AI product systems
LLM architecture and orchestration
Design retrieval, memory, evaluation, and guardrail layers that turn prototypes into reliable AI products.
- Agent workflow decomposition
- RAG pipelines with observability
- Latency and cost budgeting
- Evaluation harness design
From proof-of-concept to measurable assistant or internal tool.
Platform engineering
Systems architecture and platform design
Translate ambiguous product requirements into clean interfaces, resilient services, and maintainable operating models.
- Boundary mapping and service contracts
- Scalability planning
- Reliability and incident surfaces
- Deployment and rollback strategy
Faster delivery with fewer brittle edges between teams.
User-facing execution
Premium front-end and product implementation
Build polished interfaces that feel fast, clear, and trustworthy across desktop, mobile, and executive demos.
- Design-system quality UI
- Motion and interaction design
- Accessibility and responsive behavior
- Performance-minded rendering
High-conviction product surfaces that sell the underlying system.
Research + prototyping
Applied ML experimentation
Rapidly explore model ideas, ranking strategies, and decision loops while keeping experiments legible for stakeholders.
- Experiment framing
- Baseline and ablation plans
- Visualization of model behavior
- Decision memos for next steps
Faster learning loops with artifacts a team can actually use.
Operational rigor
LLMOps, telemetry, and quality control
Install the monitoring, evaluation, and feedback loops that keep AI features safe after launch.
- Prompt and response tracing
- Quality dashboards
- Regression alerting
- Human-in-the-loop review points
AI features that improve with usage instead of drifting silently.
Executive alignment
Technical due diligence and architecture advisory
Support founders, hiring managers, and technical leaders with architecture reviews, system narratives, and roadmap prioritization.
- Architecture reviews
- Build-vs-buy decision support
- Hiring signal packaging
- Roadmap sequencing
Sharper decisions before expensive implementation starts.