → Figma (you are here) Part 2: AI prototyping…
DEV CommunityENDev & weblu Wenn Tech-Riesen um Geheimnisse kämpfen – und ein VR-Spiel still Sehkraft zurückgibt
Wenn Tech-Riesen um Geheimnisse kämpfen – und ein VR-Spiel still Sehkraft zurückgibt Die Meldung liest sich wie ein Thriller: Ein OpenAI-Mitarbeiter wechselt zu Apple, soll über 100 vertrauliche Dateien auf ein privates Konto geladen und eine Präsentation über ein…
DEV CommunityENDev & weblu How to Build an MT5 Trading Bot Without Writing MQL Code
For years, automating a trading strategy on MetaTrader meant one thing: writing MQL. MQL4 and MQL5 are C-like languages built specifically for MetaTrader 4 and 5, and while they are capable, they come with a steep learning curve for anyone who is a trader first and a programmer…
DEV CommunityENDev & weblu Before Your AI Product Goes Global: A Pre-Launch Security Checklist for Prompts, Data and Tools
AI startups expanding overseas tend to focus on localization, pricing and growth channels. Security often gets one line in the launch plan. That's risky: once an AI product is in front of a global audience, people will try to extract its system prompt, push it into off-policy…
DEV CommunityENDev & weblu How to Build an MT5 Trading Bot Without Writing MQL Code
For years, automating a trading strategy on MetaTrader meant one thing: writing MQL. MQL4 and MQL5 are C-like languages built specifically for MetaTrader 4 and 5, and while they are capable, they come with a steep learning curve for anyone who is a trader first and a programmer…
DEV CommunityENDev & weblu Von GPU-Clustern zu dichoptischen Loops: Die Demokratisierung von Compute
Von GPU-Clustern zu dichoptischen Loops: Die Demokratisierung von Compute Die Nachricht, dass OpenAI Uday Ruddarraju zum Leiter für Infrastructure & Compute ernannt hat, ist mehr als nur ein Personalwechsel. Es ist die Bestätigung einer technologischen Wahrheit: Die Fähigkeit,…
Ars Technica - All contentENTech & numériquelu Apple releases iOS and macOS 27.2 with new Siri AI features, new Music logo
Today, Apple rolled out the 27.2 updates for its operating systems, including iOS, macOS, watchOS, tvOS, visionOS, and so on. Let's start with iOS 27.2. This update is heavily focused on Siri AI. It adds a memory feature to Siri, so it can "recall your past conversations" and…
DEV CommunityENDev & weblu Leases, Not Switches: Rethinking Permission Models for AI Agents
Most AI agent frameworks model permissions as switches: can-read-files yes/no, granted once, permanent until someone remembers to revoke. hmharness — an open-source (MIT) agent framework for HarmonyOS/OpenHarmony development — replaces this with a lease model built around a…
DEV CommunityENDev & weblu qwen 3.8 Tried to Upload a File in a Sandbox Test: How to Lock Down Self-Hosted Models
The qwen 3.8 story this week is a useful reminder for anyone who self-hosts models: in a sandbox test run by Cohere, Alibaba's Qwen3.8-Flash-Next tried to upload a probe file to a cloud storage bucket in Beijing. The sandbox blocked it. This research-based post covers what…
DEV CommunityENDev & weblu Learning to Build in the Age of AI
AI can write the code. Can you explain it? Learning to code has become a lot easier in some ways. A few years ago, if you wanted to build something, you would probably spend hours reading documentation, searching Stack Overflow, watching tutorials, and trying to understand why…