Scale
National Exam Proctoring Analytics
10,000+ camera-scale monitoring workflows for exam operations.
Selected shipped work
Proof that the systems exist.
A compact trail of agentic products, production computer vision, edge inference, and tools that moved beyond a demo screen.
Production CV
Production Video Analytics for Mines
Large-scale mine safety analytics across 7 deployed sites, with safety events, compliance alerts, dashboards, and edge/cloud monitoring.
12 analytics use cases across 7 mines; 1.4M+ AI events raised
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LangGraph product
Latent Story
A filesystem-centric multi-agent storybook pipeline with realtime streaming, generated illustrations, and print-ready PDF output.
Agents, image pipeline, persistent workspaces, PDF export
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Voice-first agents
FlowWriter
A Socratic ideation tool that turns voice conversations into blogs, tweets, SCAMPER explorations, and product notes.
Voice workflow, LLM agents, structured writing outputs
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More production deployments
More production deployments.
Additional shipped analytics work across exam operations, field safety, banking security, and industrial tracking.
Safety
Industrial Safety Monitoring
Safety analytics for field environments, including hazard and compliance monitoring.
Security
ATM Security Analytics
Security-focused video analytics for banking environments.
Operations
HPCL Wagon Tracking
Wagon tracking and counting workflows for industrial operations.
Personal project
Fun side build.
Where I can ship immediately
I build the layer between model output and real users.
The throughline is production judgment: state, latency, artifacts, monitoring surfaces, field hardware, and interfaces that make AI behavior usable.
Agentic systems
Multi-agent workflows with product-shaped outputs
I build agent loops around real artifacts: files, PDFs, voice flows, RAG contexts, tools, and stateful workspaces.
LLM systems
The layer between model output and real users
LLM work spans RAG, fine-tuning patterns, structured outputs, guardrails, workflow design, and product UX.
Production computer vision
Realtime analytics that survive field deployment
I have shipped smart CCTV analytics, industrial monitoring, and edge inference across RPi, CPU, and GPU targets.
AI engineering stack
Tools for products, pipelines, and deployment.
LangGraphRAGLLM agentsMulti-agent workflowsFine-tuningPyTorchTensorFlowTensorRTTFLiteOpenVINOEdge deploymentRaspberry PiCPU/GPU inferenceVideo analyticsObject detectionOCR pipelinesVector DB retrievalFacial recognition
Contact signal
Available for AI product engineering / consulting.
Contact
Available for AI product engineering / consulting
Useful when you need an agent product, LLM workflow, CV deployment, or prototype hardened into something people can use.
About
Experience and proof points
DeepSight AI Labs, independent AI products, industrial CV systems, and deployment history.
Code
HumanDotLearning
Public projects and experiments on GitHub.