Autonomous Multi-Agent Systems & Swarm Intelligence

Autonomous multi-agent orchestration, decentralized swarm intelligence, self-improving agent factories, Reinforcement Learning with Verifiable Rewards (RLVR / GRPO), tool calling, Model Context Protocol (MCP), and multi-agent safety oversight.

Hackathon Projects & Wins:

• Eephor: Oversight Agent for Multi-Agent Systems: Specialized oversight LLMs detecting deceptive agents in multi-agent environments (MoltBook/Ethos Academy), estimating hidden SOUL.md profiles, LoRA/PEFT via Unsloth, and RLVR via Group Relative Policy Optimization (GRPO) in OpenEnv. Published moltbook-oversight-llama31-1b and moltbook-oversight-llama-3.2-3b-instruct models on Hugging Face. (Reinforcement Learning Hackathon by Cerebral Valley 2026)
• ¡alacard!: The Self-Improving Cookbook for AI Agents: Open-source instruction layer and agentic factory that composes, executes, traces, and autonomously repairs Jupyter notebooks using Google ADK, Daytona sandboxes, W&B Weave State-Action-Reward tracing, and Vertex AI / W&B Inference code patch generation. Finalist (top 6 projects) at WeaveHacks 2: Self-Improving Agents Hackathon 2025.
• Stigmergy ODEA (Open Distributed Edge Agents): Decentralized multi-agent swarm intelligence for tactical edge operations and first responders using on-device Google Gemma 3B multimodal models, Android Nearby Connections P2P mesh network, dynamic leader election, and prompt injection defense. (Google Gemma 3n Impact Challenge on Kaggle 2025)
• AI-Q Research Assistant with Universal Deep Research (UDR): Two-level agentic system (LangGraph orchestrator + UDR strategy-as-code dynamic Python executor) synthesizing NVIDIA NIM microservices (Nemotron-Super-49B, Llama-3.3-70B, NeMo Retriever), Docling ingestion, AWS EKS + Karpenter GPU auto-scaling, and CopilotKit streaming UI. (AWS & NVIDIA Agentic AI Unleashed Hackathon 2025)
• BarackOllama & BarackOllamaCLI: Agentic personalized resume, GitHub portfolio, and cover letter customization suite powered by Google Agent Development Kit (ADK), Gemini, Snowflake, and CrewAI Enterprise. (Llama Lounge Snowflake Agentic Hackathon 2026)
• Public Health Application: Public health surveillance system built with FastAPI, LangGraph intelligent agents (PublicHealthDashboardAgent), multi-LLM support (GPT-4 / Claude), and FastMCP servers over SSE. (AI Expo SCSP Hackathon by Booz Allen Hamilton & SCSP 2025)

Core Competencies: Multi-Agent Orchestration (Google ADK, LangGraph, CrewAI), Reinforcement Learning (RLVR / GRPO, Unsloth, TRL), Decentralized Swarms & P2P Edge Networks, Agent Evaluation, Tracing & Oversight, Tool Use & Model Context Protocol (FastMCP).

RAG, Knowledge Graphs & Real-Time Intelligence

Advanced Retrieval-Augmented Generation (RAG), Graph RAG, Knowledge Graphs, vector search engines, real-time in-game event forecasting, and enterprise domain agents.

Hackathon Projects & Wins:

• World Cup 2026 Live Predictor: Real-time in-game outcome forecasting using Elasticsearch Serverless, custom ES|QL tools via Elastic Agent Builder MCP server, AWS Bedrock (EIS), Fireworks AI, and Streamlit. (Elastic and AWS Hack Night 2026)
• QBRAG (QnA Boosted RAG) Knowledge Agent: Vectara vector database + AnyScale fine-tuning + question_extractor semantic chunking contribution. Winner of Customer Support Category at "RAG: LLMs with your data" Hackathon.
• LLM Knowledge Agent with RAG Fusion: Cohere Command R + Weaviate + LangChain RAG Fusion solution. 4th place / Top 5 Finalist at the Cohere Coral Hackathon.
• cnvrg LLMaaS Knowledge Agent: LLM fine-tuning and Pinecone RAG using cnvrg LLMaaS platform. Winner of LLM Category at Intel Innovation Bridge Hackathon @ Intel Innovation 2023.
• Eco Trivia Quiz Application: Low-code / no-code sustainability quiz with Google Agent Builder RAG back-end and FlutterFlow front-end. 2nd place at the GenAI Gemini Hackathon by Google Developer Community (GDC) 2024.
• Eco Oracle Chat Agent: Low-code / no-code conversational agent specialized in Sustainable Development Goals with Google Agent Builder RAG and Streamlit UI. Winner of "Most Likely to Change the World" at Google Cloud Next AI Hackathon 2024.

Core Competencies: Advanced RAG & RAG Fusion, Graph RAG & Knowledge Graphs (Cloud Spanner Graph, Neo4j), Vector Databases & Semantic Chunking (Elasticsearch, Weaviate, Vectara, Pinecone), Real-Time Streaming Event Analysis, Low-Code / No-Code Agent Builder Workflows.

All major ecosystems, cloud architectures and design

Python / Django

.NET, C#, ASP.NET, Azure, Microsoft

Amazon AWS cloud solutions and Google Cloud Platform

Flutter and Android mobile applications, Firebase

Java, Spring, Oracle

.NET / C# financial analytics software

Azure cloud back-end

Excel integration with SpreadSheetGear

Business projections and budgeting

ThruThink

Spatial Computing, Extended Reality (XR), AR & VR applications

Indoor and outdoor native Augmented Reality experiences:

• Augemnted reality map using Geospatial API and Terrain Anchors to help CSU Fresno students find recycling trash can locations on campus: Android app, 360 VR companion website, blog post.
• Tree Walk Geospatial API Augmented Reality application to help CSU Fresno visitors guide along a redesigned tree walk featuring indigenious and drought tolerant species on campus: Android app, 360 VR companion website, blog post.
• Tunable physics simulations integrated into an Augmented Reality game with KEVA planks to provide a unique fun experience, uses Sceneform SDK & ARCore.
• Indoor augmented reality map to help tech conference attendees to orientate between venue session locations, uses Sceneform SDK & ARCore.

360 VR websites about events and life experiences:

• Meta Store opening event.
• Joint GDG Fresno + TFC's (The Fresno Center) trip to Googleplex Mountain View and Computer History Museumm.
• Hiking the Half Dome and stuck in Yosemite in 2019.
• joint GDG Fresno + EOC's (Economic Opportunities Commission Fresno) trip to Googleplex Mountain View and Computer History Museum.
• SportsBoard's 2017 visit to the ABCA (American Baseball Coaches Association) in Anaheim.
• Tour of the Bitwise South Stadium conference venue.

Java Software Development

Java Enterprise applications, Spring framework, Hibernate, GWT (Google Web Toolkit)

Privacy preserving record linkage tool using state-of-the-art technologies: SOEMPI (the related publication focusing on the software won the Homer Warner award at AMIA 2014)

Secure Multi-party Computation software: FairplayBI

Java implementation of Paillier homomorphic encryption based on UT Dallas code