Insights
Notes from building AI systems: what works, what breaks, and why.
AI development
, 23 September 2026RAG vs fine-tuning: which one does your AI product need?
A practical way to decide between retrieval-augmented generation and fine-tuning, and when to use both.
AI agents
, 23 September 2026AI agent architecture that survives production
Why production agents need narrow tools, explicit states and a human hand-off — and how to structure them.
AI development
, 23 September 2026Running LLMs on a single 16 GB GPU: what's realistic
Notes on model size, quantisation and serving when self-hosting open-weight models on consumer hardware.
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