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maxo99/README.md

Max Orr

https://maxorr.com max.orr@mail.com https://www.linkedin.com/in/max-orr https://github.com/maxo99 https://huggingface.com/maxo99 https://marketplace.visualstudio.com/items?itemName=maxorr.python-override-mark

Full Stack Software Engineer specializing in Python and Java with 6+ years of production experience in AI integrations and microservices, complemented by hands-on infrastructure automation skills gained through building and maintaining homelab environments.


AWS Certified AI Practitioner Badge

LangChain Academy - Quickstart: LangGraph Essentials - Python
LangGraph Essentials - Python
LangChain Academy - Project: Deep Agents
Deep Agents
LangSmith Essentials
LangSmith Essentials
LangChain Essentials - Python
LangChain Essentials - Python

github-readme-stats github-readme-stats_top-langs


Releases

GitHub tag version Hugging Face Downloads CI

PyTorch scikit-learn MLFlow DVC

  • Fine-tuned microsoft/SportsBERT into a NER model that extracts PLAYER, INJURY, STATUS, and TEAM from sports news, with reported evaluation metrics (F1 96.31%, accuracy 98.28% as of 2025-12-21).
  • Built a reproducible weak supervision + active learning pipeline (keyword + baseline NER silver labels → uncertainty/conflict-based sampling for human review), tracked with DVC + MLflow and supported by tests.

Version Installs Downloads Build Status

TypeScript VS Code API

  • Visual Studio Code extension to provide inline CodeLens to visually mark overridden and implemented inheritance in Python code, enhancing code readability and navigation.

Current Projects

  • Built SportsAgent, an autonomous LangGraph-orchestrated NFL stats analyst that alternates Retrieval (via nflreadpy) and LLM-driven Analysis, with Human-in-the-Loop (HITL) checkpoints for costly actions (data fetch, visualization execution, report saving).
  • Generates on-demand interactive Plotly visualizations (agent writes + executes chart code) and supports stateful follow-ups like “compare X vs Y → now add Z” across turns, including player/position/team (and “ALL teams”) queries.
  • Shipped with a Streamlit UI for workflow tracing, data inspection, and chart rendering, plus a tested uv-managed Python app/CLI for reproducible runs.

  • Built “SportsStack”: a Kubernetes + Helm–deployed microservices platform that ingests sports news and betting odds, exposes a unified API via Spring Cloud Gateway, and supports automated collection via CronJobs/HPAs.
  • Shipped a polyglot stack across Go + Python/FastAPI + Java (Spring), backed by TimescaleDB/Postgres + pgvector for time-series + vector search use cases.
  • Implemented a full observability setup (Grafana, Prometheus, Loki, Tempo) and a repeatable local-dev workflow via just + Kind for fast build/deploy/monitor loops.

  • Growing my semi-automated, permaculture homestead every day.
  • Gaining systems administration and management experience while building out a home network of interconnected services and sensors using Proxmox VE, Terraform (OpenTofu), Docker, and Ansible.
  • Deployment and configuration of a homelab environment using Proxmox VE for virtualization, Terraform for infrastructure provisioning, and Ansible for ongoing configuration and automation.
  • A stack of self-hosted data services for ingesting, processing, and presenting real-time insights from home automation data using Grafana and InfluxDB.

  • Leveraging Retrieval-Augmented Generation (RAG) methods to optimize job search workflows.


Professional Experience

Data Collection Engineer — Orr Legal PLLC
(Part-Time/Remote)
June 2024 - Present

  • Built an automated ETL pipeline leveraging Python (Selenium, PyMuPDF, Tesseract OCR) to extract public docket records, achieving a 10x throughput increase over manual processes.

  • Created a Streamlit-based interface using Pandas to enable interactive exploration and analysis of docket records.


Senior Software Engineer I — eGain (AI-Services Team)
(Remote)
June 2024 - May 2025

  • Drove development of three Python microservices that powered the RAG inference platform, optimizing retrieval pipelines and context management for improved response quality.

  • Evaluated and selected embedding models, search engines, and NLP libraries through A/B testing and benchmarking to ensure optimal performance across multimodal knowledge bases.

  • Mentored engineers across multiple regions while leading Agile sprint planning and providing technical guidance on architecture decisions.


Software Engineer II — eGain (MicroServices/AI-Services Teams)
(Remote)
June 2022 - May 2024

  • Architected and deployed a production RAG inference service on AWS using containerized Flask microservices, migrating from a proof-of-concept to a scalable production architecture.

  • Standardized Python repository best practices with appropriate service abstractions to facilitate test-driven development and robust CI/CD workflows.

  • Led cross-functional efforts to standardize database and API schemas, enabling comprehensive end-to-end testing coverage across all public APIs.


Software Engineer I — eGain (MessagingHub Team)
(Tampa/Remote)
June 2019 - May 2022

  • Migrated high-volume messaging workflows to a scalable serverless architecture using AWS SQS and Lambda functions, improving system reliability and reducing operational overhead.

  • Developed an Android SDK enabling Firebase push notification integration to establish mobile push messaging capabilities.

  • Enhanced application observability through runtime metrics, achieving a 25% reduction in garbage collection pauses.


Education

Freedom High School
Honor Graduate | Class of 2013

  • Freedom High School Football Team
    • 2012: Team Captain, MVP and All-County honors
  • Freedom High School Lacrosse Club

University of Central Florida
Bachelor of Science in Computer Science | December 2018

  • Dean's List; Major GPA: 3.3, Cumulative GPA: 3.0
  • Member of UCF Rugby Club

Pinned Loading

  1. homesteadlab homesteadlab Public

    Shell

  2. sportsstack sportsstack Public

    Just 1

  3. sportsagent sportsagent Public

    Jupyter Notebook

  4. sports-injury-ner sports-injury-ner Public

    Python