Machine Learning

Artificial Intelligence Developer Tools Machine Learning Programming Software Development

AI Agents with Memory: From Stateless to Production-Ready Memory Architectures

Every LLM API call is a clean slate — 8 memory architectures compared: context windows, RAG, MemGPT, Mem0, Zep, LangGraph, and file-based approaches.

30.03.2026 13 min

Series 6/8

Artificial Intelligence Coding Developer Tools Machine Learning Software Development

Problems, Learnings, and 36% Refactoring: What Really Happened Building My AI Team

Over-engineering, mode drift, context overflow — real problems and solutions from building a 15-mode AI development team.

19.01.2026 14 min

AI Agents Artificial Intelligence LLM Machine Learning Self-Learning

Metacognition and Self-Learning AI Agents: From "Thinking About Thinking" to Adaptive AI Systems

How metacognition transforms reactive chatbots into adaptive, self-improving AI systems

12.12.2025 8 min

AI Architecture Artificial Intelligence Best Practices Machine Learning Multi-Agent Systems Research

Metacognition und selbstlernende KI-Agenten: Vom "Denken über das Denken" zu adaptiven AI-Systemen

Warum GPT-3.5 den Bat-Ball-Test versagt, GPT-4 mit Chain-of-Thought aber besteht — und wie TRAP, Reflexion und LATS KI-Agenten das Lernen aus Fehlern beibringen.

11.12.2025 8 min