Blog
Latest watch article
-
🤖 Darkwood Watch - 2026-09-28 on September 28, 2026
Highlights Evaluation of AI-enabled workflow platforms. Building an AI-powered customer support system with SupportNova. Data sovereignty strategies for healthcare. For more details, check out our premium content. 🚨 Premium content.⬆️ Upgrade to access the...
👍 1
Latest release
-
🚀 Darkwood v8.1.6 released on September 1, 2026
Darkwood 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
🚀 1
Latest creator article
-
💫 arXiv Creator - cs.AI: Learning to Stop without Learning to Stop: Self-Supervised Confidence Training Improves Reasoning Efficiency on September 28, 2026
In recent developments within AI, improving reasoning efficiency remains a critical challenge. This paper presents a unique approach that enhances reasoning models by focusing on self-supervised confidence training, leading to notable efficiency improvement...
👀 1
Articles
-
💫 The Grand BBQ Polytech Paris-Saclay 2026: Thirty years of technological transformations on June 7, 2026
On Saturday, June 6, 2026, alumni of Polytech Paris-Saclay gathered at the Maison de l'Ingénieur in Orsay for the traditional Grand BBQ organized by the Alumni Association. Each year, this event allows the different graduating classes to come together for a...
👍 1 -
🌟 HeroClip - Turn your conversations into video generation workflows on June 6, 2026
HeroClip - What if creating videos was as simple as having a conversation? Creating videos with AI should be magical. But today, it's often a chore. We open a tool to write the instructions. Another one to generate the visuals. Another one for setting up t...
🎉 1 -
💪 Here are my LLM talents on June 2, 2026
🚀 1 -
📍 A day in Rotterdam on June 2, 2026
After spending my first day at TwitchCon Rotterdam 2026, I decided to dedicate my Sunday to simply exploring the city. The program was ultimately quite simple: Rotterdam Central stroll through the city center Markthal Cube Houses boat trip zoo then return...
❤️ 1 -
👾 TwitchCon Rotterdam 2026: What Twitch is announcing for creators on June 1, 2026
TwitchCon Europe 2026 in Rotterdam had a special energy: the third edition in the city, but also the last year announced in Rotterdam before a return to Berlin in 2027. From the outset, Mary Kish reminded everyone of TwitchCon's core identity: diverse com...
👏 1 -
⬆️ What's new in Symfony 8.1 on May 29, 2026
Symfony 8.1 continues to progressively expand the framework's scope far beyond traditional web development. This new version brings numerous improvements to: developer experience, asynchronous architectures, CLI tools, serialization, JSON processing, Mess...
👍 1 -
🎤 Sunday Labs #4: What the Parisian builder ecosystem is really looking for on May 26, 2026
The fourth edition of Sunday Labs, organized by Build Society at Hexa (eFounders), in Paris, took place on May 24th. The format was simple: to bring together builders, founders, freelancers, tech profiles and creators for open discussions, project presentat...
👍 1 -
🧩 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...
🤯 1 -
⬆️ 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,...
-
⚙️ 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...