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Experiments

Applied research with measurable outcomes across ML, systems, and interaction design.

Each experiment targets a real constraint — latency, accuracy, cost, or user trust — and ships with quantified results, not just prototypes.

Applied MLFeatured

AI Business Location Intelligence

This AI system identifies where your next business should be — before you invest.

Analyzes demand, competition, pricing gaps, and market signals across 30+ variables to surface high-potential opportunities in any location.

0%

reduction in site selection cost

0/10

markets outperformed analyst predictions

Technology

XGBoostGeoPandasPostGISCensus APIFoliumFastAPI

Gradient-boosted ensemble calibrated against 12K+ commercial leases, producing ranked candidates with confidence intervals and risk-adjusted ROI.

AI-Powered Market Intelligence

Find the Best Business to Start — Instantly

Real-time analysis of demand, competition, and opportunity using live data.

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Enter a location to begin analysis

Conversational AIai-demo

Context-Aware Portfolio AI Assistant

A RAG-powered agent that answers questions about my work using structured project memory.

processing query|

Impact

Handles 90% of recruiter and client questions without manual follow-up. Reduces context-switching during async evaluations.

LangChainPineconeOpenAINext.jsStreaming SSE
Computer Visiondata-flow

Adaptive Perception UI

Interface layer that restructures itself based on camera-derived environmental state.

Impact

Demonstrated 34% improvement in task completion under variable lighting in controlled user study (n=48).

TensorFlow.jsMobileNetMediaPipeReactWeb Workers
Speech Systemsai-demo

Voice Runtime System

Sub-200ms voice agent pipeline with barge-in detection and structured task memory.

processing query|

Impact

Achieved p95 response latency of 180ms. Turn-taking naturalness rated 4.2/5 by 30 blind evaluators against a 3.1/5 baseline.

DeepgramWebSocketsGPT-4oElevenLabsRedis Streams
Distributed Systemssimulation

Distributed System Simulator

Visual simulator for testing cascade failures, queue pressure, and recovery strategies.

Impact

Identified 3 previously unknown cascade paths in a 40-service architecture. Used as a teaching tool in distributed systems workshops.

D3.jsWeb WorkersSimPyFastAPICanvas API
Information Retrievaldata-flow

AI Music Recommendation Engine

Content-based music discovery using FAISS similarity search over learned audio embeddings.

Impact

Discovery rate (user plays a previously unknown artist) 2.4x higher than collaborative-only baseline in A/B test across 1.2K sessions.

FAISSPyTorchLibrosaSpotify APIAnnoyFlask