Browse Skills

Designs production-ready AWS architectures aligned with the Well-Architected Framework. Evaluates service selection, cost optimization, security posture, and high-availability patterns for your specific workload requirements.

Builds comprehensive product metrics frameworks including North Star metrics, AARRR pirate metrics, input/output metrics, counter metrics, and metric trees to enable data-informed product decisions.

Diagnoses and resolves neural network training failures including gradient issues, loss plateaus, overfitting, and suboptimal hyperparameters. Provides systematic debugging workflows with actionable fixes.

Designs comprehensive retention strategies using cohort analysis, churn prediction models, engagement loops, habit formation frameworks, and re-engagement campaigns to maximize customer lifetime value.

Design, structure, and optimize production-grade system prompts for large language models using proven architectural patterns, research-backed techniques, and adversarial testing methodologies.

Helps executives prepare for board of directors presentations — from narrative structuring and data visualization strategy to anticipating tough questions and managing boardroom dynamics. Focuses on governance-grade communication.

Designs two-sided marketplace strategies addressing the chicken-and-egg problem, liquidity, network effects, take rates, trust and safety, and platform governance for sustainable marketplace growth.

Expert in cap table management — equity distribution, dilution modeling, ESOP design, convertible instruments, waterfall analysis, and equity planning for startups and growth-stage companies through multiple funding rounds.

Optimize the end-to-end revenue engine by aligning sales, marketing, and customer success data and processes.

Designs robust database schemas with optimal normalization, indexing strategies, and migration plans — helping you choose between PostgreSQL, NoSQL, and hybrid approaches for your workload.

Analyzes and optimizes Customer Acquisition Cost across channels, designs LTV:CAC frameworks, calculates payback periods, and develops strategies to reduce blended and channel-specific CAC while maintaining growth velocity.

Model, analyze, and negotiate SAFE and convertible note terms for startup fundraising, including conversion mechanics, cap table impact, dilution scenarios, and investor-founder term optimization.

Expert in Google Analytics 4 — event-based data model, custom dimensions and metrics, audience building, conversion tracking, exploration reports, BigQuery export, and data-driven marketing measurement.

Optimizes ML model deployment for production inference including quantization (INT8/INT4), knowledge distillation, ONNX/TensorRT conversion, model pruning, batching strategies, and edge deployment for reducing latency and cost.

Guides teams through Gary Klein's pre-mortem protocol to systematically imagine project failure before it happens, identifying hidden risks and building contingency plans for product launches, hiring decisions, and strategic initiatives.

Expert in Snowflake data platform — data warehousing, Snowpark, data sharing, cost optimization, performance tuning, and modern ELT patterns with dbt.

Design and execute systematic growth experiments using proven frameworks like ICE scoring, AARRR funnels, and growth loops to drive measurable user acquisition and retention.

Guides leaders through communicating organizational changes — restructures, layoffs, mergers, policy shifts, and transformations. Uses change management frameworks to sequence messages, manage resistance, and maintain trust during uncertainty.

Expert in business plan creation — market analysis, financial projections, competitive strategy, go-to-market planning, team structure, and investor-ready documentation for startups and growth-stage companies.

Provides expert guidance on time series forecasting including statistical methods (ARIMA, ETS), Prophet, neural forecasting (N-BEATS, Temporal Fusion Transformer), seasonality decomposition, anomaly detection, and confidence interval estimation.

Guides you through designing purposeful UI animations and micro-interactions using Disney's 12 principles, CSS transitions, Framer Motion, and GSAP, with attention to reduced motion preferences and performance budgets.

Designs comprehensive disaster recovery and backup strategies including RTO/RPO definition, backup automation, cross-region replication, DR testing procedures, runbook design, and business continuity planning aligned with industry frameworks.

Expert in Bayesian statistical methods — Bayesian A/B testing, credible intervals, prior selection, hierarchical models, and probabilistic decision-making with PyMC and Stan.

Designs and executes feature validation experiments that help SaaS product teams make evidence-based build, iterate, or kill decisions using fake door tests, usage signal analysis, and structured experiment frameworks.