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Engraving of luminous beetles, glow-worms and fireflies among leaves at night.

Fireflies

AI Engineering

How AI agents think, act, find knowledge and run safely in production.

  1. How AI agents workFrom a text predictor to a loop that gets work done.
  2. Connecting agents to toolsTool calling, MCP, skills, roles and AI gateways.
  3. Giving agents knowledgeRAG, knowledge graphs and keeping knowledge fresh.
  4. Where model behaviour comes fromTraining data, transformers, fine-tuning and RL.
  5. What AI runs onChips, training vs inference, and what drives the bill.
  6. Running AI in productionEvals, tracing, red teaming and the full system.

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