What I've built

Projects & Hackathons

End-to-end builds, AI experiments, case studies, and hackathon experiments.

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Projects

Engineering · AILive

Warmline

Networking assistant built solo end to end. Helps professionals maintain meaningful connections using semantic search and AI powered relationship insights.

Next.jsTypeScriptSupabasepgvectorClaude APIGemini EmbeddingsParallel RAG queries3072-dim vectorsSolo end-to-end build
EngineeringProduct
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Engineering · AI · Full-stackLive

Rider Delay AI Agent

AI agent that detects delivery delays and contacts riders via conversational SMS. Rebuilt from MosAIc Hackathon prototype to production.

PythonFastAPIClaude APISupabaseAPSchedulerReactTypeScriptAgentic loopStructured JSON decisions30-sec pollingFull audit trail
Engineering
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Data · ML · Product ThinkingLive

ChurnLens

End to end churn prediction platform reframed as a behavioral risk scoring engine. Caught data leakage mid build. That became the story. Includes a full PM case study layer.

BigQueryXGBoostPythonSupabaseTableauNext.jsClaude API$6.3M revenue at risk surfaced80K+ customers scoredData leakage caught
DataEngineeringProduct
Data · MLResearch

Consumer Behaviour Prediction

Four model comparison on Kaggle consumer data. Full write up: dataset, EDA, K fold cleanup, and why SVM hit 94% while Age led correlations at r = 0.62.

Pythonscikit-learnSVMPandasSeaborn94% test accuracyAge = top predictor (r=0.62)4 models compared
Data
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Product · Strategy · Case StudyCase Study

Perplexity AI · Strategic Growth Plan

2026 enterprise strategy positioning Perplexity as the leading agentic AI platform. Targets Healthcare, Banking, and Manufacturing verticals.

RICE FrameworkPorter’s 5 ForcesBlue Ocean StrategyGTM Design$75M revenue target50+ enterprise clients4 strategic pillars
Product
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Hackathons

Product · VR · J&JFinalist

Talent 2.0 · J&J Hackathon

VR-enhanced employee onboarding solution. Reduces time-to-productivity and improves retention. Selected as finalist at J&J Talent 2.0 Hackathon, Nov 2024.

VRAI/MLProduct DesignFinalist-40% estimated onboarding cost$44M/yr problem sized
Product
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Product · AI/ML · CornellJan 2025

Animal Health Hackathon

Pet health management app with BCS image recognition and personalized diet plans. Cornell University + College of Veterinary Medicine.

Image RecognitionAI/MLProduct DesignBCS estimation via image recognitionSubscription model designed
Product
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Product · AI · WIP HackathonFinalist

77 Cents

Salary benchmarking and negotiation coaching tool for women in PM roles. Named after the gender pay gap statistic. Finalist with Team Grace Hopper.

LovableAI Prompt DesignInformation ArchitectureWIP Hackathon finalistSalary negotiation coachWomen in PM
Product
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Data · ML3rd place

Behavioral Analytics · Zerve AI x HackerEarth

3rd place. Full retention story on 409K+ events: Day 0 cliff, agent versus explorer split, dual ML models, and why Zerve’s own agent ranked the wrong lever until the data disagreed.

PythonStreamlitML ClassificationAgent usage = top predictor409K behavioral events analyzed
Data