Pascual Moreno

Projects · 01 / 07

AI agent orchestration

Multi-agent systems that automate complex business processes, with checks at every step and a person signing off at the end.

How it flows

01Data intake02Extraction agent03Validation agent04Reconciliationagent05Human review01Data intake02Extraction agent03Validation agent04Reconciliation agent05Human review

01Challenge

Some processes, like reconciling financial transactions against supplier data, mean combing through large volumes of data by hand. It's slow, tiring and easy to get wrong.

02What I did

  • Broke each process down into small tasks and gave each one to a specialised agent.
  • Designed the orchestration, meaning which agent acts, in what order, and what happens when something doesn't match.
  • Added checks between agents and a human review before anything is accepted.
  • Monitored how the system behaved and kept refining prompts and rules.

03Tech

  • AG2
  • Multi-agent systems
  • Claude API
  • OpenAI API

04Outcome

Agents handle the repetitive work, so people can spend their time on the cases that genuinely need judgement.

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