2.5+ years leading Product Lifecycle Management (PLM) at vSplash, BITSoM GenAI certified, and author of the 70+ page NomadAI multi-agent PRD. I bridge technical architecture with scalable commercial value.
Recruiters and hiring managers can explore how features are scored to defend roadmaps against subjective stakeholder noise: Score = (Reach × Impact × Confidence) ÷ Effort.
(850 Reach × 3.0 Impact × 80% Confidence) ÷ 2.0 Effort = 102.0
How I scope and govern generative AI products for Big Tech standards: deterministic guardrails, LLM-as-a-judge benchmarks, token economics, and 24/7 cloud orchestration.
Multi-turn evaluation testing synthetic edge cases against 250 ground-truth travel personas. Measures constraint compliance, route feasibility, and tone consistency.
Redis semantic embedding cache with 20m TTL and prompt compression. Eliminates redundant frontier token burns for high gross margins.
3-tier policy hierarchy: Read-only (Full Autonomy) → Drafts (Conditional) → Financial Mutations (Strict Human Confirmation Gate).
Dockerized background daemon & FastAPI REST service designed to run 24/7 on AWS/cloud compute independently of local workstation power.
Real-world systems, quantitative RICE scoring, and comprehensive PRD specifications.
Co-authored a 70+ page PRD analyzing customer friction across fragmented travel planning. Built supervisor-worker AI loops coordinating specialized sub-agents with automated budget constraint validation.
Managed product backlogs across 60+ platforms and 35+ accounts in Jira. Spearheaded critical rendering path optimizations to deliver sub-1-second LCP, recovering an estimated 14% of mobile checkout drop-offs.
Discovered operational bottlenecks across customer fulfillment and HR squads. Designed SQL stored procedures and CRM webhooks that cut 70% of manual data transcription drag.
Transitioning from full-stack technical delivery to high-leverage Product Management.
Continuous technical skill acquisition aligned with modern product demands.
BITSoM (BML Munjal University)
Comprehensive training in LLM architectures, multi-agent swarms, RAG pipelines, and AI product monetization.
IIT Kanpur (CEP)
Rigorous algorithmic problem solving, data structures, and script automation for technical operations.
Microsoft
Enterprise AI deployment, prompt safety guardrails, and Azure cognitive service integration.
Deep-dives, frameworks, and operational strategies written from a Technical Product Manager perspective.
Explore architectural guides on Multi-Agent Systems, Core Web Vitals to sub-1s, RICE prioritization, API contract design, and Experimentation rigor. Our dedicated blog provides a clean, distraction-free reading experience.
Visit Dedicated Blog & AI InsightsI am actively exploring Associate Product Manager, Technical PM, and AI Product Manager opportunities. I enjoy turning complex customer and engineering problems into measurable product outcomes.