# PUBLIC_PROFILE.md
## IDENTITY
Name: Vibhor Mani Choudhary
Role: Technology Strategist | Product Leader | Solution Architect | Doer
Location: Stockholm, Sweden
Links: [linkedin.com/in/vibhormani](https://linkedin.com/in/vibhormani)
## PROFESSIONAL_SUMMARY
I build things at the intersection of AI, product, and enterprise transformation. Back in 2018, I was architecting
production ML systems when most people were still figuring out what machine learning could do. That early bet on
AI’s potential led me to build the streaming and inference infrastructure that companies are scrambling to implement
today for their LLM strategies.
At SEB, I operate like a founder inside a 200-year-old bank. When I see a problem, I don’t wait for a committee to
approve it. I pull together the right people, make the case, and ship. That’s how a streaming platform grew from an
idea to handling 2 billion events daily. That’s how real-time AI capabilities went from impossible to standard
across the organization.
## EXPERTISE
[x] AI Adoption & Strategy
[x] Zero-to-One Execution
[x] NLP/ML Systems
[x] Streaming Architecture (Kafka)
[x] Product Strategy
[x] Cross-functional Leadership
## EXPERIENCE_TIMELINE
### SEB (Skandinaviska Enskilda Banken) | Stockholm, Sweden
**Technology Strategist** (June 2023 - Present)
- Identified need for sovereign compute; materialized with Wallenberg group buying NVIDIA Blackwell.
- Launched cross-functional GenAI initiative in early 2023.
- Built and evangelized AI strategy across 20+ enterprise teams.
- Spearheaded organizational transformation for 5,000+ workforce.
**Solution Architect (Streaming, NLP & Anomaly Detection)** (Nov 2018 - Mar 2023)
- Delivered bank-wide platform serving 2 billion events daily (Zero Downtime).
- Pioneered real-time ML serving in 2018 (pre-ChatGPT).
- Designed microservices architecture with 90% developer satisfaction.
- Enabled Anomaly Detection using CERN’s Methodology.
**Product Manager, Developer Experience** (May 2018 - Aug 2021)
- Built self-service platform reducing data onboarding from weeks to hours.
- Created internal marketplace for 500+ engineers.
- Achieved 10x team adoption for DataOps automation.
### Mani Choudhary Foundation | Lucknow, India
**Board Member** (July 2022 - Present)
- Lead capital allocation committee for child nutrition/education.
- Strategic advisor for data-driven decision making.
### DigitalRoute | Stockholm, Sweden
**Software Engineer** (Jan 2013 - May 2017)
- Integrated Kafka into commercial platform (2013-14).
- Built streaming analytics for billions of IoT transactions.
### IBM | Pune, India
**Technical Team Lead** (June 2012 - Nov 2012)
- Led distributed engineering team for FileNet solutions.
### AT&T | Pune/Bangalore, India
**Data Pipeline Developer** (Dec 2007 - Sep 2010)
- Built data pipelines generating millions in cost savings.
## PERSONAL
- Swedish citizen (naturalized 2023)
- Father of two
- Interests: Exploring Swedish forests, Systems thinking