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Excuses don't win championships
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Excuses don't win championships

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victorgrein/README.md

Hi, I'm Victor Grein 👋

AI Engineer at Ambev | Brazilian–Luxembourgish dual citizen (EU citizen) | UK EU Settlement Scheme status valid through 2030

I build and deploy reliable, production-ready AI agents using orchestration, tool use, MCP integrations, memory, state, and secure execution workflows. My focus is turning AI into measurable business value through ROI, AI-driven savings, observability, evaluation, safety, latency, cost efficiency, and maintainability.

Python CrewAI LangChain LangGraph Google ADK TypeScript Codex Claude Code AI Agents MCP

Current Projects

  • ⚖️ Combinado Não Sai Caro - Plain-language contracts with CrewAI Flow; 3rd-place hackathon project.
  • 🧵 Texfy.AI - AI textile production planning with Agno and LangChain; 2nd-place hackathon project.
  • 🤖 Spec Crew - Spec-driven CrewAI toolkit for Claude Code and OpenCode.
  • 🧰 Agent Skills - Reusable skills for AI coding agents.
  • 🧉 Mate Loop - Gated agent-loop workflow for OpenCode.
  • 📄 Docling Converter - Batch document-to-Markdown conversion with Docling.
  • 💬 WhatsApp AI - Personal AI assistant for WhatsApp. Work in progress.

Legacy Work

What I Do

  • Agent Systems Engineering: Designing execution loops, workflow orchestration, state management, secure permission boundaries, sandboxed environments, and human-in-the-loop controls.

  • Context Engineering: Building prompts, retrieval pipelines, memory systems, and model interfaces that provide agents with the right context at the right time.

  • AI Agents, MCP, and Tooling: Developing multi-agent workflows, MCP servers, connectors, APIs, tool-routing strategies, and production integrations across agent ecosystems.

  • Evaluation and Reliability: Applying evaluations, ablation testing, regression checks, tracing, observability, and failure analysis to improve accuracy, safety, latency, and cost.

  • AI Productization: Turning complex business workflows into reusable agent capabilities, production services, CLIs, frameworks, documentation, and measurable automation outcomes.

Connect

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Pinned Loading

  1. spec-crew spec-crew Public

    Spec Crew is a spec-driven CrewAI toolkit for Claude Code and OpenCode, with canonical commands, agents and skills.

    Python 6 1

  2. victorgrein-skills victorgrein-skills Public template

    Reusable Agent Skills for AI coding agents, with CrewAI expertise, project scaffolding, audits, and input-driven engineering specifications.

    Shell