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Technical notes & production insights.
Methodology, software architecture, AI in production: our hands-on feedback, without unnecessary jargon.
Jun 15, 2026 · AI · 5 min
AI and legacy code: migrating and documenting existing systems
AI reads, explains, documents, and helps migrate legacy code—provided it’s properly supervised. Our approach: AI accelerates, engineering decides.
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Jun 15, 2026 · AI · 6 min
Open WebUI: the self-hosted interface for your LLMs
The open-source, self-hosted interface that brings the ChatGPT experience to your own models—local or cloud, with built-in RAG, under your control.
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Jun 11, 2026 · AI · 6 min
LangChain, LangGraph, LlamaIndex: Which Framework for Your AI?
LangChain for quick assembly, LangGraph for stateful agents, LlamaIndex for document RAG—or none at all. How to decide.
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Jun 11, 2026 · AI · 5 min
MCP (Model Context Protocol): Connect Your Tools to AI, Cleanly
MCP standardizes how an LLM accesses your data and tools—controlled, reusable, auditable. Here’s what changes.
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Jun 11, 2026 · AI · 5 min
Hosting an open source LLM: vLLM, Ollama, and sovereignty
When sovereignty or scale demands it, self-hosting an open source model is the way to go. Ollama for getting started, vLLM for production.
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Jun 11, 2026 · AI · 5 min
pgvector or Qdrant: Which vector database for your RAG?
pgvector stores your embeddings in PostgreSQL, while Qdrant is a dedicated vector database. When one suffices, and when the other is essential.
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Jun 11, 2026 · AI · 6 min
Mistral vs OpenAI: Do you need sovereign AI for your project?
Mistral, a French model that can be hosted in Europe, versus OpenAI. Sovereignty, GDPR, quality, cost: how to decide without ideology.
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Jun 01, 2026 · AI
ChatGPT Agent: Top 13 Use Cases for SMEs
Discover 13 use cases for ChatGPT Agent to save time in SMEs: market intelligence, sales, customer support, reporting, and AI automation.
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May 27, 2026 · AI
AI Sovereignty: Why Mistral Is a Serious Choice for Integrating AI into Your Business Applications
Understanding AI sovereignty, its stakes for SMEs, and why Mistral is a strong choice for integrating AI into a business application.
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