I turn a graveyard of POCs into one governed, audit-defensible engine — a force multiplier for every operating unit. Sixteen years across IT infrastructure, cybersecurity and agentic AI.
CVE to Governed Enterprise Risk: vulnerability intelligence connected to enterprise assets, business services and accountable owners — with independently verified closure. Built on the MIS 9.0 governance foundation.
Each framed requirements-first and held to a zero-until-proven gate. Select a platform for the full architecture walkthrough.
Approach
Translate a CAIO's vision into a running operating model
From POC to Production
Operating model · velocity
Most enterprise AI dies between the demo and the audit. I stand up the intake-to-production model — discovery, a 6–8 week audit-defensible MVP, LLMOps/AgentOps, a reusable component library — so experiments become durable capability.
Governed by Default
Lifecycle · risk · compliance
Explainability, model-lifecycle management and compliance (21 CFR 11 · HIPAA · SOX · ISO 27001) from the first commit — embedded with Infosec, Legal, Risk, Privacy. Audit-committee discipline (CISA), made default.
Proven, and Validated
Copyright · production · review
Two platforms registered as Govt-of-India copyright — one live in government production, externally peer-reviewed and CISSP-audited. The claims shipped; they were not promised.
Requirements-first design
After Chip Huyen: frame the problem, constraints and success criteria before choosing a model.
Zero-until-proven gate
After Karpathy: every output starts at zero and must cross an explicit gate to count.
Journey
16 years · three waves · one discipline
01
2010 – 2015
IT Infrastructure
Distribution & infrastructure (Redington / Cadensworth). Product lines spoken in Capex, TCO and SLA — the commercial language of C-level buyers. Product Champion of the Year, multiple years.
02
2015 – 2019
Cybersecurity · Cloud
Built and defended enterprise cybersecurity and cloud portfolios before audit committees (iValue / Stackup). Defensibility and compliance as Day-1 defaults.
03
2019 – Now
Agentic AI · COE
Stand up AI Centers of Excellence and the intake-to-production operating model. Two platforms registered as Govt-of-India IP; one live in government production.