Expertise

AI & agentic systems

LangGraph, LangChain and CrewAI agents, retrieval-augmented generation, evals, and AI-assisted delivery.

Illustrative concept, not a product screenshot

What problems look like here

  • Agent output has to be checked before anyone relies on it.
  • Answers that must come only from a known record.
  • Several specialised agents working under one assistant.

What I built

Case studies

  • Agentic AI systems

    Agent systems I build and run daily: an intelligence-triage agent with eval-driven loops, a self-hosted multi-agent assistant, an agentic document pipeline and a two-model agentic engineering workflow.

    Role
    Architect & builder

More work

  • Evidence ledger Every claim linked to its source, with deterministic document generation.
  • ComfyForge ComfyUI pipelines from text to image, video and audio. Stack: ComfyUI
  • Local AI inference lab Ollama and ComfyUI on an RTX 5060 Ti. Stack: Local inference (Ollama), ComfyUI

Patterns I use

  • Eval-driven loops, so an agent's changes are measured before they are kept.

    Used in Agentic AI systems.

  • A primary assistant that hands work to research, development and finance agents.

    Used in Agentic AI systems.

  • Human review before anything an agent drafts is sent.

    Used in Agentic AI systems.

  • One model builds while another reviews, with the roles swapped by task.

    Used in Agentic AI systems.

  • Answers grounded in a compiled knowledge base, with the sources cited.

    Used in Agentic AI systems.

Stack for this domain

Each links to its entry on the stack page.

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What has he built in AI and agents?

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