Latency is architecural
Most latency comes from retrieval hops and orchestration, not the model; RAG pipelines often recreate microservice-style chatter that slows systems down.
Chat Interface to System Component
AI systems behave like probabilistic components; engineers must build structured interfaces and layered constraints to make them reliable inside software systems.
What Tech Executives Need to Know About Working With LLMs
Executives must treat LLMs as probabilistic systems requiring controls, governance, and new forms of oversight.
Transforming Your Business for AI
AI adoption is an organisational transformation requiring mandates, measurement, and redesigned processes.
What AI Is (and Isn't)
A clear explanation of what AI is—and is not—cutting through hype to define its real capabilities and limits.
What software engineers need to know about LLMs
Software engineers must understand tokens, structure, and probabilistic behaviour to build reliable systems and avoid mismatches between test and production behaviour.
A Beginner's Guide to AI Chatbot Prompting
Clear, practical prompting habits to help you get faster, more reliable results from everyday AI tasks.
How to Evaluate A Company's AI Claims
A framework for evaluating claims made about AI systems, focusing on evidence, capability, and verifiable performance.