Featured Projects
Farseer
High-performance time-series forecasting library written in Rust. A reimplementation of Facebook Prophet optimized for production workloads. Currently running in production for mission-critical decision systems handling billions in freight pricing.
Cigarstradamus
Lightweight NLP recommendation engine using Gemma 270M and cosine similarity for personalized product matching. Demonstrates efficient deployment of small language models for specialized domains.
Enterprise Agentic AI Platform
Built enterprise-scale agentic AI platform using LangGraph/LangSmith that processes $80B+ in annual freight bids. Automatically extracts and processes information from PDFs, emails, and Excel files. Reduced turnaround time by 40 hours and freed up 20 FTEs.
MCP Server Infrastructure
Created Model Context Protocol (MCP) server infrastructure enabling agent systems to pull real-time costing guidance and deliver consistent decision support to commercial representatives. Integrates with existing data warehouses and pricing engines.
Conversational Analytics Agents
Deployed conversational AI agents that provide on-demand pricing intelligence and recommendations. Enables business users to query complex data warehouses using natural language and receive context-aware insights.
IBM Automation Platform
Built webhook-based automation platform that captured real-time events and automated task management across IBM Finance departments. Resulted in time savings equivalent to over 50 FTE. Integrated with Trello, Slack, and internal IBM systems.
GitHub Repositories
Check out my GitHub profile for more open source work and experiments.
ryanbieber/farseer
High-performance time-series forecasting library in Rust
View on GitHub →Technologies & Tools
Agentic AI
Production experience deploying multi-agent systems, RAG pipelines, and conversational AI at enterprise scale
Cloud & Infrastructure
GCP, AWS, Kubernetes, Helm, Docker - building and maintaining production ML systems
Languages
Python, Rust, R, SQL - choosing the right tool for performance, maintainability, and team expertise
Data Engineering
Snowflake, modern data warehouses, building scalable data pipelines for ML systems