Blog
Latest watch article
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🤖 Darkwood Watch - 2026-11-01 on November 1, 2026
Highlights Exploration of recovery behaviors of image generation APIs. Silent issues in produced AI agents regarding the MCP plumbing and retries. Stay tuned for detailed information. 🚨 Premium content.⬆️ Upgrade to access full analysis.👉 Subscribe here : h...
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Latest release
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🚀 Darkwood v8.1.6 released on September 1, 2026
Darkwood v8.1.6 https://github.com/darkwood com/darkwood/releases/tag/v8.1.6 has just been released. ⬆️ Update to symfony v8.1.6 🔨 Add symfony lsp:check to tooling 🏷️ Full Changelog v8.1.5...v8.1.6 https://github.com/darkwood com/darkwood/compare/v8.1.5...v...
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Latest creator article
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💫 Bluesky Creator - @martinfowler.com: Why are good developers so wary of agentic development? on November 1, 2026
In her latest post, Rachel explores why seasoned developers often approach agentic development with caution. This sentiment reflects broader industry concerns about autonomy and decision making in software projects. 🚨 Premium content.⬆️ Upgrade to access fu...
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Articles
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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 visual...
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🔊 DJ Matyo Live - Soundcloud set on April 24, 2026
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🤖 Symfony AI in Action - Building real AI systems with Symfony on April 24, 2026
For two days, on April 23 and 24, 2026, the SymfonyLive Berlin conference brought the community together around the major developments of the Symfony ecosystem. Among the talks, one in particular marks a turning point: 👉 Symfony AI in Action , presented by...
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🐳 AI Tinkerers Paris Agentic Workflows with Docker - towards autonomous, secure and orchestrated systems on April 22, 2026
During this meetup organized by GitGuardian and sponsored by Docker, several speakers shared their vision of modern agentic systems. The goal is clear: to move from simple AI assistants to true autonomous agents capable of acting, collaborating and executin...
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👨💻 Benchmarking Small Language Models in the Real World on April 21, 2026
On Saturday, April 18th, I participated in a hackathon that invites machine learning engineers, data engineers and researchers to Paris for an in depth study of the evaluation of small language models SLM . This hackathon, organized by AI Tinkerers Paris ht...
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🚀 Sundays Lab #3 - When AI becomes a collective playground on April 20, 2026
On Sunday, April 19, 2026 , at Hexa eFounders in Paris, a new edition of Sundays Lab https://luma.com/62yzcu08?tk=zddnOx was held. A seemingly simple format: coworking, AI workshop, exchange session. But in practice: 👉 a concrete demonstration of what the b...
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⚙️ Message-oriented vs. Data-oriented orchestration - from data to knowledge on April 17, 2026
For intellectual property reasons, the subject chosen for the application of this article will not be the one discussed, although it is closely related. For any further information, please contact Omer https://www.linkedin.com/in/omer lakraa who will be hap...
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🤩 Unleach connectors - From Tools to Language on April 13, 2026
Introduction Automation has reached a paradox. We have never had so many tools: connectors workflows orchestration engines AI agents Yet, something fundamental is still missing. We don’t have a language. This article revisits a previous experiment around Co...
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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 to:...
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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...