Nischala G.S.
Work

Systems worth opening up.

A compact index of product, research, and open-source work. Open any project for its implementation record and documented system flow.

Product & platform systems

Deployed and product-oriented engineering work.

5 systems

01

Distributed ML infrastructure

NEXUS

Distributed ML inference orchestration platform.

JavaSpring BootgRPCRedis

02

Entity resolution

Live

UBID Mesh

Unified Business Identity Platform for fragmented government records.

FastAPIReactNeo4jD3.js

03

Enterprise compliance

Live

ComplyLens

Salesforce-native DPDP compliance copilot.

SalesforceApexAgentforceData modelling

04

DevSecOps

Live

SENTINEL

Policy-based security evaluation platform and dashboard.

Spring BootFastAPIFlaskDocker Compose

05

Education technology

Live

Sahayak AI

Just-in-time coaching engine for rural teachers.

Offline-first architectureMultilingual NLPCache-first design

AI & research systems

Machine learning, computer vision, generative, and quantum ML work.

5 systems

01

Generative chemistry

MolGen

Interactive deep-learning system for molecular generation and property optimisation.

Deep LearningComputational ChemistryJupyter

02

Quantum ML · BCI

QNeuroGen

Quantum-enhanced EEG neural decoding system for mental-state classification.

PennyLaneCirqTensorFlowFlask

03

Computer vision

Automatic Number Plate Recognition

Local ANPR system developed during the Medical Sensors India internship.

YOLOv8PaddleOCRONNXTensorRT

04

Time-series modelling

Time Series Forecasting on SPY ETF

ARIMA and LSTM forecasting notebook for SPY ETF data.

PythonARIMALSTMTensorFlow

05

Deep learning

TinyTransformer

GPT-like transformer architecture built from scratch.

PythonDeep LearningTransformer

Open source

A focused contribution to safer agent-tool execution.

1 systems

01

Open source

LangChain Tool Authorization

A merged tool-authorization contribution to LangChain.

PythonLangChain

Additional record

IntelliGauge — AI-Powered Manufacturing MonitorCradle-A Decentralized Finance AppPatient Healthcare Monitoring System