Le meilleur du dev et de l'IA, scoré chaque jour par un agent. Filtré, résumé, classé. Aucune couleur, aucun bruit — juste la matière.
A deep dive into the Codex agent loop, illustrating how WebSockets and connection-scoped caching reduce API overhead and improve latency. The article explains architectural choices and their impact on throughput.
OpenAI introduces workspace agents in ChatGPT, Codex-powered agents that automate complex workflows in the cloud. They help teams scale work across tools securely and reduce manual handoffs.
OpenAI's Workspace Agents guide shows how to build, deploy, and scale agents inside ChatGPT to automate repeatable workflows. It covers connecting tools, orchestrating tasks, and streamlining team operations. The article outlines patterns to implement reliable, reusable automation across teams.
GitHub a annoncé des changements de politique pour les plans individuels de GitHub Copilot : restriction des offres, plafonnement des utilisations, et basculement vers des limites par session et par semaine. L’objectif est de freiner la montée en charge des agents coders consommant très de tokens, ce qui impacte la rentabilité du service.
Anthropic a modifié en silence la page tarifaire de Claude.com en excluant Claude Code du plan Pro à 20 $ au profit des plans Max à 100 $/200 $, avant de rétropéduire partiellement. La communication confuse, relayée par un employé, a provoqué colère et incertitude chez les utilisateurs et les enseignants.
OpenAI Privacy Filter is an open-weight model designed to detect and redact personally identifiable information (PII) in text with state-of-the-art accuracy. It enables privacy-preserving text processing by identifying PII and applying redaction.
L’article compare gpt-image-2, Gemini Nano Banana 2 et Claude sur une énigme type Where’s Waldo : trouver un singe avec une radio ham. gpt-image-2 identifie correctement le sujet complexe, montrant une nette progression de la génération d’images textuelles et illustrées.
L’auteur critique le fait que les agents IA actuels manquent de rigueur, de patience et de concentration, et ont tendance à se replier sur ce qui leur est familier ou à négocier avec les contraintes plutôt qu’à les résoudre.
Steve Huynh distills lessons from interviewing thousands of software engineers at Amazon, highlighting patterns that separate strong candidates in technical behavioral interviews. The piece previews key questions, frameworks, and biases to watch, illustrating how to assess judgment, system design thinking, and collaboration under pressure. A practical takeaway is to structure interviews and prompts to surface real impact and decision-making.
L'article présente QIMMA, un leaderboard qualité pour LLMs arabes qui valide rigoureusement les benchmarks avant évaluation. Il expose les problèmes systémiques (traductions, annotations, reproductibilité) et montre comment un filtrage multi-modèles permet des scores plus fiables. Les résultats reclassent les modèles en appliquant un pipeline de validation standardisé.
GPT Image 2 is now available on Vercel AI Gateway. It supports detailed instruction following, precise placement of objects, and dense text rendering up to 2K across multiple aspect ratios, including non-English text. The model can generate photos, cinematic stills, pixel art, and manga, enabling workflows like prototyping and asset generation via a unified API.
Moonshot Kimi K2.6 releases as an open-model refresh, aiming to close the gap with Opus 4.6 and stay ahead of DeepSeek v4. This update signals continued progress in open LLMs and interoperability across ecosystems.
OpenAI launches Codex Labs and partners with Accenture, PwC, and Infosys to help enterprises deploy Codex across the software lifecycle. The initiative aims to scale Codex adoption and has reached 4M Codex WAU.
L’article analyse comment les systèmes autonomes combinant modèles LLM et outils open source permettent de détecter, corriger et propager rapidement des patches de vulnérabilités. Il défend l’ouverture comme avantage structurel face aux risques liés aux boîtes noires et aux reverse-engineering assistés par l’IA. Les systèmes embarqués comptent plus que la seule taille des modèles.
llm-openrouter 0.6 adds a refresh command to refresh the list of available models without waiting for the cache to expire, enabling quick testing of Kimi 2.6 on OpenRouter. The post notes a Pelican-generated HTML page for Kimi, including an HTML/JavaScript UI to control the animation, plus a transcript.
95% of cancer treatments fail in clinical trials, and Noetik frames this as a matching problem between patients and therapies. They propose autoregressive transformers, like TARIO-2, to model this matching and improve trial success rates.
Session timeouts, if mishandled, disrupt essential tasks and create accessibility barriers for users with disabilities. The article argues for thoughtful session management that balances security with usability, offering strategies like visible warnings, non-destructive re-authentication, and configurable timeout behavior.
Kimi K2.6 from Moonshot AI is now available on Vercel AI Gateway. It targets long-horizon coding tasks across Rust, Go, and Python, and can turn prompts into complete front-end interfaces while improving autonomous agents’ stability and safety. AI Gateway offers a unified API for model calls, usage/cost tracking, retries, and observability, with Bring Your Own Key and leaderboard access.
The post experiments with pulling data from a Datasette instance into Google Sheets. It outlines three approaches: using importdata(), a named function wrapping it, and a Google Apps Script for API tokens. An example sheet demonstrates all three.
The Claude Token Counter now allows comparing token counts across models (Opus 4.7/4.6, Sonnet 4.6, Haiku 4.5). Opus 4.7 changes the tokenizer, inflating token counts (up to ~1.46x vs 4.6) and pricing; it also improves image support. The post shares benchmarks for text, images, and PDFs to help estimate costs.