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AI | ML Engineer | Building LLM Apps, RAG Pipelines & AI Agents | 16 Yrs Network & Security Expertise | CEH | TCS | ex-Wipro, Atos, HCL
I didn't plan to become an AI engineer — 16 years of living inside networks, protocols, and 3 AM incident calls made me one. After a career spanning HCL, Wipro, Atos, and TCS — building voice infrastructure, leading migrations, and managing enterprise networks — I started asking a different question: what if the system could think for itself? That question sent me deep into AI. I taught myself LLM engineering, built RAG pipelines, designed AI agents, and experimented with fine-tuning using LoRA and QLoRA — all self-directed, one project at a time. What makes me different is what's underneath the AI: I know the infrastructure it runs on. That context — network, security, real enterprise complexity — makes me a better builder. I'm now focused on AI/ML roles where deep domain knowledge isn't a bonus. It's the point. Let's connect if you're building at the intersection of AI and enterprise infrastructure.
Pandit Ravishankar Shukla University
Bachelor of Computer Application, IT
January 1, 2002 – January 1, 2005
Tata Consultancy Services
Associate Consultant
April 1, 2021 – Present
India · Remote
Atos
Senior Consultant
July 1, 2019 – April 1, 2021
Pune/Pimpri-Chinchwad Area
Wipro Limited
Technical Lead
October 1, 2017 – July 1, 2019
Pune/Pimpri-Chinchwad Area
Atos
Associate Consultant
April 1, 2015 – October 1, 2017
Greater Kolkata Area
HCL Technologies
Sr. SPECIALIST Networks
November 1, 2010 – March 1, 2015
Noida Area, India
Comat Technologies Pvt Ltd
System Administrator
July 1, 2008 – February 1, 2010
India
CMS Infosystems Pvt. Ltd.
FMS Engineer
January 1, 2008 – June 1, 2008
Greater Kolkata Area
3hr_workshop_certificate_python
Be10x
June 24, 2026 – Present
Professional Certificate Program in Ethical Hacking and Penetration Testing
IIT Kanpur
June 24, 2026 – Present
Certified Ethical Hacker (CEH)
EC-Council
June 24, 2026 – Present
CompTIA Security+
CompTIA
June 24, 2026 – Present
CCNP Routing & Switching
Cisco
June 24, 2026 – Present
CCNP Voice
Cisco
June 24, 2026 – Present
CCNA Collaboration
Cisco
June 24, 2026 – Present
CCIE Collaboration Written
Cisco
June 24, 2026 – Present
Cultural Fit Analysis
The candidate's extensive experience across multiple large enterprises (TCS, Atos, Wipro, HCL) and diverse project types (migrations, implementations, support, AI integration) suggests adaptability and a broad understanding of different operational cultures. The focus on security-first approaches and building repeatable diagnostic frameworks aligns with a culture of quality and continuous improvement. The initiative to integrate AI into workflows indicates a forward-thinking and innovative mindset, which would be a strong cultural asset.
Soft Skills & Operational Fit
The candidate demonstrates strong leadership and mentoring skills, as evidenced by leading a team of 9 engineers. Their ability to manage multi-vendor infrastructure and act as a technical bridge between clients and vendors suggests strong communication and stakeholder management. The proactive integration of AI for automation indicates an innovative and efficiency-driven mindset. Experience in regulated financial sectors highlights an ability to operate under strict change control and compliance scrutiny, which is crucial for cybersecurity roles.