AI Systems Architect | Multi-Agent AI & Generative AI
Specialized in orchestrating 20+ agents, quality gating frameworks, and 0→50K user growth. Currently building JioCreate 3.0 at Jio Platforms - a 20-agent orchestration platform using Google Gemini 2.5 (Pro/Flash), Veo 3.0, and Imagen 4.0 for automated video production. Invented proprietary Audio Signature System and quality gating methodologies (8.1/10 threshold).
With an MBA from IIFT Delhi and a B.Tech from NIT Agartala, I've spent the last 3+ years architecting AI products that matter. My journey began with building Avighna from scratch—a digital healthcare platform that grew from 2,000 to over 10,000 users under my product leadership.
Currently at Reliance, I'm pioneering AI initiatives across media and retail verticals, from content moderation systems to LLM integrations. My approach? Cut through the hype, focus on measurable impact, and build products that actually ship.
I believe in automated quality systems, not armies of human reviewers. At JioCreate, I implemented 8.1/10 threshold across 6 dimensions with Critic-Refiner loops. Result: Production-ready output without manual QA bottlenecks.
Complex problems need specialized agents, not one GPT-4 call. I architect hierarchical systems (20 agents in JioCreate) where each agent masters one task. Result: Better quality + cost optimization vs. monolithic approaches.
I start products solo or with 2-3 people (Avighna: solo → 3). Once product-market fit is proven, I build systems to scale (automated pipelines, frameworks, quality gates). Result: 25X growth without 25X team size.
I optimize for retention, accuracy, and efficiency - not just user counts. Avighna: 55% bounce rate reduction matters more than 50K user headline. JioCreate: 8.1/10 quality threshold matters more than "20 agents" headline.
I implement bounded iteration loops (max 2-3 refinements) to prevent analysis paralysis. Fast iteration with quality gates beats slow perfection. Result: 80% deployment success vs. ~50% industry average.
└─ JioCreate: 20-agent hierarchical system in production
└─ Gemini 2.5 Pro/Flash, Veo 3.0, Imagen 4.0 deployed
└─ Avighna: 0→50K users in 18 months (25X growth)
└─ 8.1/10 threshold across 6 dimensions with automated gating
└─ 50K+ users, 3 medical center trials, 17% accuracy improvement
└─ Hierarchical agent design, quality gates, voice consistency frameworks
└─ ₹65 Cr portfolio, 80% deployment success, ₹150 Cr+ investment decisions
└─ Multi-model strategy: 6 Gemini Pro + 14 Flash agents for cost-quality balance
Google ADK, Vertex AI (Gemini 2.5 Pro/Flash, Veo 3.0, Imagen 4.0), LangChain, LangFuse, FastMCP
Python 3.12+, SQL, PostgreSQL, REST APIs, Docker, Kubernetes, Git, Postman
GA4, Power BI, Azure DevOps, GCP (Cloud Storage, Agent Engine), Figma
I've always been a systems thinker.
Started as a Quality Engineer at Fiat, optimizing manufacturing processes (saved ₹15.5L through Kaizen/defect reduction). Realized I wanted to build products, not just improve them.
Did my MBA at IIFT Delhi to learn business fundamentals, then joined Jio's AI Centre of Excellence in 2022 to apply systems thinking to AI.
Built my first 0→1 AI product: Avighna, a healthcare symptom checker. Started solo, scaled to 50K users in 18 months (25X growth), deployed across 3 platforms and 3 languages.
Now building my most complex system yet: JioCreate 3.0, a 20-agent AI platform for video generation. Invented the Audio Signature System, architected multi-model orchestration, and implemented quality gating frameworks that ensure production-ready output.
Leading a team of 14, managing ₹65 Cr AI portfolio with 80% deployment success.
What's next? I'm looking for principal PM or founding PM roles where I can architect novel AI systems at the frontier - whether that's AGI applications, multimodal AI, or the next paradigm shift.
Trusted By
Building AI products serving 450M+ users across healthcare and media
Recognition
Consecutive Star Performer - Reliance AI (FY 2023, 2024, 2025)
₹65 Cr Portfolio Leadership - 80% deployment success rate
All India Top 1% CBSE Class XII | NSO AIR 698
15+ Production Features Shipped - Serving 450M+ users