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Composition and Compounding: Scaling MCP Servers for Agentic Engineering

Composition is what an agent does with skills and other agents. Compounding is what the loop produces at each layer when it runs. This is the engineering that closed the agentic dev loop at Rokt, the test that demonstrated it, and a hypothesis about what scales in a loop like this one.

mcp kafka cassandra distributed-systems

2026-05-19

Connective Tissue and Convergent Constraints: Scaling MCP Servers for Agentic Engineering

Scaling MCP servers from a laptop prototype to an engineering organisation forces a specific set of design principles. Production extracted them out of me. Anthropic's 2026 MCP roadmap names the same ones. Not prescience. Overdetermined constraints.

mcp protocol-design agentic-development infrastructure

2026-04-24

Assume It's Wrong: The Null Hypothesis as a Decision Structure for the Age of AI

The null hypothesis isn't just a statistical procedure. It's a decision structure — and in an age where every AI model is optimised for your satisfaction rather than truth, it might be the most underleveraged thinking tool in your stack.

ai null-hypothesis sycophancy decision-making

2026-04-14