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sliamh11/README.md

Liam Steiner

Software Engineer focused on AI systems, agent architectures, and reliable backend infrastructure.

Previously led a team working on AWS Resilience Hub, owning orchestration workflows across distributed systems.


Current Focus

Building Deus β€” an open-source AI system designed for:

  • Safe tool execution (container-isolated agents)
  • Efficient inference (token optimization, memory design)
  • Continuous improvement (feedback-driven optimization loops)

Selected Work

Deus β€” AI Agent System

  • Container-isolated execution (Docker)
  • Hierarchical memory system (recall@5: 0.84 β†’ 0.94)
  • Prompt compaction pipeline (βˆ’42% context, 95%+ retention)
  • DSPy-based optimization loop

πŸ‘‰ https://github.com/sliamh11/Deus


Tech

TypeScript, Node.js, Python
AWS, Docker, distributed systems
LLMs, RAG, DSPy, embeddings


Focus Areas

  • AI agent systems
  • LLM infrastructure
  • System design under real-world constraints

Pinned Loading

  1. Deus Deus Public

    A token-efficient open-source AI assistant that remembers, adapts, and improves β€” secured, self-hosted, and entirely yours.

    Python 31 1

  2. brain-tumor-ai-detector brain-tumor-ai-detector Public

    Jupyter Notebook

  3. gcv-ocr-mcp gcv-ocr-mcp Public

    MCP server for Google Cloud Vision OCR β€” optimized for handwritten Hebrew and math/physics equations

    TypeScript

  4. ibkr-mcp ibkr-mcp Public

    MCP server for Interactive Brokers β€” read positions, orders, P&L, and trade via the IBKR Client Portal API

    TypeScript 1