Work
Selected projects
A selection of projects and initiatives where EthI.C Lab has driven architecture, strategy, and execution.
While much of our work is confidential, we can share some themes and approaches:
Predictive Systems & Adaptive Algorithms
Designed and built systems that learned from operational data to make better predictions over time.
Platform Architecture & Modernization
Architectural redesign of legacy platforms to improve scalability, reliability, and developer experience.
Data & Analytics Strategy
Data architectures and analytics platforms turning raw operational data into strategic insights.
System Integration & Interoperability
Bridging disparate systems into cohesive workflows via APIs and data governance.
Research & Proof of Concept
Prototypes to validate novel ideas before committing to full implementation.
// Method
Approach
- Start with the problem: deeply understand what success looks like and what constraints we're working within.
- Design deliberately: document the reasoning behind key choices.
- Validate early: build prototypes to reduce risk before full commitment.
- Stay through execution: coach teams and adjust plans as needed.
- Document and transfer: leave teams with clear documentation.
// Stack
Technologies & tools
Languages & Frameworks
Python, Go, Rust, TypeScript, Java, SQL
Infrastructure
AWS, Kubernetes, Docker, Terraform, PostgreSQL, Redis
Data & ML
Pandas, Scikit-learn, PyTorch, data pipelines
Architecture Patterns
Event-driven, microservices, CQRS, reactive systems