Driving Product-Led Growth at Scale.
Building Viral Loops, Optimizing Activation Funnels, and Scaling Consumer Social Products from 0→1 to 10→100.
Professional Portfolio
Experimentation & Growth Framework
Built an automated experimentation engine to validate growth hypotheses. Implements rigorous A/B testing with statistical significance (Z-tests, Chi-square, Power Analysis) to drive activation and retention improvements.
- Growth Experiments: Structured approach to test viral loops
- Statistical Rigor: Post-hoc power analysis for confident decisions
- Activation Metrics: Measuring funnel conversion at each stage
Activation & Retention Analytics
Engineered data pipelines to extract unsampled user behavior data from GA4. Enables granular cohort analysis, funnel optimization, and DAU/MAU tracking without UI sampling limits.
- Cohort Analysis: D1/D7/D30 retention tracking
- Funnel Optimization: Identifying drop-off points
- 100K+ Rows: Bypassing sampling for accurate metrics
User Behavior Intelligence
Dual-brain architecture combining structured behavioral data with unstructured user feedback. Translates qualitative insights into actionable product improvements for activation and engagement.
- Behavior → Product: Identifying engagement drivers
- Retention Insights: Surfacing churn signals early
- Scalable NLP: Processing thousands of user interactions
Growth Team Enablement
Natural language interface enabling non-technical growth teams to query complex datasets. Accelerates hypothesis generation and reduces time-to-insight for growth experiments.
- Speed to Insight: Instant answers without SQL knowledge
- Growth Democratization: Empowering PMs and marketers
- Rapid Iteration: Supporting fast experimentation cycles
Viral Loop Measurement
Automated data pipelines for tracking viral distribution mechanics and referral attribution. Enables accurate measurement of K-factor and viral coefficient for growth loops.
- Referral Tracking: Measuring invite → activation flow
- Attribution: Source-level conversion tracking
- Daily Granularity: No sampling for precise metrics
Personal Portfolio
OpenClaw - Personal Productivity Agent
Personal family assistant for 10x productivity. Features a voice agent running models locally on Raspberry Pi for privacy and speed. Synthesizes infinite context across emails, calendars, news, and market updates into morning briefs.
- Synthesis: Morning briefs (Email/Cal/News)
- Automation: Independent cron jobs
- Memory: Infinite context assistant
Infinite Memory: Scaling Agentic Memory to 10M Turns
Discovery of the 'Discovery Cliff' in LLM memory scaling. Introduces Recursive Gated Consolidation (RGC) to achieve 100% signal recall at extreme scale ($10^7$ turns), maintaining O(1) memory scaling for production-grade AI agents.
- The Discovery Cliff: Identification of 17% recall collapse at scale.
- Recursive Gated Consolidation: Decoupling discovery from history depth.
- Hardware Grounding: TPU v4 OCS and SparseCore optimization analysis.
- Empirical Calibration: Cross-model validation (Gemini 2.5 - 3.1).
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
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.
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
Product-Led Growth
Viral Loops, Onboarding Optimization, Activation Funnels, Retention Mechanics, DAU/MAU, K-Factor.
Experimentation & Analytics
A/B Testing, Statistical Significance (Z-test/Chi-square), Cohort Analysis, Mixpanel/Amplitude, GA4, Power Analysis.
Consumer Product Craft
0→1 & 10→100 Scaling, User Behavior Analysis, Social Product Dynamics, Network Effects, Fast Iteration.