Sandeep Malviya | Agentic AI & ML Engineer

Bridging 5+ years of commercial software engineering across enterprise AI, healthcare IoT, and FinTech with autonomous multi-agent systems and applied machine learning.

Mobile & Full-Stack Systems→MSc Data Science (Distinction)→Agentic AI Systems (Exeter)

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01 // Production Mobile Systems (2021 – 2024)

The Engineering Foundation

Pragmatic, battle-tested client architecture built from the ground up—shipping live ride-hailing dispatch, crypto-enabled fintech rails, and real-time logistics systems.

2021 - 2023SDE II // Flutter ArchitectureSrinagar, India

NovoCabs (2021 - 2023)

Promoted from SDE to SDE II within 18 months, leading cross-platform Flutter architecture for a high-concurrency ride-hailing network serving both drivers and riders across Srinagar. Engineered low-overhead MQTT live geolocation synchronization under constrained network conditions, integrated Google Maps routing optimization and fare computation, and managed App Store and Google Play compliance.

Get it onPlay Store

Visit theWebsite

Dispatch ArchitectureProduction

Tracking: MQTT Live Sync
Promotion: SDE → SDE II (18 mo)
Release Ops: iOS & Google Play
Concurrency: Rider + Driver Fleets

2022 - 2026Lead Software Engineer // 5+ Year PartnerEnterprise POS

BringTheFood Restaurant POS Platform (2022 - 2026)

Architected and maintained client architecture for a commercial restaurant POS platform deployed across 20+ active restaurants over a sustained 5-year partnership. Reduced manual deployment overhead by ~95% across 20+ client restaurants by engineering a production CI/CD pipeline with GitHub Actions and Fastlane to build, code-sign, and deploy 80 Flutter applications within a 5-day release cycle. Sustained zero critical production failures while integrating dual admin and kiosk ordering interfaces, real-time WooCommerce API synchronization, and thermal receipt printer hardware.

Flutter Cross-PlatformWooCommerce API SyncFastlane CI/CD Automation20+ Active Restaurants~95% Overhead Cut

POS System TelemetryProduction Fleet

Commercial Fleet: 20+ Restaurants
CI/CD Pipeline: 80 Apps / 5-Day Cycle
Automation: ~95% Overhead Saved
Reliability: 0 Critical Outages (5y)

2021 - 2022Mobile Application Developer // FinTechChandorkar Tech · BBPS

BlockPay FinTech (2021 - 2022)

Architected a commercial mobile bill payments platform integrating the Bharat Bill Payment System (BBPS) across 20+ utility categories (Electricity, Water, Gas, Broadband, DTH, Municipal Taxes, Insurance, FasTag). Orchestrated consumer bill fetch, validation, payment gateway transitions, and receipt generation across 25+ integrated backend APIs, with Firebase Realtime Database powering instantaneous transaction updates.

Product UI · Concept Walkthrough

Core screens from the BlockPay build — wallet, BBPS rails, commission engine & settlement bridge.

Screen 01

BlockCoin VaultBLC // Live

Wallet Balance

14,820.50 BLC

Send / Swap

Staking

01. Proprietary BlockCoin Wallet

Screen 02

BBPS Hub35+ Billers

Power

FASTag

Fiber

Gas

Water

+30 More

Instant BBPS Settlement

02. 35+ BBPS Utility Bill Rails

Screen 03

Commission TreeMulti-Tier

Tier 1 Direct+8.5%

Tier 2 Network+3.2%

Downline NodesReal-Time Sync

Automated Payout Engine

03. MLM Commission Architecture

Screen 04

BLC → BBPS BridgeAtomic Swap

Rate FeedLive Oracle

Latency< 1.2s

Verified Receipt Ledger

04. Real-Time Settlement Bridge

Screen 05

Network TelemetryAudited

Active Nodes12,400+

Epoch Payouts100% Automated

Export Statement CSV

05. Network Analytics & Audit

2018 - 2022Independent Systems & Entrepreneurship

Independent Systems & Early Ventures (2018 - 2022)

Shipped custom client software across logistics, education, and retail via Upwork and independent contracts. Built ParcelApp (Google Maps API, real-time Firebase tracking, bilingual Portuguese localization) and MetroBrain Abacus. Published 5 native Android educational applications on Google Play Console for HSC students, and built an Augmented Reality mobile app with Unity and Vuforia SDKs at HostingDuty.

ParcelApp (Logistics)

Google Maps API, live Firebase tracking & bilingual Portuguese (pt-BR/pt-PT) localization.

5 HSC Educational Apps

Published native Android formula and study apps on Google Play Console for revision students.

AR & Enterprise Systems

Augmented reality (Unity / Vuforia) 3D projections and laundry operations dispatch workflows.

02 // Autonomous Intelligence & Neural Systems

The AI Frontier

Architecting autonomous multi-agent workflows, low-latency neuro-telemetry pipelines, and first-principles deep learning models.

Aug 2026 - PresentUniversity of Exeter

Agentic AI Engineer @ University of Exeter

Deployed 3 production AI agents (course-content reviewer, job-description generator, tender finder) for 5–10 academic staff, reducing task turnaround from 2–3 days to under 3 hours and saving an estimated £50,000/year. Architected multi-agent pipelines with AWS Bedrock, MS Copilot Studio, custom Model Context Protocol (MCP) tools, and institutional knowledge bases. Engineered an automated LLM evaluation framework (LLM-as-a-Judge / CARE benchmark) using Python and Playwright to execute automated regression test suites, score agent outputs against ground-truth criteria, and eliminate prompt regressions prior to deployment.

Autonomous Multi-Agent PipelinesModel Context Protocol (MCP)LLM-as-a-Judge / CARE BenchmarkAWS Bedrock & Copilot Studio£50,000/yr Saved

ChatBud Platform Exeter Agent Demo Repository

AGENT_METRICS // EXETER_COREACTIVE

Deployed Agents3 Production Agents

Annual Cost Impact£50k / Year Saved

Task Turnaround2-3 Days → <3 Hours

Regression Benchmark100% Pass (Playwright)

Dec 2022 - Aug 2024NeuroTech // Flutter, BLE & MQTT

Software Engineer (Flutter / IoT / BLE) @ Marbles Health

Achieved sub-100ms data transmission latency for real-time biometric telemetry (EEG, tDCS, SpO2, heart rate) by developing a low-latency BLE and MQTT communication layer between proprietary wearable hardware and Flutter mobile applications. Spearheaded dual-platform release engineering across iOS App Store and Google Play, navigating strict medical compliance reviews and health data governance with zero critical post-launch defects.

Sub-100ms BLE GATT StreamLive EEG, tDCS, SpO2 & HRMQTT Telemetry IngestionMedical Privacy & Compliance0 Critical Defects

EEG / tDCS STREAM250 Hz // BLE GATT

CH1: Prefrontal Cortex (Fp1/Fp2)Packet Loss < 0.01%

MSc Data Science Distinction & ResearchUniversity of Exeter

Applied Machine Learning & Deep Learning Research

Completed postgraduate research at the University of Exeter focused on financial sentiment analysis and equity forecasting using FinBERT and hybrid sequential neural networks (LSTM / GRU). Evaluated on 10,000+ domain-specific news articles, achieving 69.2% directional market prediction accuracy (+4.3 percentage points over baseline models). Previously served as Team Lead for a 4-person research team developing a Convolutional Neural Network (CNN) from first principles for real-time hand sign recognition, achieving 70% classification accuracy.

FinBERT Financial NLP69.2% Directional Market AccuracyHybrid LSTM / GRU NetworksCustom CNN from Scratch (70% Acc)MSc Distinction Honour

NEURAL_RESEARCH_GRAPHVERIFIED RESEARCH

Input DataText & Frame

FinBERT / ConvFeature Ext.

Dense LayerDropout + FC

PredictionForecast / Sign

Rigorous mathematical modeling and neural pipelines spanning financial sentiment analysis and computer vision gesture classification.

03 // Featured Work

Open-Source Projects

Shipping agents and reproducible analytics in the open — from Gemini-powered assistants to deployed data apps.

Flagship PlatformLive Demo & Code

ChatBud — Multi-Agent Workspace & Grounded RAG Platform

A stateful multi-agent messaging workspace built with Flutter 3.33+ and Firebase AI (Gemini 2.5 / 2.0). Features an on-device Grounded RAG engine with live verified citations to eliminate hallucinations, 16 curated agent personas, encrypted local vector memory vault (pure Dart cosine similarity), and a 100-query automated LLM evaluation suite (100% pass rate).

Flutter 3.33+Firebase AIGemini 2.5Grounded RAGVector Memory Vault

DartUpdated Oct 2026Apache-2.0★ 1

Open Live Demo View Repository

Python

Demo Repo

Stock Market AI — Multimodal Forecasting Platform

End-to-end multimodal predictive platform fusing quantitative technical indicators (RSI, MACD, Bollinger Bands, Moving Averages, OBV) with daily aggregated financial news sentiment extracted via FinBERT. Achieved 69.2% directional market prediction accuracy (+4.3% over baselines) across LSTM, GRU, SVR, and ARIMA models with an interactive Streamlit simulation dashboard.

PythonPyTorchFinBERTLSTM / GRUStreamlit

Updated Oct 2026MIT★ 1

Live Demo ↗GitHub ↗

Dart

Demo Repo

Exeter Academic Agent — Conversational Assistant

Intelligent conversational assistant powered by Google Gemini 2.5 API with sub-second time-to-first-token streaming, dynamic multi-tool routing for live campus library seat availability, Stagecoach bus schedules, and staff contact directories.

DartFlutterGemini 2.5Tool RoutingMCP

Updated Oct 2026MIT

Live Demo ↗GitHub ↗

Dart

Repo

FinPal — Shared Finance & Debt Simplification

Cross-platform shared expense and bill-splitting platform featuring a graph-based debt simplification algorithm to minimize transaction volume across multi-party settlements. Built with a responsive Flutter client (iOS/Android/Web) and high-throughput FastAPI backend with PostgreSQL and Redis.

FlutterFastAPIPythonPostgreSQLRedisDocker

Updated Oct 2026

GitHub ↗

PHP

Demo Repo

Secure e-Voting System

Production-hardened digital ballot web application engineered with layered Domain/Service/Repository architecture. Features database-enforced UNIQUE(voter_id, category_id) double-voting prevention, Argon2id password hashing, CSRF security, and a CLI test runner with 56 unit tests & 142 assertions.

PHP 8+MySQLBootstrap 5Argon2idUnit Testing

Updated Oct 2026Apache-2.0

Live Demo ↗GitHub ↗

Jupyter Notebook

Repo

Kaggle Analysis Showcase

End-to-end data science projects turning real Kaggle datasets into interactive Streamlit web apps across the full workflow — exploratory data analysis (EDA), automated feature engineering, model tuning, and deployment.

PythonPandasScikit-learnStreamlitMatplotlib

Updated Oct 2026MIT★ 1

GitHub ↗

View all repositories on GitHub

04 // Academic Honours & Certifications

Education & Credentials

Rigorous computer engineering foundations validated by distinction-level research and official industry credentials.

Formal Degrees & Research

Graduated with DistinctionSep 2024 – Sep 2025

Master of Science (MSc) in Data Science

University of Exeter

Dissertation: Stock return prediction using hybrid deep neural networks (LSTM) and FinBERT financial news sentiment analysis (69.2% directional accuracy).

Machine LearningData SystemsPython ProgrammingIntroduction to Data ScienceLearning from Data

First Class with Distinction2017 – 2022

Bachelor of Engineering (BE) in Computer Engineering

G.H. Raisoni College of Engineering and Management, Pune

Dissertation: Real-time hand sign recognition Convolutional Neural Network (CNN) built from first principles (Team Lead of 4, 70% accuracy).

Industry Accreditations

AnthropicAug 2026

Introduction to Model Context Protocol

Advanced MCP client-host architecture, dynamic tool exposure, and LLM context protocols.

ID: xxpvk3z4mqaaVerify Credential ↗

University of ExeterMay 2025

Exeter Leaders Award

Accredited leadership award recognizing outstanding extracurricular leadership, project management, and cross-functional collaboration.

University Accredited

University of ExeterJun 2025

Green Consultants Programme

Environmental sustainability consulting training delivering actionable recommendations for regional business operations.

Consulting Award

Google Developer Student Club ExeterNov 2024

Python Teaching Certificate

Taught core programming, data structures, recursion, and clean code principles to STEM undergraduates.

Verified InstructorVerify Credential ↗

Accenture North America / ForageNov 2024

Data Analytics & Visualization Job Simulation

Exploratory data analysis, stakeholder storytelling, and enterprise data modelling simulations.

ID: ETviFLYL2ezEez4ZJVerify Credential ↗

Coursera / GoogleApr – Jun 2023

Google Data Analytics Professional Certificates

Rigorous coursework in data preparation, question-driven exploration, and data analytics decision workflows.

ID: 95DV5VSKGXHM / YCLCGUE94T9RVerify Credential ↗