Blog
Latest watch article
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🤖 Darkwood Watch - 2026-07-14 on July 14, 2026
Key Points Engineering Challenges at Netflix: The challenges of building the real-time service topology. Local Monitors: Problems with multi-agent systems in backdoor detection. Consult our articles for more detailed information. 🚨 Premium content. ⬆️ Upgr...
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Latest release
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🚀 Darkwood-com v1.0.7 released on June 28, 2026
Darkwood-com v1.0.7 has just been released. ⬆️ Update to symfony 8.1.1 ✨ add telegram notification 🔨 Newsletter unsubscribe 🔥 Remove watermark and cleanup 🏷️ Full Changelog v1.0.6...v1.0.7
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Latest creator article
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💫 arXiv Creator - stat.ML: Relaxing Faithfulness with Intervention-Only Causal Discovery on July 14, 2026
Diving deeper into causal discovery, this paper challenges traditional assumptions and emphasizes the role of interventions. By relaxing faithfulness requirements, it opens new avenues for more robust causal inference. 🚨 Premium content.⬆️ Upgrade to access...
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Articles
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💡 I created a GDPR-compliant AI app in 1 hour with Symfony on April 2, 2026
Today, many developers use AI to generate code. The question we are addressing here is the following: 👉 How to transform an idea into an executable system? And that's normal. Because we learned to: coding features write functions connect APIs But not...
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🗂️ Hellcats Over The Pacific - ouverture des archives on March 30, 2026
There are games that disappear. Not because they were removed. But because their environment disappeared with them. This is the case with Hellcats Over The Pacific. An aerial combat game released in 1991 on Mac. Designed for a system that no longer exists t...
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🧠 Expose Nothing. Show Everything - Building Public Systems on Private Foundations on March 27, 2026
Introduction Most systems expose too much. Structure. Logic. Intent. Everything becomes visible. But visibility is not understanding. In this video, I’m doing something a bit different. I’m not just talking about security. I’m showing what it actually mean...
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🎬 The most expensive video on my YouTube channel 💰 on March 21, 2026
I recently published a first draft of the Darkwood trailer: And yes… you could say that this is probably the most expensive video on my YouTube channel. Why make a trailer now? It's something I've had in mind for a while. Currently, the gameplay shown on...
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🎨 Darkwood v1.0.4 - Introducing Design V4 on March 16, 2026
Darkwood v1.0.4 is now live. This release introduces Design V4, the fourth major visual iteration of Darkwood. For new readers, there are two different versioning ideas here: v1.0.4 is the software release Design V4 is the fourth evolution of Darkwood’s in...
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👾 Darkwood: Building an API-First Tactical Game on March 7, 2026
Darkwood is now playable entirely via API. There is no dedicated UI. No frontend required. No graphical client. You interact with the game through HTTP. What “API-First” Actually Means In Darkwood, the game loop is simple and explicit: GET /api/darkwood/s...
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🚀 Building a PHP MCP App to Publish Darkwood Articles on March 1, 2026
Large language models are already good at generating text. What is still missing, in many projects, is a clean way to turn that text generation into a real workflow: draft something, review it, correct it, publish it, and expose the whole thing in a way th...
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🚀 I'm building a dictation engine in PHP (Flow + Symfony + Whisper.cpp) on February 22, 2026
Building a dictation engine in 2026 is trivial. Building a clean architecture around a dictation engine is more interesting. This article presents Flowvox, an MVP of an audio transcription engine developed in PHP, based on: Symfony Symfony Messenger Flow:...
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⚔️ Discovering the Hearthstone Cataclysm expansion on February 20, 2026
The new destructive era arrives on March 17, 2026 The inn is about to be shaken like never before. The Cataclysm expansion is inspired by an alternate version of the World of Warcraft universe, where Deathwing was never defeated and reigns supreme over Aze...
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🤖 Parallel AI Development with Cursor and Git Worktrees on February 15, 2026
In this article, I want to show a concrete example of how to parallelize development using Cursor, Git worktrees, and a real Symfony bundle: 👉 https://github.com/darkwood-com/ia-exception-bundle The goal is simple: improve the bundle by working on two inde...