Portfolio

Reference architectures, frameworks, and AI accelerators.

A working portfolio of enterprise AI systems, agents, and platforms - built and refined in the open. Each project links to the underlying problem, architecture, and impact.

Reference Architecture

Agentic AI for Capital Markets Operations

Business problem

Move multi-agent LLM workflows from demo to production inside a regulated trading and ops environment.

Technologies

LangGraphGuardrailsOpenTelemetrySnowflakeDatabricks

Business impact

Reference pattern adopted for high-stakes operations flows with human-in-the-loop review and full audit trail.

Architecture diagram · code samples · lessons learned on request

Framework

Enterprise Data Provisioning Mesh

Business problem

Federate data provisioning across Snowflake and Databricks with contracts, lineage, and access at global bank scale.

Technologies

SnowflakeDatabricksData ContractsOpenLineage

Business impact

Enabled dozens of business units to self-serve trusted data while shrinking central-team review load.

Architecture diagram · code samples · lessons learned on request

Operating Model

AI Governance Playbook

Business problem

A defensible CAIO operating model for AI risk that keeps pace with the business.

Technologies

Model RegistryEval HarnessReview Board

Business impact

Framework used to stand up AI governance functions across multiple large enterprises.

Architecture diagram · code samples · lessons learned on request

Platform

Quant Research → Production Pipeline

Business problem

Turn quant research notebooks into deployed, monitored services - with reproducibility and automated backtests.

Technologies

MLOpsFeature StoreCI/CD

Business impact

Cut research-to-production cycle time by an order of magnitude on target strategies.

Architecture diagram · code samples · lessons learned on request

Accelerator

Composable AI Components Library

Business problem

Reusable primitives - retrievers, evaluators, planners, tools - so teams don't rebuild the same wheels.

Technologies

TypeScriptPythonVector DB

Business impact

Adopted across teams to standardize agent building blocks with shared telemetry.

Architecture diagram · code samples · lessons learned on request

Case Study

Decision Intelligence Program

Business problem

Reframe an analytics function around decision quality and decision observability.

Technologies

Decision LayerInstrumentationFeedback Loops

Business impact

Shifted executive attention from dashboards to decisions, and tied AI investment to decision outcomes.

Architecture diagram · code samples · lessons learned on request