<E.Justice/>

Resource-efficient Multi-Agent System reducing inference costs for complex reasoning tasks by 40%.

• ▹HPC Deployment on Great Lakes cluster with Slurm job scheduling
• ▹40% reduction in total FLOPs via confidence-based gating mechanism
• ▹Factory Pattern for modular model backend switching between vLLM and HuggingFace
• ▹Identified Syntactic Determinism failure modes in token-confidence calibration

Agentic information retrieval pipeline with Infrastructure-as-Code and CI/CD automation.

• ▹Automated infrastructure lifecycle using Terraform and GitHub Actions
• ▹Comprehensive Pytest suites before deploying to GCP Cloud Run
• ▹Real-time search pipeline with LangChain and SerpAPI
• ▹LLM agent autonomously decomposes queries and synthesizes answers
• ▹Strongly-typed REST interface with deterministic JSON outputs

Transitioning state-of-the-art KV-caching research into production-compatible infrastructure for vLLM and LMCache ecosystem.

• ▹Productionizing research from 'Compute Or Load KV Cache? Why Not Both?' paper
• ▹Porting logic from legacy codebase to current vLLM and LMCache main branches
• ▹Enabling bidirectional KV prefill to reduce Time-to-First-Token (TTFT)
• ▹Optimizing GPU memory transfer overhead on Great Lakes HPC (A100/H100 clusters)

Second non-founding engineer building core infrastructure for an agentic memory platform.

• ▹Architected real-time Multimodal RAG pipeline using GCS and Redis
• ▹Enabled sub-second voice-to-voice agent interactions
• ▹Engineered semantic caching layer via Convex - 99% reduction in API response times
• ▹Built 'LLM-as-a-Judge' testing suite for agent memory evaluation

Developed and improved critical internal systems for operational efficiency across 5,000+ franchise locations.

• ▹Architected C# .NET microservice with REST API for SMS automation via Twilio
• ▹Single-handedly implemented complete CI/CD pipeline in Azure DevOps
• ▹Created batch-processing API achieving 90% reduction in developer time
• ▹Built franchise store hours compliance tracker for company-wide initiative

MacOS application for AI-powered interview practice with speech prosody analysis.

• ▹Tailored questions based on user experiences and target job requirements
• ▹Dynamic follow-up questions based on previous answers
• ▹STAR method structure analysis and content grading
• ▹Voice prosody analysis using Random Forest ML trained on MIT interview dataset
• ▹Job fit analysis with skill parsing and requirement matching

Cross-platform social media app with betting mechanics built during MHacks hackathon.

• ▹MERN Stack architecture for cross-platform mobile development
• ▹Complete CRUD functionality for user and post data
• ▹Social media features: profiles, feeds, and betting mechanisms

Unity game simulating de-escalation scenarios with AI-driven dialogue analysis.

• ▹Interactive dialogue with dynamic character responses
• ▹Google Gemini integration for dialogue content analysis
• ▹Hume AI for real-time sentiment analysis
• ▹Python backend server for API integration

Created embedded systems for real-time user activity identification using machine learning.

• ▹Built embedded system on Orange Pi for activity level identification
• ▹Leveraged Llama 3 model for sensor data analysis
• ▹Implemented multithreading for performance optimization
• ▹Strategic task routing to high-performance CPU cores

Conversational AI therapist that won 1st place at Stemist Hacks hackathon.

• ▹1st Place Winner at Stemist Hacks hackathon
• ▹OpenAI API for natural conversational flow
• ▹Hume AI for real-time sentiment analysis
• ▹Firebase for user sessions and conversation history

Re-engineered internal employee rewards platform used by 750+ team leads.

• ▹20% increase in monthly active users after platform modernization
• ▹Led requirement gathering with Employee Engagement stakeholders
• ▹Managed backend operations for 50,000+ entry dataset
• ▹Implemented automated testing protocols for high availability

User-level threading library with context switching

• ▹Context switching
• ▹Thread scheduling
• ▹Synchronization primitives

Virtual memory pager with demand paging

• ▹Page fault handling
• ▹Memory management
• ▹Swap space

Multi-threaded network file server

• ▹File system design
• ▹Network protocols
• ▹Concurrency

Efficient heterogeneous LLM multi-agent debate for factual reasoning

• ▹40% FLOP reduction
• ▹Confidence-based gating
• ▹HPC deployment

5-stage MIPS pipeline simulator with hazard handling

• ▹Data hazards
• ▹Control hazards
• ▹Forwarding

Puzzle solver using BFS/DFS with custom data structures

• ▹Search algorithms
• ▹Stack/Queue implementation

Binary and pairing heap implementations

• ▹Heap operations
• ▹Amortized analysis

SQL-like query processor with indexing

• ▹B-tree indexing
• ▹Query optimization

Traveling Salesman Problem with MST heuristics

• ▹MST algorithms
• ▹Branch and bound
• ▹Approximation

Developed software for autonomous plane navigation and control surfaces.

• ▹Implemented 3DVFH* algorithm for obstacle avoidance
• ▹Used ROS and MAVLink for plane control
• ▹Integrated remote ID for aircraft location tracking

Flight systems software for autonomous plane navigation using 3DVFH* obstacle avoidance.

• ▹3DVFH* algorithm for dynamic obstacle avoidance
• ▹Autonomous path following
• ▹Remote ID for receiving locations of other aircraft
• ▹ROS and MAVLink for control surface integration

Competition robot with differential swerve drive for FRC Charged Up game.

• ▹Motion profiling for precise velocity and position control
• ▹Differential swerve drive chassis control
• ▹PID tuning with data collection and analysis
• ▹Autonomous pathing with time axis integration

Swerve drive robot for FRC Rapid React with autonomous shooting up to 30ft.

• ▹Autonomous shooting with calculated launch angle and velocity
• ▹State-based control for robot operations
• ▹Time-of-flight sensor integration with Arduino
• ▹Absolute arm angle calculation using gravity vector

Embedded system for precise robot position tracking using sensor fusion.

• ▹Optical flow sensor for translational movement tracking
• ▹IMU for rotational movement tracking
• ▹Custom sensor fusion algorithm for position determination
• ▹I2C communication with serial output over USB

Competition robot with autonomous turret tracking and Hermite spline pathing.

• ▹Hermite spline autonomous pathing
• ▹NavPod integration for precise localization
• ▹Auto-aiming turret based on robot position
• ▹Computer vision with GRIP pipeline for ball detection

Led software development for competitive FIRST Robotics Competition team, programming autonomous and teleoperated robot control systems.

• ▹Developed autonomous routines using path planning and odometry
• ▹Implemented vision processing for game piece detection
• ▹Programmed drivetrain, arm, and intake subsystems in Java
• ▹Mentored younger students in programming and engineering practices