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Aykay07/README.md
Anika Kothari -electronics × software × AI

learning never hits exit, only run.






About

ROLE
FOCUS
LOOP
BASED

3rd year,Btech, Electronics and Computer Science Engg.
software systems and applied AI, with a real embedded/hardware foundation underneath
Plan → Code → Test → Optimize
SRM Institute of Science & Technology, Chennai, India

Equally comfortable writing the firmware that reads a sensor and the pipeline that decides what to do with what it read. Recent work sits at that seam -safety research on software-defined vehicles, fault injection in simulation, ECU and kill-switch circuits on an actual kart, and AI systems that never touch hardware at all. Same instinct either way: find where the signal is lying to you, then fix it.



System Log

TIME PROCESS TAGS
2026 · MAY–JUL SDV & AI Automotive Safety Research Intern -IIT Indore SDV · SOTIF · Rust · STM32F407
2026 · FEB–PRESENT Electrical & Firmware -Team Full Throttle (GKDC Kart) C/C++ · ECU integration · kill-switch design
2026 · MAY–JUN Research Intern -Open Knowledge Initiatives × IIIT-H SPARQL · Wikidata · OCR pipelines
2025 · JUL–PRESENT Committee Member, Sponsorship & Mgmt -Aaruush corporate pitching · MoUs
2025 · DEC Industrial Trainee -Pi-Tech India (MSME Certified) Arduino · ESP32 · UART/I2C/SPI


Projects

 currently running

[ FEATURED ]

NEERAI -water-stress-aware compute scheduling

Data centres get sited and scheduled around latency and cost -almost never around water. NeerAI adds regional water stress as a real scheduling variable, not a footnote, and routes compute accordingly.

what it does -profiles workloads, predicts resource pressure, and runs a multi-objective optimizer (J = αC + βE + γWs + δL) across compute, energy, and water stress before a job ever gets placed.

what's built so far -the optimizer, a Python digital-twin harness for simulating infrastructure telemetry, and a routing layer that turns four competing variables into one decision. Still actively evolving.

Python · XGBoost · optimization · digital twins · telemetry


[ SW ] TECHY BHAI micro-learning platform

Full-stack platform delivering personalized tech content through a recommendation engine, with JWT + Google OAuth auth and a MySQL schema built around a user-interest graph.

Next.js Node.js Express MySQL


 done, working, out in the world

[ HW ] RAILSENTINALS track safety & hazard detection · SIH 2025 National Finalist

AI-vision + sensor fusion system for automated railway track defect monitoring. ESP32 nodes process ballast health and obstacle telemetry in real time; loco-aware braking logic computes emergency stopping distances on hazard detection.

ESP32 Embedded C++ Computer Vision Python

[ SW ] NEWSZ graph-based news exploration engine

Converts unstructured news into a navigable knowledge graph -custom adjacency-list structures, binary-heap priority queues, and Union-Find powering Dijkstra's and Kruskal's traversal modes, with LLM-based keyword extraction on top.

JavaScript (ES6+) Graphs Union-Find LLM APIs

[ HW ] AGRITECH closed-loop sensor controller

ESP32-based closed-loop controller processing real-time soil-moisture telemetry to trigger automated irrigation cycles. Implemented software hysteresis to kill relay chatter and cut power draw.

ESP32 Embedded C++ Hardware Control

[ SW ] ASCENDRA AI-driven career roadmap platform

Cross-platform app that treats skill growth like a dependency graph. LLM APIs generate adaptive roadmaps and missions with stateful context across sessions; Firebase handles real-time sync and auth.

Flutter Firebase LLM APIs

[ SW ] ADVERA blockchain ad-settlement & fraud resolution

Off-chain Python engine using Merkle-tree inclusion proofs to verify ad-impression records, with Solidity contracts that process submission hashes on-chain and auto-flag disputed activity.

Solidity Python MySQL Merkle Trees


FIELD NOTES

[2025] SIH National Finalist -RailSentinals, AI-vision track hazard monitoring system [2026] IIT Indore -SDV / SOTIF safety research [2026] OKI × IIIT-H -performance stipend, cohort of ~140 [——] National Spelling Bee -3rd place



Stack

LANGUAGESPython · C · C++ · JavaScript (ES6+) · SQL · Solidity · Rust (foundations)
WEB & BACKENDReact · Node.js · Express · REST APIs · JWT · Google OAuth · HTML/CSS
AI & AUTOMOTIVEML Fundamentals · LLM APIs · SOTIF · SDV Architectures · CARLA · LGSVL · NVIDIA DRIVE Sim · IPG CarMaker
EMBEDDED & HARDWARESTM32F407 · ESP32 · Arduino · CAN / UART / SPI / I2C · Digital Twins · OTA Updates
TOOLS & INFRAGit · MySQL · Firebase · Linux · Docker (learning) · Microservices (learning)


Contact

Building NeerAI, applying elsewhere, always open to the interesting kind of problem.


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