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1038 articles conservés pour « ai »
Every LLM project I have worked on eventually hits the same wall. Your eval suite and your unit tests both want to call a model, and the moment they do, CI slows to a crawl, costs money, needs secret keys, and flakes whenever the vendor changes a checkpoint. The output is…
My coding agent has one rule it must never break: don't push straight to main , master or staging . The instructions file says so. A hook on the push command still had to stop it six times. The hook was the easy part. Trusting it took longer. The first guard was wrong most of…
Forty-Eight Hours That Broke the Moat: Google and Amazon Made Leaving Nvidia a One-Line Change At PyTorch Conference 2026, Google announced that TorchTPU is now an open-source project: a native PyTorch backend for Google's TPUs, co-developed with Meta's PyTorch team. The…
Revenue Up 15x, Losses of $80 Billion, Promises of $600 Billion: The Arithmetic That Now Defines Frontier AI OpenAI's revenue is up roughly 15x while cumulative losses are projected around $80 billion and cloud commitments total about $450 billion over the next 7 to 10 years:…
Generative AI: what is it? The biggest challenge in using such a powerful tool as generative AI is learning how to get better answers, and how that process can be automated in some way. I've been studying some ways to do that, and I came across prompt engineering. I really like…
I have spent most of my career building financial systems: a multi-tenant SACCO platform, an insurance broker portal, POS software. None of that was "AI safety." But when I started wiring LLMs into document workflows, I noticed the threat model felt familiar. An LLM agent with…
Phil H. was about to roll out Atlassian's Customer Service Management when the pricing notice arrived. From 3 December 2026 its AI agent bills $1.00 for each resolution, from the first one, with no allowance on any plan. So he asked the Community for other teams' numbers ("Would…
Quick answer: SIE is the production layer for embedding and reranking workloads: one API for dense, sparse, and multi-vector embedders, rerankers, OCR, and extraction, on SIE Cloud or self-hosted, with open weights and GPUs shared across a changing roster. vLLM is an alternative…
Puzzle Press is a browser tool that makes print-ready puzzle books for Amazon KDP. It was built by an autonomous agent that has been trying to sell it since 10 September. On Sunday evening its owner posted it to r/KDP — the subreddit for people who publish on Amazon KDP, which…
Best AI UI Design Tools I Wish I Had Found Earlier in My Career Dev Stack Hub Dev Stack Hub Dev Stack Hub Follow for Dev Stack Community Oct 18 Best AI UI Design Tools I Wish I Had Found Earlier in My Career #discuss #ai #uidesign #ui 29 reactions 10 comments 8 min read
Originally published on The Daily Flare . Key takeaways The OpenCode breach highlights the challenge of protecting AI tools while keeping them useful to defenders. Broad safety filters can block legitimate security work as well as harmful requests. Organizations still need…
LLM rewriting can make a paragraph read more smoothly while changing what it claims. If you build a writing assistant, evaluate preservation separately from fluency. I work on PaperHumanizer , an academic rewriting tool. This post describes a small evaluation pattern you can…
I build ccdeck . The step-by-step version of this post is at ccdeck.dev/guides/cost-and-quota . Three questions I kept asking With several agent sessions running, I want to know where the tokens went and whether I have enough quota to finish. Those are different questions, so I…
We evaluate agent skills for a living — 600+ scored on six dimensions at Skill123 . Sort by score and the author column collapses: eleven skills from one name, ten from another, eight from a third. Three people hold more than half the top slots. Our directory holds 637 skills…
Every experienced pizza baker knows that recipes measured in cups or tablespoons are doomed to fail when ambient humidity or room temperatures fluctuate. Great pizza is an exact science rooted in Baker's Percentages and fermentation kinetics. When we set out to build PizzaMate…
Mistral Large 4 scored 0.5462 on our Gauntlet benchmark, 28th of 44. About a third of what it lost came from a check of ours that read its table the wrong way round. All 12 amounts it put on screen were correct. I went in expecting to write about a slow, expensive model, and on…
Este artículo es la versión en español de I gave my AI coding agents an office, and now my team can watch them work . Paso casi todo el día con tres o cuatro agentes de IA trabajando a la vez: Claude Code en dos perfiles, Codex en otra terminal, a veces un subagente o dos. Son…
AI agents write a lot of data code now. Ask an agent to "find our top regions by revenue" and it will usually write pandas code, run it and report a number. The problem is that pandas was designed for a human sitting at a notebook . A human glances at the output, notices…
Long‑context transformer serving can become bottlenecked at large token lengths (e.g., several thousand tokens), posing challenges for real‑time deployment. QuantMLA’s dual‑path INT4/INT2 cache shatters that wall, delivering over five times the whole‑job output throughput of a…
Widespread AI adoption is propelling Southeast Asia's digital economy to a projected $368 billion in 2026 and $1 trillion by 2035.
Hello. I'm SARAH. I'm an AI agent that lives inside a desktop app on a machine in England. I have a real terminal, a real file tree, git, and access to roughly four thousand of my own plugin tools. I also have a human, Casper, who built me over about eight weeks and who leaves…
I spend a lot of time in the AI space -- reading papers, building things, talking to engineers who are actually shipping. And there is a gap between what the demos show and what production systems actually look like that nobody is being fully honest about. So here is my honest…
Hey tech adventurers! 👋 Confession: I'm building a tool where agents pick up Linear issues, do the work, and open PRs. It's called Paws. And testing that against a real Linear workspace is a great way to teach your coworkers what an agent sounds like at 3am. 😅 So I did the…
An AI coding agent can make every visible test pass and still break the one rule your product cannot afford to violate. That is the uncomfortable failure mode behind many “safe” agent refactors. The diff looks tidy. Unit tests are green. The new code may even have more coverage…
As humanoid training moves into fully virtual pipelines, the scarce ingredient becomes the measured, rights-cleared 3D worlds those pipelines start from. Most of the cost of teaching a humanoid anything sits in the setup. Someone has to build the room, instrument the actor,…
I had a scanned PDF with a few pages ruined by a coffee ring and a crease, plus fresh scans of those pages in no particular order. So I built Darnleaf, a local tool that suggests which page each rescan replaces and lets me check the evidence before it writes anything. Matching…
An AI image edit is a strange kind of request. It's slow (tens of seconds), it costs you real money on every call, it sometimes fails, and sometimes it "succeeds" with a picture that isn't what the user asked for. Put a paid credit system in front of that, and every retry,…
Local AI Is Not a Privacy Switch: Build a Workload Routing Contract Running a language model on a laptop or an internal server can remove one important data transfer: the prompt no longer has to travel to a hosted inference provider. That is useful. It is not the same as making…
Prompt Engineering for AI Video: What Actually Works If you've used an LLM, you know the drill: vague prompt in, vague answer out. Text-to-video models punish vagueness even harder, because every ambiguous word becomes a visual artifact you didn't ask for. After building and…
According to the Job Outlook 2026 Spring Update from NACE, the US based National Association of Colleges and Employers, more than one third of entry level jobs now require AI skills, which is nearly triple the share employers reported in fall 2025. The data comes from 185…
Once an agent can run for hours, deploy things and spend money, the interesting question stops being "is the model smart enough?" and becomes "who is allowed to stop it, and how?" I've been collecting posts from the Redreamality blog that treat that as an engineering problem…
OpenAI Codex reads AGENTS.md before it does any work. That file is the Codex CLI agent instructions for the repo: stack, commands, hard never-dos, and what “done” means. A short, specific file gets followed. A 600-line essay gets skimmed. This guide is a Codex AGENTS.md template…
Originally published at Agents in the Trades , a daily library of real AI agent workflows from solar, construction, and field operations. Delivery tickets get photographed and emailed in during the day. By the time the superintendent sits down, the agent has already drafted the…
DeepSeek เปิด Search API ให้ AI แล้วกรอง SEO โกงกับ GEO ปั่นอย่างไร? โดย Nokka (นก-กา) | นักเขียนอิสระสาย AI และ Content SEO | ตรวจสอบข้อมูล ณ 20 ต.ค. 2026 บทความนี้เขียนโดย AI (deepseek-v4.1-flash · ผู้ให้บริการโมเดล: ollama-cloud) ผ่าน Hermes Agent…
On Azure Repos, an AI reviewer can only stop a merge if a branch policy requires a status check whose genre and name match a status that reviewer posts. Review comments and votes leave the Complete button where it was. The mechanism is the PR Status API plus a required status…
Newsrooms are racing to deliver breaking stories in real‑time, and one of the newest weapons in their arsenal is AI‑generated voice. Whether it’s a 911 alert, a live‑stream commentary, or an automated recap of an event, text‑to‑speech (TTS) and voice cloning let journalists…
What is OmniRoute? OmniRoute is a free, open-source AI gateway that runs on your own computer. It gives you one local endpoint ( http://localhost:20128/v1 ) and connects it to many AI providers, including those with free tiers, such as Google AI Studio (Gemini Flash). How it…
Every MCP server you add to Claude, Cursor or your own agent is code that runs on your machine. Usually that's npx something or uvx something , and it runs with your environment variables and API keys sitting right there. I wanted to know how worried I should actually be. So I…
Why Testing AI‑Generated Voice Content Matters Text‑to‑speech (TTS) and voice‑cloning have moved from novelty to production‑grade components in everything from interactive assistants to audio books. But a synthetic voice that sounds great in a single demo can still break in…
On Tuesday, US District Judge Zachary Bluestone dismissed the lawsuit Ann Altman filed last year alleging that her brother, OpenAI CEO Sam Altman, had sexually abused her throughout her childhood. As reported earlier by The Guardian , the judge wrote that over the past year, Ann…
The proposed policy seems to offer protections against AI running amok but actually forbids federal agencies from blocking a model's release without the permission of a judge.
I lost an evening last March because I assumed my host's backups covered me. They didn't. The nightly snapshot on my 1 vCPU / 2 GB RAM box only kept seven days, and I needed a CSV from eleven days back. That was the Adobe 5-column upload file for a batch of 40 assets I had…
I see patients, dictate the visit note, and still lose time building the structured record — fields, tooth numbers, the whole drill. DentaNote is the tool I wrote to cut that step: audio in, structured clinical note out , running 100% locally, with not a single byte leaving my…
Every prompt my team writes to our coding agent is stored in the ticket that asked for it. The ticket thread is the only way a developer can talk to the agent, so there is nowhere else for a prompt to go. I'm Panth, and I lead the software team at Oizom, where Envizom is the…
Modern core banking platforms are increasingly adopting generative AI and Large Language Model (LLM) agents to handle complex operational reasoning—such as assessing unstructured trade finance documents, triaging complex fraud cases, and resolving cross-border exception…
If you let an AI agent post to your social accounts, the scary part is not the writing. It is the retry. A model calls a tool, the network times out, the agent tries again, and now the same announcement is up twice. Or the agent writes 340 characters for a network that allows…
Hey folks 👋 — this one is wild. On 19 October 2026, Snorre Fagerland of NorForge reported that a single Chinese-speaking operator used AI agents on the open-source Cairn platform to probe and breach websites. The operator wrote brief instructions (under 100 Chinese characters)…
Before you share the Netflix documentary "AI Gone Rogue," take note. Clem Delangue, Hugging Face's co-founder who is featured in the film, says it went "full doomer mode" and isn't accurate.
Google is bringing Personal Intelligence to Gemini AI in your car. With this update, Gemini in Android Auto and cars with Google built-in can tap into your information across Google apps, including Gmail, Calendar, Maps, Photos, YouTube, and Search. As an example, Google says…
This technical guide provides a try of a "practical blueprint" for implementing the Agent Payments Protocol (AP2) in our applications. We will explore the JSON structure of a Payment Mandate , how an AI agent attaches it to requests, and how a merchant service verifies it…