# Initiatives

Public summaries of work Muthukrishnan (Muthu) Bommiah has led.

- [AI-Augmented Software Development Lifecycle](https://muthub.org/initiatives/ai-augmented-sdlc.md) (Wells Fargo, 2024 – present): Coding agents brought into a large bank's software lifecycle behind one governed platform: curated context, maker/checker controls and a single gateway for every model call.
- [Architecture-as-Code Control Plane](https://muthub.org/initiatives/architecture-as-code.md) (Wells Fargo, 2025 – present): An executable, policy-aware governance engine that checks designs automatically before they reach production, so architecture keeps pace with AI-speed delivery.
- [Architecture-as-Code Reference Platform (open prototype)](https://muthub.org/initiatives/aac-reference-platform.md) (Personal project, 2026): aac.muthub.org: a public, working prototype of an architecture control plane, with catalogs, OPA policies, waivers, an executive scorecard, a CLI and an MCP server that brings the rules into coding agents.
- [Enterprise Generative AI Architecture](https://muthub.org/initiatives/enterprise-genai-architecture.md) (Wells Fargo, 2024): An enterprise-grade Generative AI reference architecture: a governed path from experiment to production, adopted as the reference model across business lines.
- [Data & AI on Public Cloud](https://muthub.org/initiatives/multi-cloud-ai-strategy.md) (Wells Fargo, 2023 – 2024): A multi-cloud Data & AI strategy and reusable, pre-approved archetypes that made public-cloud onboarding much faster and modernized a legacy data warehouse.
- [Controlled Data Movement](https://muthub.org/initiatives/controlled-data-movement-archetype.md) (USAA and Wells Fargo, 2020 – 2024): A configuration-driven, secure data movement pattern built at USAA to move 25B+ records a day, then carried to Wells Fargo as a bank-wide framework for analytics and AI.
- [Enterprise Machine Learning Platform](https://muthub.org/initiatives/unified-ml-platform.md) (USAA, 2017 – 2022): An enterprise MLOps platform that moved 360 data scientists onto one governed environment, saved $25M in license costs over 3 years and cut model deployment from 8 weeks to 5 days.
- [Cloud Data & Analytics Platform](https://muthub.org/initiatives/data-analytics-platform-usaa.md) (USAA, 2020 – 2022): A cloud data platform at USAA processing 25B+ records a day, with an AWS architecture approved for identity, data protection and detective controls.
- [Enterprise Identity & Access Management](https://muthub.org/initiatives/enterprise-iam-oracle.md) (USAA, 2012 – 2017): Built USAA's first Oracle Identity Federation servers and the access-management foundation for single sign-on, multi-factor authentication and partner integrations.
- [Middleware & Global Enterprise Systems](https://muthub.org/initiatives/middleware-platforms-bunge.md) (Bunge North America, 2009 – 2012): Led Bunge's middleware and business-application platforms, delivered a Hyperion upgrade for 2,000 users worldwide and set the enterprise service bus strategy adopted across Bunge companies.

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Muthukrishnan (Muthu) Bommiah · https://muthub.org · Views are my own and do not represent my employer.