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Latest watch article
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🤖 Darkwood Watch - 2026-08-16 on August 16, 2026
Key Points Node.js continues to play a key role in image generation with model validation features. Cursor stands out in comparisons with GitHub Copilot, particularly for solo developers. 🚨 Premium content. ⬆️ Upgrade to access full analysis. 👉 Subscribe h...
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Latest release
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🚀 Darkwood v8.1.3 released on July 30, 2026
Darkwood v8.1.3 has just been released. ⬆️ to symfony v8.1.3 🏷️ Full Changelog v8.1.2...v8.1.3
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Latest creator article
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💫 Hacker News Creator - AI has access to a vastly larger working memory than the human brain on August 16, 2026
This story highlights significant advancements in AI capabilities, focusing on its superior working memory compared to human brains. Explore the implications for tech and innovation. 🚨 Premium content.⬆️ Upgrade to access full analysis.👉 Subscribe here : htt...
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Articles
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🧩 An AI agent today is a highly motivated intern with 400 tabs open. on May 23, 2026
He responds quickly. He has confidence in himself. He knows how to use Gmail, Slack, Notion, GitHub, Linear, the terminal, and sometimes even Docker. And yet, as soon as he is given a slightly longer task, everything starts to go haywire. Not because the mo...
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⬆️ Flowvox update: Symfony becomes a real-time voice agent platform on May 17, 2026
In February 2026, I published a first experimental prototype around speech transcription in PHP with Whisper.cpp. https://blog.darkwood.com/article/im-building-a-dictation-engine-in-php-flow-symfony-whisper-cpp The objective was simple: record your voice,...
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⚙️ NoLife Models - Towards a local infrastructure for AI runtimes with Symfony on May 13, 2026
For years, using an AI model meant calling a remote API. The workflow was relatively simple: send a prompt wait for a response display text. But in recent months, a new ecosystem has been emerging around local models. An ecosystem composed of: model cat...
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💡 Devoxx France 2026 - L'Ère de l'Agentique au Cœur de Paris on May 13, 2026
Bienvenue au Palais des Congrès pour une édition de Devoxx France 2026 qui marque un tournant historique dans notre industrie. Si les années précédentes étaient celles de l'expérimentation et de la fascination pour les LLM, 2026 est indéniablement celle de...
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💫 I forced 4 AIs to recreate Mario from scratch using Symfony AI and Godot on May 8, 2026
Creating a video game with artificial intelligence has become almost commonplace. Today, all you need to do is open Cursor, Claude Code or ChatGPT and type: “Create me a Mario.” And a few minutes later, something appears on the screen. But behind this ap...
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⚡️ Screening of the film "My Extraordinary Life" - what living systems teach us about automation on May 6, 2026
On May 5th, at Pixelis in Paris, we screened Mon Extraordinaire, the film that follows Guillaume Lalu on his 160km solo trek during the Marathon des Sables Ultra. No codes, no agents, no LLM. And yet, for two hours, everyone in the theater had the same feel...
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✨ Transformative design: no longer designing uses, but metamorphoses on May 1, 2026
On April 30th, at Le Laptop in Paris, an event took place that broke away from the beaten path of classic Product Design: “Transformative Design: Don't just create uses, transform users”, presented by David Jeanne and organized by Jordan Thévenot. In a room...
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⚙️ Hermes X Paperclip - Building a Governed Multi-Agent Architecture with Symfony AI, Flow, and Navi on April 30, 2026
Multi-agent systems are everywhere: orchestrated via Docker: https://blog.darkwood.com/fr/article/ai-tinkerers-paris-agentic-workflows-avec-docker-vers-des-systemes-autonomes-securises-et-orchestres Simulated using frameworks like Paperclip + Hermes: http...
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🚀 Fundraising vs. Bootstrap: Two paths to building a company on April 29, 2026
On April 28th, Builders Factory and NextGen VC organized a discussion in Paris around a seemingly simple question: Should you raise funds or build using bootstrapping? Face to face: Étienne Genvrin, founder of Emma, which has raised several million euros,...
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🚀 I rebuilt an LLM… with pixels. on April 26, 2026
Large Language Models (LLMs) are based on abstract concepts: probability distribution, autoregressive generation, large-scale optimization. These mechanisms are difficult to observe directly. An alternative approach is to project these concepts into a visu...