Expertise
The building blocks we ship,
explained without marketing.
What we learned putting these systems into production for software vendors: what works, what breaks, and the point where you need a different approach.
Agentic AI
Agentic AI: when the system does the work instead of describing it
Agentic AI means systems that act: they call tools, read the state of a record and change it, instead of only producing text. For a software company, it is the difference between a feature that explains and a feature that does the work for the user.
ReadAI agent
An AI agent is not a chatbot that talks better
The difference is not conversation quality, it is consequence. A conversational assistant produces text. An agent calls tools and changes the state of your system: it creates an entry, sends a message, updates a record. That shift changes everything that matters in production.
ReadMCP
MCP: a protocol so the model can call your functions
The Model Context Protocol standardises how a model discovers and calls external tools. It is not a layer of intelligence: it is a standardised socket. The real benefit is no longer rewriting the integration every time the model changes, and that is already a lot.
ReadMCP
MCP server: what it contains, and where the work is
An MCP server is not a layer of intelligence, it is a contract. It declares what a model may call, with which parameters and within which limits. All the work is in that contract, and almost none in the protocol.
ReadRAG
RAG, and the five places it breaks in production
Retrieval-augmented generation has become the default building block of every enterprise AI project. It is also the most badly calibrated: a prototype takes three days, a version that holds in production means solving five problems the prototype hides.
ReadSovereignty
AI sovereignty: what gets decided is where your data runs
Sovereign AI is not a brand of model, it is an architecture. Four levels exist, from a remote model with obfuscation through to an air-gapped network, and the right level is the lightest one that satisfies your actual constraint.
ReadWould you rather see the diagnosis on your own software?
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