Articles
Gen AI architecture, from first demo to production.
Practical answers for CTOs, delivery heads and architects deciding how to design, prove and run Gen AI systems.
When Is a Gen AI Proof of Concept Ready for Production? Five Gates to Check
Most Gen AI proofs of concept stall after the demo. Five gates, from evaluation to ownership, that show whether yours is ready for production, and what to ask before you fund the next phase.
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What a Poorly Built AI Agent Really Looks Like, and What It Can Cost Your Business
A naive AI agent can look identical to a well-built one in a demo. Seven warning signs, what they cost the business, and the governance, security, observability and evaluation measures that prevent them.
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Describe your system and what you need to decide. Shakir reads every enquiry and replies himself, with questions, not a brochure.