Powering Game Economies & Player Experience.
Leading analytics strategy for world-class mobile RPGs—combining rigorous inference, scalable data foundations, and strategic leadership to drive player engagement and revenue.
Professional Portfolio
Strategic Data Leadership & Democratization
Led cross-functional teams to democratize insights via Agentic BI (Databricks Genie). Empowered non-technical stakeholders to query complex, ambiguous datasets—scaling decision-making velocity across product and strategy teams.
- Managed Managers & ICs for platform delivery
- Self-Service Scale: Reducing ad-hoc requests by 40%
- Ambiguous Query Resolution: Handling complex business logic
- Cross-Functional Influence: Aligning Product, Eng, & Strategy
Automated Experimentation Framework
Designed and executed an automated A/B testing framework for validating product and marketing experiments. Implemented rigorous statistical methods (Binomial, Chi-Square, Power Analysis) to determine winners with high confidence in a live environment.
- Rigorous Inference: Post-hoc power analysis & CI calculations
- Automated Decisioning: Reducing time-to-insight for experiments
- Python/SciPy: Custom statistical libraries for nuanced tests
- Impact Measurement: Direct attribution to revenue lift
Player Sentiment & Experience Engine
Built a "Dual-Brain" intelligence system to analyze user feedback at scale. Combines structured behavioral data (SQL) with unstructured feedback (RAG) to uncover drivers of engagement, churn, and player sentiment.
- Behavior + Sentiment: Holisitic player view
- Actionable Insights: Identifying pain points for Game Design
- Scalable NLU: Processing thousands of user interactions
- Retention Strategy: Informing roadmap via player voice
Live-Service Data Infrastructure
Architected scalable data pipelines for large-scale event processing. Ensured 100% data fidelity for monetization metrics by bypassing sampling limits and establishing robust ETL for real-time reporting.
- Handling Scale: Processing millions of daily events
- Monetization Accuracy: Exact revenue/conversion tracking
- BigQuery/SQL: Optimized warehousing for performance
- Data Quality: Automated validation for live-service ops
Economy Modeling & Risk Systems
Developed rigorous predictive models for high-stakes asset management (Trading System V2.6). Simulates "in-game" economy dynamics via market timing, asset allocation, and risk/reward balancing to maximize resource growth.
- Economy Simulation: Backtesting across diverse market conditions
- Optimization: Maximizing yield (XIRR) vs Volatility
- Algorithmic Logic: Rule-based execution for stability
- 63.6% XIRR: Proven validation of economic model
Personal Portfolio
Systemic Multi-Agent Coordination
Beyond Chatbots: A dual-layer architecture separating tactical execution from strategic oversight to ensure production-grade AI reliability.
- System 1 (Tactical): Persona-driven sub-agents executing high-velocity task loops (The "Inner Loop").
- System 2 (Strategic): Parent orchestrator enforcing quality gates and architectural safety (The "Outer Loop").
- Synchronized Reasoning: Real-time verification ensuring autonomous execution never breaks project intent.
Moltbot - Personal Productivity Agent
Personal family assistant for 10x productivity. Synthesizes infinite context across emails, calendars, news, and market updates into morning briefs. Acts as an independent agent for product brainstorming, cron jobs, and reminders across all accounts.
- Synthesis: Morning briefs (Email/Cal/News)
- Automation: Independent cron jobs
- Memory: Infinite context assistant
Infinite Memory: Scaling Agentic Memory to 10M Turns
Formalized research proving that infinite memory is architecturally achievable via a Hybrid Gated Shadow Layer. Powering Antigravity to maintain 100% recall at 10M+ turns with O(1) retrieval cost and >99.9% token efficiency by neutralizing the 99% temporal decay effect.
- 100% Recall at 10M+ turns (Hardened RGC)
- Sentinel Switch: Auto-switch SSC to RGC at 1,000,000 turns
- Synthetic Saturation: ~12% decay acceleration in code-heavy contexts
- Recall Law: Temporal decay (99%) vs Extraction fidelity (1%)
Personal AI Infrastructure (PAI v2)
A persistent, self-improving AI Operating System layer integrated across all local projects. Implements standard orchestration cycles and long-term memory via the Kai System for architecture-level persistence and session resilience.
- Orchestration: The Six Cycles of agentic workflow
- Shadow Profile: Secure execution via non-native rituals
- Kai System: Automated decision & learning persistence
- Session Resilience: 429/413 loop awareness & state preservation
Autonomous Trading System (V4.1)
Production-grade autonomous trading system managing a dual-track portfolio of Stocks and Crypto. The V4.1 'Steady Winner' strategy achieves 80.8% XIRR (60.3% Alpha over S&P 500) through dual-track asset allocation, Golden Cross momentum, and real-time Shadow Portfolio tracking.
- 80.8% XIRR (60.3% Alpha vs S&P 500)
- Dual-Horizon: Technical momentum vs. long-term fundamentals
- Shadow Tracking: Real-time statistical verification of trade signals
- Tax Efficient: Optimized execution for long-term capital gains
IDE-Agnostic Agent Orchestrator
An orchestration framework that unifies AI agent workflows across VS Code, JetBrains, and CLI. Decouples safety policies (runtime locks, circuit breakers) from specific IDE adapters.
- Policy-First: Mandatory safety and quality gates
- Tool Agnostic: Works across multi-IDE environments
- Circuit Breakers: Prevents infinite agent loops
Astrological Research Platform
Full-stack platform combining astronomical calculations (Swiss Ephemeris) with AI interpretations. Backed by rigorous statistical research with FDR-corrected significance.
- 5,885 figures + 239 countries analyzed
- FDR-corrected significance (q < 0.001)
- 14 yoga types and 6 dosha types validated
- Next.js + FastAPI + PostgreSQL
Philosophy Sage
AI-powered platform for ancient philosophy texts with GraphRAG architecture. Neo4j knowledge graph for contextual retrieval across the Mahabharata, Bhagavad Gita, and other classical texts. Sanskrit TTS integration.
- GraphRAG: Knowledge graph + vector search hybrid
- Neo4j: Entity relationships across 18 Parvas
- Sanskrit TTS: Audio playback of original shlokas
- LangChain: Conversational retrieval chains
Sonic Geometry Visualizer
Interactive exploration of Music Theory × Physics × Math. Real-time oscilloscope, spectrum analyzer, Lissajous figures, Circle of Fifths, and polyphonic virtual keyboard—all native Web Audio API.
- Real-time FFT: Spectrum analyzer + oscilloscope
- Lissajous Curves: Harmonic ratio visualization
- Circle of Fifths: Interactive music theory lab
- Zero Dependencies: Pure vanilla JavaScript
Technical Stack
Analytics Strategy & Leadership
Team Management (ICs + Managers), Strategic Planning, Cross-Functional Influence, Game Economy Design, Metric Frameworks.
Data Science & Inference
A/B Testing (Design & Eval), Statistical Inference, Python (SciPy/Pandas), R, Predictive Modeling, User Segmentation.
Live-Service Infrastructure
BigQuery (SQL), Looker, dbt, Large-Scale Event Data, Data Pipelines, Real-Time Reporting, Mobile Telemetry.