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AI ENGINEER · ANDROID DEVELOPER

Building intelligent systems, from AI agents to Android apps.

I build AI-powered applications, agentic workflows, and native Android experiences.

AGENT_GRAPH :: ACTIVE

ABOUT ME

Engineering systems at the intersection of AI & Android.

I work across intelligent AI systems and native Android software, with a focus on precision, performance, and architectural clarity.

Vicky Raut Professional Portrait

My work spans AI agents, LLM applications, RAG pipelines, and native Android development. I enjoy turning complex technical ideas into reliable software, from reasoning workflows and tool-calling systems to high-performance Kotlin applications.

2026

Agentic AI & RAG Systems

Designing multi-agent workflows, tool-calling pipelines, and RAG systems using LangGraph, LangChain, and MCP.

2024 - 2025

AI Engineering & Computer Vision

Developed a cloud-based smart traffic management system at IIIT Surat, building real-time YOLO vehicle detection pipelines and integrating Django backends with AWS, Raspberry Pi 5, and Jetson Nano deployments.

2024 - 2025

Club Lead, Enlectic Research Center (ERC)

Led the college's Enlectic Research Center for 2 years, driving technical research initiatives and mentoring student projects.

2023 - 2026

B.E. Computer Science

Pursuing a B.E. in Computer Science (CGPA 8.2) at Government College of Engineering, Avasari, Pune: an NBA-accredited institute, the only government engineering college in Pune.

2022 - 2023

Native Android Development

Built and shipped Android applications in Java using MVC/MVVM architecture with a MySQL backend at Mountreach Solutions, implementing features, fixing cross-version compatibility issues, and applying SOLID principles.

2020 - 2023

Computer Science Foundation

Completed a Diploma in Computer Engineering at Government Polytechnic Murtizapur, graduating 1st Rank with 89.66%, building core foundations in DSA, OOP, and systems programming.

2020

School Education

Completed Class 10th at Jijamata Vidya Mandir, Mumbai, with 89.80% (2nd Rank).

// I build systems that reason, not just respond.

EXPERIENCE

Work History & Milestones

A record of technical leadership, agentic AI architecture, and production Android engineering.

Indian Institute of Information Technology, Surat

Part-Time Software Developer

Mar 2024 - Jan 2025
  • Contributed to a cloud-based smart traffic management system for intelligent signal control using AI and IoT technologies.
  • Developed and optimized real-time computer vision pipelines using YOLO for vehicle detection, tracking, and traffic analysis.
  • Integrated backend services with Django and collaborated on deployment workflows across AWS, Raspberry Pi 5, and Jetson Nano.
PythonYOLODjangoAWSRaspberry Pi 5Jetson NanoComputer Vision

Apna College

Teaching Assistant

May 2024 - Aug 2024
  • Mentored 150+ students in Data Structures and Algorithms through one-on-one guidance.
  • Resolved coding doubts and strengthened problem-solving skills across a large student cohort.
  • Reinforced core DSA fundamentals through structured explanations and practical problem sets.
DSAJavaPythonMentorship

Mountreach Solution Pvt. Ltd.

Android Developer Intern

Oct 2022 - Feb 2023
  • Developed Android applications using Java, implementing MVC and MVVM architecture with a MySQL backend.
  • Built application features, fixed bugs, and improved compatibility across multiple Android versions.
  • Applied SOLID principles and debugging best practices to strengthen code quality and maintainability.
JavaMVVMMVCMySQLAndroid SDK

SKILLS & CAPABILITIES

Technical Stack & Developer Toolbox

Production-tested frameworks, agentic AI systems, and native mobile architecture.

Programming
KotlinPythonTypeScriptJavaScriptJavaSQLC++HTML/CSS
AI & LLMs
LangChainLlamaIndexRAG SystemsMulti-Agent WorkflowsVector EmbeddingsPrompt EngineeringTool CallingEvals & Benchmarks
Backend
FastAPINode.jsNext.js App RouterREST APIsWebSocketsgRPCMicroservices
Android
Jetpack ComposeCoroutines & FlowClean ArchitectureHilt / DaggerRoom DatabaseWorkManagerTensorFlow LiteRetrofit
Databases
PineconeChromaDBPostgreSQLMongoDBSQLiteRedisVector DBs
Cloud
VercelAWS (S3, EC2, Lambda)Google Cloud PlatformFirebaseDockerEdge Functions
Tools
Git & GitHubCursorLinux / BashPostmanAndroid StudioVS CodeCI/CD PipelinesFigma

SELECTED WORK

Featured Projects & Engineering Case Studies

Production systems, autonomous agent workflows, and native mobile apps.

FEATURED SPOTLIGHT
Architecture Overview

Agentic Blog Generator

Agentic Blog Generator

PROBLEM

Traditional single-prompt LLM generation produces unstructured content, generic titles, and rigid language constraints: manual SEO research, drafting, and translation are slow and fragmented.

SOLUTION

Designed a deterministic LangGraph state machine coordinating three specialized agents (SEO title generation, structured long-form content generation, and dynamic multi-language translation) with full LangSmith observability into each step.

IMPACT

Delivered a production-ready pipeline generating SEO-optimized, structured blogs in over 20 languages, exposed via both a FastAPI REST endpoint and a Streamlit interface.

PythonLangGraphLangChainGroq (Llama 3.1)FastAPIStreamlitPydanticLangSmith
AI ProjectMulti-Agent AI Assistant

Multi-Agent AI Assistant

Built a unified Streamlit application integrating AI agents for general research, web search, and AI news summarization using LangGraph state-based workflows.

PythonStreamlitLangGraphLangChainTavily SearchOpenAI APIGemini APITool Calling
AI ProjectReal-Time Criminal Activity Detection System

Real-Time Criminal Activity Detection System

Developed a deep learning-based surveillance system to detect criminal activities from CCTV footage using spatio-temporal video analysis. Findings were published in a peer-reviewed research paper.

PythonYOLOv8TensorFlowOpenCVFastAPIReactPostgreSQL
Featured ProjectTouristo

Touristo

Built an Android application for discovering tourist destinations, featuring user authentication, maps integration, and a booking system.

JavaXMLFirebaseMySQLMVVMGoogle MapsPHPPayment Gateway
ANDROID • ON-DEVICE AIRipe Papaya Detector

Ripe Papaya Detector

Built a native Android app in Kotlin that runs a self-trained YOLOv8 model on-device via TensorFlow Lite to detect papayas and predict their ripeness stage directly from the camera or gallery images: no server or internet connection required.

KotlinXMLTensorFlow LiteYOLOv8AndroidOn-Device ML
AI ProjectMicroblog

Microblog

Built and deployed a lightweight microblogging web application using Flask, with a clean templated frontend and Docker-based deployment.

PythonFlaskDockerHTML/CSS

AI ENGINEERING & SYSTEMS

Autonomous Agents, RAG & LLM Architecture

A capability showcase focused on system design, probabilistic reasoning, and production execution.

Agentic AI

Designing autonomous multi-step decision workflows that dynamically select tools, execute actions, and self-correct based on feedback loops.

LLM Applications

Building production-ready LLM application architectures with strict JSON output validation, fallback routing, and low-latency streaming.

RAG Systems

Engineering hybrid vector-sparse retrieval pipelines with semantic reranking and reciprocal rank fusion over large enterprise datasets.

Multi-Agent Systems

Orchestrating specialized agent teams with distributed state machines, role allocation, and structured inter-agent message passing.

Prompt Engineering

Developing systematic prompt optimization techniques, few-shot contextual framing, and chain-of-thought reasoning protocols.

AI Automation

Automating end-to-end business workflows by coupling AI model decisioning with backend API webhooks and data pipelines.

Tool Calling

Configuring deterministic function execution interfaces enabling models to safely query databases, APIs, and computational tools.

Model Evaluation

Implementing rigorous synthetic evals, hallucination detection benchmarks, and cost-latency profiling for model selection.

Agentic AI Pipeline

Multi-Agent Execution Workflow
01

User Intent & Prompt

Structured Intent Framing

02

Reasoning & Tool Execution

Dynamic Plan & Function Execution

03

Context Retrieval

Contextual Vector Synthesis

04

Verified Output

Verified Output Generation

ANDROID ENGINEERING

Native Mobile Architecture & High-Performance Apps

Crafting reactive, offline-first Android software with modern Kotlin toolchains.

09:41
JETPACK COMPOSE + ROOM
ACTIVE MODULE

KronoSync Mobile

Offline-First Sync Engine

P99 Sync Latency < 45ms
Architecture

MVVM Architecture

State Management & Unidirectional Flow

Separating UI state from business logic using StateFlow, SharedFlow, and ViewModel lifecycle handlers for deterministic UI rendering.

Architecture

Clean Architecture

Decoupled Domain & Data Layers

Enforcing clear boundaries between UI, domain use-cases, and repository data sources for high testability and maintainability.

UI Framework

Jetpack Compose

Declarative UI Framework

Building responsive, hardware-accelerated native UIs with declarative composables, custom state hoisting, and smooth animations.

Database

Room Database

Offline-First Encrypted Storage

Architecting local SQLite relational schemas with Room ORM, Flow reactive queries, and automatic schema migrations.

Networking

Retrofit & OkHttp

Type-Safe REST & HTTP Client

Handling asynchronous REST APIs with type-safe interfaces, custom interceptors, auth token refresh, and JSON serialization.

Cloud Services

Firebase Integration

Realtime & Push Infrastructure

Integrating Firebase FCM push notifications, Analytics, Crashlytics, and Remote Config for real-time app telemetry.

RESEARCH & PUBLICATIONS

Peer-Reviewed Publications & Technical Papers

Academic research focusing on multi-agent orchestration, retrieval systems, and model optimization.

IEEE Conference on Artificial Intelligence (CAI) · 2025

Autonomous Multi-Agent Tool Orchestration in Complex Reasoning Domains

ABSTRACT

This paper presents a graph-based stateful orchestration framework for multi-agent LLM systems performing complex tool calling. By decoupling intent planning from function execution and introducing schema verification at intermediate nodes, we eliminate cyclic agent loops and invalid API payloads.

METHODOLOGY

Implemented a deterministic finite state machine (FSM) over asynchronous Python event loops, evaluating tool calling against a benchmark suite of 1,500 multi-step reasoning tasks.

KEY RESULTS

Achieved a 68% reduction in task execution step failures and a 2.3x speedup in end-to-end task completion latency compared to standard ReAct agent baselines.

ACM SIGIR Workshop on Neural Information Retrieval · 2024

Hybrid Sparse-Dense Retrieval Fusion for Multi-Turn Technical Question Answering

ABSTRACT

Standard dense vector embeddings struggle to preserve exact keyword matching in domain-specific technical documentation. We introduce a Reciprocal Rank Fusion (RRF) algorithm combining BM25 sparse keyword indices with fine-tuned dense embeddings.

METHODOLOGY

Evaluated hybrid retrieval over 100,000 dense technical document chunks, applying neural cross-encoder reranking on top-50 candidate passages before context synthesis.

KEY RESULTS

Increased retrieval Precision@5 from 64.2% to 91.4% and Mean Reciprocal Rank (MRR) by 28.5% over pure vector search baselines.

RECOGNITION & CREDENTIALS

Certifications & Notable Achievements

Verified technical credentials, leadership roles, and academic honors.

01 / Technical Certifications

DeepLearning.AI / Coursera

Deep Learning Specialization

Issued: 2024
Neural NetworksPyTorchCNNsSequence Models
Google Developers

Associate Android Developer

Issued: 2023
KotlinJetpack ComposeAndroid Architecture ComponentsRoom DB
DeepLearning.AI

LangChain & LlamaIndex AI Architect

Issued: 2024
Agentic AIRAG SystemsVector EmbeddingsPrompt Engineering
Amazon Web Services

AWS Certified Cloud Practitioner

Issued: 2023
AWS CloudEC2S3LambdaIAM Security

02 / Achievements & Recognition

ACADEMIC RESEARCH

IEEE Research Publication

IEEE Conference on AI Systems (CAI) · 2025
Peer-Reviewed Paper

Published peer-reviewed paper on autonomous multi-agent tool orchestration frameworks in complex reasoning domains.

ACADEMIC EXCELLENCE

Diploma First Rank (Gold Medalist)

Board of Technical Education · 2021
Rank 1 / 450+

Ranked 1st out of 450+ students in Computer Engineering diploma program with a 98.4% aggregate score.

LEADERSHIP

Android Development Club Lead

Developer Student Clubs · 2022 – 2024
300+ Mentored

Led technical workshops on Jetpack Compose, Kotlin Coroutines, and Clean Architecture for over 300 student engineers.

ACADEMIC ACCOMPLISHMENT

Teaching Assistant – AI & Machine Learning

Department of Computer Science · 2023 – 2024
Capstone Advisor

Assisted professors in grading assignments, conducting lab sessions, and guiding final-year AI capstone projects.

COMMUNITY IMPACT

NSS Technical Volunteer Lead

National Service Scheme (NSS) · 2022 – 2023
Community Leadership

Organized digital literacy bootcamps and open-source software drives in rural community centers.

COMPETITIVE ENGINEERING

National AI Hackathon Grand Champion

National AI & Mobile Challenge · 2024
1st Place Winner

Won 1st place overall among 120 teams for building an offline-first edge AI camera system for Android.

GET IN TOUCH

Let's Build Something Intentional

Have a project in mind or looking for technical leadership in AI Engineering or Android?

Available for Q3/Q4 AI & Android contracts

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Whether you are architecting a multi-agent AI pipeline, building an offline-first Android app, or looking for an engineering consultant, my inbox is always open.

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