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BryanSJamesDev/README.md

Software Engineer  -  AI Agents  -  RAG  -  Data Infrastructure

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⚡ KEY METRICS


💾 ABOUT.EXE

MSCS @ Northeastern University. Previously shipped Java REST
APIs and SAP ABAP modules as an intern. Now building AI agents,
RAG pipelines, and data infrastructure, tested the same way:
naive version, guarded version, controlled experiment, real
numbers reported either way.

Stack: Python // TypeScript // Java // SQL // Go // Rust
Mission: catch problems before they become someone else's.

🕹️ FLAGSHIP PROJECTS

🛡️ CONTRACT-GUARD

SCHEMA-CONTRACT-ENFORCED DATA INGESTION

Python Airflow dbt

Dual ingestion pipelines (naive vs. contract-validated), quarantining schema drift before it reaches the warehouse.

+ 100% catch rate on breaking schema drift
+ 0% false positives
! +15.5ms median validation overhead
- 100% silent corruption (unguarded baseline)

▸ VIEW REPO

🔮 POLICY CHANGE RADAR

RAG PIPELINE WITH RETRIEVAL EVALUATION

Python FAISS

RAG grounding LLM outputs in retrieved evidence, evaluated against defined benchmarks at every stage, not vibes.

+ 80%+ citation coverage
+ 70%+ retrieval relevance
+ Evaluated at every pipeline stage

▸ VIEW REPO

⚡ PORTFOLIO RISK ENGINE

FUNCTIONAL RISK ENGINE, PROPERTY-TESTED

Python Hypothesis

Every risk metric is a pure function, zero shared mutable state, verified with property-based tests across randomly generated inputs.

+ Pure functions, no shared state
+ Property-based testing (Hypothesis)
+ GARCH(1,1) anomaly detection
+ Built with Claude Code

▸ VIEW REPO

🤖 AGENTFIRST

MCP-BASED AI COMMERCE AGENT

TypeScript React

An AI agent that browses, designs, and completes a full transaction inside ChatGPT using MCP. Built at the InsForge Agentic Dev Tools Hackathon.

+ Native Stripe checkout
+ Automated tests, every layer
+ 3-person team, Git code review

▸ VIEW REPO

📼 EXPERIMENT LOG: CONTRACT-GUARD (200-TRIAL BENCHMARK)

METRIC UNGUARDED CONTRACT-GUARD
Schema drift catch rate 0% 🟣 100%
False positive rate n/a 🟣 0%
Silent corruption rate 100% 🟣 0%
Median overhead n/a 🟡 +15.5ms

🏆 HACKATHON.LOG

[TOP 20]  Agent Forge AI Hackathon, Silicon Valley
          -> built AutoBrief, AI meeting/project brief generator

[TEAM]    Agents You Love 2 Hackathon, Frontier Tower SF
          -> built Vibe-Pair, teammate/event-matching agent

[SHIPPED] InsForge Agentic Dev Tools Hackathon
          -> built AgentFirst

[TEAM]    Frontiers Gen-AI Hackathon, MIT (Breakthrough
          Ventures x Google DeepMind)
          -> built ManualMind, turning dense industrial
             equipment manuals into interactive training:
             cited Q&A, learning plans, quizzes, glossary

[BUILT]   Caterpillar India Hackathon
          -> voice-guided inspection system: step prompts,
             dictation, keyword triggers, image capture,
             automated report validation

🌐 TECH_STACK.CONFIG

LANGUAGES

Python TypeScript Java Go Rust C++ SQL

AI / ML

PyTorch TensorFlow HuggingFace LangChain

DATA & INFRA

Airflow Snowflake Docker AWS Azure PostgreSQL

WEB

React Node.js Next.js

📡 GITHUB_STATS.LIVE

🐍 CONTRIBUTION_GRID.SNAKE

🎓 EDUCATION.SYS

MASTER OF SCIENCE, COMPUTER SCIENCE Northeastern University, Boston, MA SEP 2025 – DEC 2027 · IN PROGRESS

BACHELOR OF TECHNOLOGY, INFORMATION TECHNOLOGY Vellore Institute of Technology, India JUL 2021 – MAY 2025 · COMPLETE

⚡ STATUS: ONLINE

Building Open

If you read this far, you already know more about how I build than most resumes will tell you. Let's talk.

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  1. Online-Offline-Retail-Store- Online-Offline-Retail-Store- Public

    Online / Offline Retail store Project

    Java 1

  2. IGD-cyberbullying-detection-AI IGD-cyberbullying-detection-AI Public

    Jupyter Notebook