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SSM
Work

Selected systems, each with proof attached.

Fewer projects, told properly. Every one started as a messy, high-stakes problem and ended as something that ships and holds up.

Entry 01SIH 2025 Winner

TattvaDrishti

AI threat-intelligence platform

An end-to-end platform that detects, attributes, and explains LLM-powered misinformation for analysts.

Content
Detection
Attribution
Risk score
Analyst dashboard
yr 2025FastAPINext.jsPyTorch
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Entry 02arXiv Paper

LLM Reliability Research

Hallucination detection · LLM Lens

Detecting hallucinations from inside the model — reading hidden states before unreliable text reaches a user.

Prompt
Model
Hidden states
Probe
Reliability signal
yr 2025–presentPyTorchTransformersHugging Face
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Entry 03Patent Published

Rakshak

Autonomous surveillance rover

A real-world autonomous rover for perimeter surveillance — perception, localization, and safety holding together in the field.

Sensors
Perception
Localization
Control
Autonomous patrol
yr 2026Jetson NanoPixhawkLiDAR
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Entry 04Full-stack AI

LingualLink

Real-time multilingual chat

A real-time chat platform that translates across languages live, built on a production-shaped stack.

Message
Inference
Translation
WebSocket
Delivery
yr 2025FastAPINext.jsWebSockets
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Entry 05Active Prototype

AstraOS

Memory-augmented AI workspace

A privacy-first personal AI workspace with persistent memory and document-grounded retrieval.

Query
Retrieval
Memory
Local LLM
Response
yr 2025–presentFastAPIReactTypeScript
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