Resume

Scott Robbins — AI Engineer & Builder

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Experience

Senior AI Engineer

2024 — Present

Nous Research

Building and maintaining Hermes Agent, an intelligent AI assistant with tool-use, skills, and multi-agent orchestration capabilities.

  • Architected the agent runtime with support for dynamic tool loading and skill-based workflows
  • Implemented multi-provider LLM routing with fallback and retry logic
  • Designed the skills system for reusable, composable procedural knowledge
  • Built automated evaluation pipelines for measuring agent performance

AI Engineer

2022 — 2024

Previous Company

Led the development of production LLM inference pipelines and AI-powered products.

  • Deployed and scaled vLLM inference servers serving millions of requests per day
  • Built RAG pipelines using vector databases and embedding models
  • Developed internal tools for prompt engineering and model evaluation
  • Reduced inference latency by 60% through optimized batching and quantization

Software Engineer

2020 — 2022

Earlier Company

Full-stack development with a focus on backend systems and data pipelines.

  • Designed and implemented microservices architecture on Kubernetes
  • Built real-time data processing pipelines with Kafka and Flink
  • Migrated legacy monolith to modular service-oriented architecture

Skills

Python TypeScript Rust React Astro Tailwind CSS PostgreSQL Redis Kafka Docker Kubernetes Terraform AWS GCP GitHub Actions LLM Fine-tuning RAG vLLM LangChain Hugging Face

Certifications

AWS Solutions Architect — Professional

Amazon Web Services

2023

Google Cloud Professional Data Engineer

Google Cloud

2022

Kubernetes Administrator (CKA)

CNCF

2022

Education

2016 — 2020
  • Focus on machine learning and distributed systems
  • Dean's List, Graduated with honors