Multi-Agent LLM
Jio Financial AI Assistant
Scalable multi-agent LLM assistant integrated into the JFS super app — RAG retrieval, evaluation harness and custom safety armor.
50M+ users · 80% workload reduction
Available for Senior AI roles · open to relocateBuilding AI systems
Building AI systems
that serve 50M+ users.
AI Manager with 7+ years architecting multi-agent LLM platforms, RAG pipelines, and production-grade Generative AI on AWS, Azure and GCP.
LangGraphRAGVertex AIAWS BedrockPipecatLivekitMulti-AgentFastAPIPyTorchKubernetesLangChainGCPRedisPostgreSQLComputer VisionOCRGoogle ADKMLOpsLangGraphRAGVertex AIAWS BedrockPipecatLivekitMulti-AgentFastAPIPyTorchKubernetesLangChainGCPRedisPostgreSQLComputer VisionOCRGoogle ADKMLOps
0M+
Users served by AI systems built
0+
Years in Applied AI & ML
0%
Support requests auto-resolved
0M
Research papers indexed
// about
I architect intelligent systems that move from research notebooks to production scale.
Currently Band II Manager — Artificial Intelligence at Jio Financial Services, where I built and launched a multi-agent AI chatbot from scratch, scaling to 50M+ users. Previously led 10-engineer teams shipping voice agents, computer vision, and enterprise GenAI workflows.
Generative AI
Multi-agent LLM systems, RAG, LangGraph, LangChain, ADK.
AI Architecture
Orchestration, vector DBs, model armor, observability.
ML Engineering
PyTorch, TensorFlow, MLOps, CI/CD, model monitoring.
Cloud Native
AWS Bedrock, Vertex AI, GKE, Cloud Run, Data Lake.
// experience
A timeline of shipped AI.
Jun 2025 — Present
Band II Manager, Artificial Intelligence
Jio Financial Services
- Built & launched a multi-agent AI chatbot from scratch, scaling to 50M+ users.
- Developed input/output armor outperforming Google's armor for chatbot safety.
- Designed RAG retrieval pipelines on Vertex AI; enterprise infra on AWS Bedrock & GCP.
- Led GenAI workflow automation that cut operational workload by 80%.
- Engineered LLM evaluation framework with automated simulations for accuracy & reliability.
Oct 2023 — Jun 2025
AI Lead
Indian Tec Solutions
- Led a 10-engineer team delivering Generative AI & Computer Vision solutions.
- Shipped LLM products with LangChain, LangGraph, Livekit, and Redis.
- Built voice-enabled Agentic AI with Pipecat & Livekit, automating inbound/outbound calls — 65% manual effort saved.
Jul 2022 — Oct 2023
Machine Learning Engineer
LenDenClub
- Built fintech credit decisioning & customer analytics ML systems.
- AI-based customer support automation handling 97% of queries.
- Fraud detection models, predictive risk scoring, FastAPI services on AWS + Docker.
Jul 2020 — Jun 2022
Machine Learning Engineer
Luein Analytics
- Insurance claim automation: reduced processing from 4–5 hours to 5 minutes.
- AI damage assessment models for car insurance underwriting.
- KYC verification automation: 20 minutes → 1 minute. Led 3D car reconstruction AI system.
Nov 2018 — May 2020
Computer Vision Engineer
Indian Tec Solutions
- Vision algorithms for industrial robotic automation.
- 6-DOF robotic arm AI saved 2 hours of cycle time daily.
- IoT-based agricultural automation for water sprinkler control.
// selected work
Projects that moved real metrics.
A complete tour across GenAI, computer vision, robotics and fintech — each with the impact it shipped.
LLM Safety · GenAI
Custom Model Armor (Input/Output)
Built proprietary input/output guardrails for chatbot safety, benchmarked against and outperforming Google's Model Armor.
Outperformed Google Armor on internal benchmarks
Evaluation · Simulation
LLM Evaluation Framework
Automated simulation framework to evaluate LLM accuracy, faithfulness and reliability across regression suites.
Continuous quality gating for production LLMs
Voice AI · Agents
Voice Agentic AI (Pipecat + Livekit)
Voice-enabled agentic system automating inbound & outbound calls, integrated with telephony and CRM.
65% manual effort saved
NLP · Automation
AI Customer Support Automation
Email & chat automation handling fintech customer support end-to-end without human intervention.
97% of queries auto-resolved
ML · Risk
Fintech Credit Decisioning
Credit scoring, fraud detection and predictive risk models served via FastAPI on AWS + Docker.
Real-time underwriting decisions
Computer Vision
Insurance Claims Damage Detection
Automated vehicle damage detection pipeline for insurance underwriters, end-to-end claim processing.
4–5 hours → 5 minutes
OCR · Identity AI
Smart KYC Verification
Identity verification & document validation used across financial institutions in India and Indonesia.
20 min → 1 min verification
3D · Vision
3D Car Reconstruction AI
Led an AI system reconstructing 3D models of cars from multi-view photos for insurance underwriting.
First-of-its-kind underwriting tool
Multi-modal AI
Document Question Answering
Framework combining text, layout and image features to answer questions over enterprise documents.
Enterprise document intelligence
Data · Search
ResearchGPT
Large-scale data enrichment indexing 270M research papers via distributed scraping & Elasticsearch.
270M papers indexed
Robotics · Vision
6-DOF Robotic Arm AI
Vision-guided control for industrial 6-DOF robotic arm, computing pick/place trajectories on the fly.
2 hours of cycle time saved daily
IoT · Edge ML
IoT Smart Agriculture
IoT-based agricultural automation controlling water sprinklers via sensor fusion and on-device ML.
Automated irrigation at the edge
Computer Vision · Defence
Indian Air Force Vision Systems
Computer vision algorithms for defence robotic automation projects with the Indian Air Force.
Mission-critical CV deployments
// toolkit
The stack I ship with.
Generative AI
LLM SystemsRAGLangGraphLangChainGoogle ADKMulti-AgentModel ArmorPipecatLivekitTransformersNLPComputer VisionOCR
ML Engineering & MLOps
PyTorchTensorFlowCI/CD for MLDockerKubernetesModel MonitoringAI Observability
Backend & Data
PythonFastAPIFlaskPostgreSQLMongoDBRedisVector DBsGraph DBsSupabaseWebsocketsSSE
Cloud
AWSAzureGCPAWS BedrockAzure OpenAIVertex AICloud RunGKEData LakeAthena
Frontend
ReactNext.jsStreamlitGradio
// recognition
Awards, research & leadership.
Indian Air Force Mehar Baba Prize
Winner — Swarm Drone Competition.
AI Educator & Mentor
Conducted robotics and AI workshops for 300+ engineering students. Organized events on robotics, AR and ML.
Published Research
International Journal for Interdisciplinary Innovative Research — applications of technology in health and energy.
// let's build
Have an AI problem
worth solving?
Open to senior AI roles globally — visa sponsorship welcomed. Always happy to talk about agents, RAG, evaluation and shipping models at scale.
sahil.a.panindre@gmail.comMumbai • Open to relocate