Autonomous AI · Open Source · Deep Dives
Intelligence composed,
in silence.
A Krefeld-based studio for deep analyses of autonomous AI systems, multi-agent architectures, and the open-source repos that support them. By Dr. Markus Meier.
A Note from the Atelier
Founded in 2024 in Krefeld. We don't just follow the trends, we dissect architectures. Every analysis is built from the ground up with real code and dedicated testing.
Our MethodologyWe do not sell headlines. We dissect systems — precise, independent, and rigorous.
2024
Established
100%
Real Code
Open
Source Focus
The Journal · Analysis & Deep Dives
Latest articles from
the agent laboratory.
Detailed write-ups on architectures, state-management, and proactive agents. With clear explanations and verified code examples.
3D Gaussian Splatting: Photorealistic Scenes from Photos in Minutes
How the revolutionary 3DGS technique turns simple photos into photorealistic, freely navigable 3D scenes in minutes – and which GitHub repos are leading the market.
When Deep Learning Meets Gamma Ruin: Why AI Option Strategies Fail under Volatility Clustering
A critical analysis of the PRISM research findings: Why AI-powered Covered Calls and Cash-Secured Puts fail under volatility clustering.
Text-to-CAD & Programmatic 3D: CAD Generation for AI Agents
How AI agents generate 3D CAD models using mathematical code and Signed Distance Fields (implicit.js) without heavy CAD kernels.
ChatGPT SEO: How to Rank Your Brand in Generative Search
A practical guide to Generative Engine Optimization (GEO) – how to position your products and brand as the top recommendation inside ChatGPT and Perplexity.
Research Engine: Claude Code, NotebookLM & Obsidian Integration
A step-by-step guide to building an automated research pipeline with Claude Code, NotebookLM, and Obsidian.
The Great Recovery: Unlocking the Ghost in the Proxy
Forensic analysis of blockchain interactions and proxy contracts on Polymarket.
Proactive AI Agents: OpenBrain & Claude's /loop
How to build proactive, autonomous AI agents with memory and loops.
The Atlas · Important GitHub Repositories
Curated frameworks &
tools of the AI world.
Open-source repositories that we have personally audited, forked, and deployed in production environments.
Auto-Company: The Autonomous 24/7 AI Firm Running Locally
An open-source repository by MaxMiksa that orchestrates a team of 14 specialized AI agents to autonomously build and market products.
LangChain: The Swiss Army Knife for AI apps
The standard framework for developing applications with Large Language Models.
AutoGPT: The classic of autonomous agents
The repository that started the autonomous agent hype. A must for every AI engineer.
The Atelier Method
Our standards for
first-class technical journalism.
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01
Hands-on Verification
No theory without practice. We install, configure, and test every tool in isolated environments to determine performance thresholds and edge limitations.
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02
Complete Independence
Our evaluations are independent of sponsors or hype cycles. If a tool has weaknesses, we explain them clearly.
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03
Focus on Architecture
It is not just about APIs. We examine the underlying design patterns, data streams, and finite state machines.
Enterprise Solutions
Agentic Systems for Your Enterprise.
Looking to implement agentic workflows and autonomous multi-agent systems? We provide structured advice on architecture design, tooling selection, and security concepts.
Our Focus Areas
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✓
Multi-Agent Architecture Design
Designing stable orchestrations, communication protocols, and human-in-the-loop interfaces.
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✓
Tool Selection & Integration
Auditing and integrating SDKs and tools (LangChain, AutoGPT, CrewAI, Browser Use, MCP servers).
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✓
Security & Governance Audits
Protecting systems against prompt injections, data leakage, and runaway execution loops.