GuideAI in production
How RAG connects an answer to its sources
Build an inspectable evidence packet and follow retrieval, context assembly and citation checking through a certificate-renewal example.
AIOps
AI in production: tools, operating patterns, costs, and failure modes.
GuideAI in production
Fine-tuning and LoRA: train, save and evaluate an adapter
Follow a small synthetic LoRA smoke test through training and reload, then compare held-out work before adopting an adapter.
GuideAI in production
Agents and tool calling: follow one complete exchange
Trace a synthetic status lookup from proposed function call through application validation, execution and returned evidence.