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
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
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.