AI & Machine Learning
Practical guides on AI infrastructure, agentic systems, LLM operations, and machine learning — built on open-source tools, sovereign infrastructure, and production engineering.
Featured Topics
LLM Observability & Eval-Driven Development — How to trace, evaluate, and monitor LLM applications in production: Langfuse, CI/CD eval gates, prompt versioning, drift detection, and cost-aware evaluation.
Agent Skill Management — How AI agents discover, manage, and execute skills across the 2026 ecosystem: MCP tools, OpenAI function calling, LangChain Deep Agents, CrewAI capabilities, the ACP protocol, skill registries, versioning, and production governance.
Agentic AI in Practice — A comprehensive deep dive from fundamentals to production ecosystems: core agent architecture, protocols (MCP/ACP/A2A), framework landscape, and deployment strategies.
Agentic AI Libraries Compared — A comprehensive comparison of LangChain, CrewAI, AutoGen, Semantic Kernel, and other agentic AI frameworks for building multi-agent systems.
Agentic Development: Beyond the Playbook — What open source teaches us about building software with AI agents. An alternative to Microsoft's corporate methodology.
Atlas Engine: Sub-2-Minute Cold Start — Run three specialised LLMs on a single DGX Spark with Hugging Face TGI and vLLM.
LLM API Value for Money Under $20/Month — A practical cost-benefit analysis of budget-friendly LLM APIs for self-hosted and small-scale deployments.
Vibe Coding in Production — How AI-assisted development reshapes the way we build software, and how to keep quality under control.
Infrastructure & Self-Hosting
Practical blueprints for running AI workloads on your own infrastructure:
- Inference: Ollama, vLLM, LiteLLM, Hugging Face TGI
- Agent Frameworks: LangChain, CrewAI, AutoGen
- Vector Stores: Weaviate, ChromaDB, Qdrant
- Orchestration: n8n, Dify, Airflow
- Monitoring: Prometheus, Grafana, MLflow
Quick Links
- vLLM Inference — Production LLM serving with vLLM
- n8n Production Stack — Production-ready n8n with PostgreSQL, Redis
- Self-Hosted AI Stack — Ollama + Open WebUI + LiteLLM bundle