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AI ENGINEER · ANDROID DEVELOPER

Building intelligent systems, from LLM agents to Android apps.

Specializing in agentic AI workflows, RAG systems, and native high-performance Android engineering.

AGENT_GRAPH :: ACTIVE

ABOUT ME

Engineering systems at the intersection of AI & Android.

I build intelligent agentic systems and native Android software with absolute emphasis on precision, speed, and architectural clarity.

Vicky Raut Professional Portrait

With a strong engineering foundation in native Android development and applied artificial intelligence, I design software that bridges complex backend model reasoning with seamless user experiences. My work spans agentic AI workflows, retrieval-augmented generation (RAG) pipelines, tool calling, and high-performance Kotlin/Android apps.

2026

Agentic AI & Advanced RAG Systems

Designing multi-agent workflows, tool-calling pipelines, and autonomous decision systems.

2024 - 2025

AI Engineering & LLM Integration

Pivoted deeply into LLM architectures, vector retrieval, and production AI application development.

2022 - 2024

Native Android Software Engineering

Architected Kotlin apps utilizing Jetpack Compose, Clean Architecture, and high-throughput local databases.

2021

Computer Science & Systems Foundation

Graduated with honors, focusing on algorithm design, systems programming, and machine learning fundamentals.

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

EXPERIENCE

Work History & Milestones

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

NeuralCraft Systems

Senior AI Engineer & LLM Specialist

2024Present
  • Architected autonomous multi-agent tool-calling workflows reducing complex reasoning task latency by 42%.
  • Engineered hybrid vector-sparse RAG retrieval pipelines over multi-domain knowledge bases with sub-100ms P99 retrieval times.
  • Designed synthetic evaluation benchmarks (evals) to audit LLM hallucination rate and JSON schema adherence across model updates.
PythonTypeScriptLangChainLlamaIndexPineconeFastAPIDockerOpenAI API

Apex Mobile Technologies

Lead Android Developer

20222024
  • Led the migration of legacy XML layouts to Jetpack Compose across a 1M+ MAU flagship Android application.
  • Implemented offline-first room database architecture with encrypted SQLite and background WorkManager synchronization.
  • Optimized app startup time by 35% through baseline profiles, lazy list memory tuning, and dependency injection refactoring.
KotlinJetpack ComposeCoroutines & FlowHiltRoom DBRetrofitJUnit / Espresso

Cognitive AI Labs

AI / Mobile Engineer

20212022
  • Integrated lightweight edge ML models (TensorFlow Lite / ONNX) directly into Android applications for real-time camera inference.
  • Built high-throughput REST APIs and WebSocket stream bridges for streaming model responses with minimal memory overhead.
  • Published comprehensive developer documentation and internal SDKs used by cross-functional engineering teams.
KotlinPythonTensorFlow LitePyTorchAndroid SDKREST / WebSocketsGit

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

AgentMesh Orchestrator

AgentMesh Orchestrator

PROBLEM

Multi-agent LLM workflows suffer from non-deterministic tool calling failures, unvalidated schema output, and high step latency.

SOLUTION

Designed a stateful graph-based orchestration engine featuring strict Zod/Pydantic schema verification, parallel tool execution, and automated fallback recovery.

IMPACT

Reduced agent execution step failures by 68% and dropped average multi-tool latency from 4.2s to 1.8s.

PythonTypeScriptLangChainFastAPIPineconeNext.jsDocker
Android AppKronoSync Mobile

KronoSync Mobile

Built a native Kotlin Android application with Jetpack Compose, Room DB encrypted local storage, and intelligent WorkManager exponential backoff synchronization.

KotlinJetpack ComposeCoroutines & FlowRoom DBHiltRetrofit
AI ProjectSemanticRAG Pipeline

SemanticRAG Pipeline

Engineered a hybrid sparse-dense retrieval pipeline incorporating BM25 keyword matching, Cohere reranking, and Reciprocal Rank Fusion (RRF).

PythonLlamaIndexChromaDBFastAPIOpenAI APIPyTest
Android AppEdgeCam AI Vision

EdgeCam AI Vision

Integrated quantized TensorFlow Lite and ONNX models on-device using Android CameraX and GPU delegate acceleration.

KotlinTensorFlow LiteCameraXONNXAndroid NDKOpenCV

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

Start a Conversation

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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