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Anurag Kumar Singh
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Anurag Kumar Singh
Anurag Kumar SinghAI Engineer | Software Engineer

  • Founder & CEO at Magnence. AI Engineer & Software Architect specializing in production Generative AI, multi-agent frameworks, enterprise RAG pipelines, and distributed backends.
  • Engineered high-throughput cloud infrastructure and scalable APIs using Python, PyTorch, FastAPI, Next.js, PostgreSQL, Docker, and multi-cloud platforms (AWS/OCI/GCP).
  • Fine-tuned domain-specific transformer architectures (LoRA/QLoRA), deployed computer vision models, and built autonomous agents with LangGraph, CrewAI, and MCP.
  • Delivered 35+ end-to-end production software projects, translating ambitious engineering concepts into robust, scalable, and secure production software.
AUTONOMOUS AI AGENTSLANGGRAPH & CREWAIENTERPRISE RAGPYTORCH & TRANSFORMERSMCP PROTOCOLFASTAPI & PYTHONQDRANT & PGVECTORLLM EVALS & OBSERVABILITYAUTONOMOUS AI AGENTSLANGGRAPH & CREWAIENTERPRISE RAGPYTORCH & TRANSFORMERSMCP PROTOCOLFASTAPI & PYTHONQDRANT & PGVECTORLLM EVALS & OBSERVABILITY
DISTRIBUTED SYSTEMSKUBERNETES & DOCKERNEXT.JS 15 APPSPOSTGRESQL & REDISAWS & OCI CLOUDEVENT-DRIVEN ARCHITECTUREKAFKA STREAMINGCI/CD & DEVOPSDISTRIBUTED SYSTEMSKUBERNETES & DOCKERNEXT.JS 15 APPSPOSTGRESQL & REDISAWS & OCI CLOUDEVENT-DRIVEN ARCHITECTUREKAFKA STREAMINGCI/CD & DEVOPS
Specializations

Core Solutions

Generative AI & LLM Systems

Custom LLM architectures from scratch, instruction fine-tuning (LoRA/QLoRA), and high-throughput inference pipelines.

Agentic AI & RAG Architecture

Multi-agent orchestration (LangGraph, CrewAI, Agno, MCP), self-corrective RAG, and persistent memory workflows.

Full-Stack & Systems Engineering

High-performance web platforms and microservices using Next.js, React, FastAPI, Python, and PostgreSQL.

Cloud, DevOps & LLMOps

Containerized deployments with Docker, CI/CD, vector databases (Qdrant, FAISS), and LLM observability (Langfuse, LangSmith).

Capabilities

Engineering focus areas

01

AI Engineering

LLM applications, RAG systems, agent workflows, and AI integrations for production use.

Large Language Models (LLMs)Agentic Workflows (LangGraph, CrewAI)Self-RAG & Corrective RAGMCP (Model Context Protocol)Fine-tuning & LoRA/QLoRAVector Databases (Qdrant, FAISS)
02

Software Engineering

Backend systems, APIs, databases, and distributed architectures.

FastAPI & Express.jsPython & TypeScriptPostgreSQL & Drizzle ORMRedis & WebSocketsDocker & ContainerizationOCI, AWS & GCP Deployment
03

Deep Learning

Computer vision, neural networks, generative models, and inference optimization.

PyTorch & TensorFlowYOLOv8 Object DetectionTransformer ArchitecturesImage Colorization & DCGANsReal-Time Edge AIInference Optimization
04

Infrastructure

Cloud deployment, CI/CD, observability, and system architecture.

Langfuse & LangSmithCI/CD PipelinesREST APIs & WebhooksLinux & Shell ScriptingGit & Agile WorkflowsSystem Architecture & Design
Proficiency

Technical stack

01

Generative AI & Agentic Systems

Large Language Models (LLMs)Agentic Workflows (LangGraph, CrewAI)Self-RAG & Corrective RAGMCP (Model Context Protocol)Fine-tuning & LoRA/QLoRAVector Databases (Qdrant, FAISS)
02

Backend & Systems Engineering

FastAPI & Express.jsPython & TypeScriptPostgreSQL & Drizzle ORMRedis & WebSocketsDocker & ContainerizationOCI, AWS & GCP Deployment
03

Deep Learning & Computer Vision

PyTorch & TensorFlowYOLOv8 Object DetectionTransformer ArchitecturesImage Colorization & DCGANsReal-Time Edge AIInference Optimization
04

DevOps, LLMOps & Tools

Langfuse & LangSmithCI/CD PipelinesREST APIs & WebhooksLinux & Shell ScriptingGit & Agile WorkflowsSystem Architecture & Design
Selected Work

Projects

01AI & Agents

ApplyOps

Privacy-first self-hosted job hunting orchestrator consolidating multi-board crawlers, AI job-fit scoring, LaTeX resume tailoring, and Gmail OAuth interview tracking.

ReactTypeScriptExpressSQLiteDrizzle ORMDockerOpenAIGeminiGmail API
02ML/CV

UrbanMind

AI-powered urban traffic intelligence system using YOLOv8 edge computer vision to dynamically optimize signal timings and establish green corridors for ambulances.

PythonFastAPIReactTypeScriptYOLOv8OpenCVRedisWebSocketsDockerThree.js
03AI & Agents

SelfGPT-Studio

Local-first, self-hosted AI IDE for multi-file full-stack app generation, live preview, project snapshots/diffs, terminal execution, and specialized Builder/Security agents.

Next.js 14FastAPIPythonPostgreSQLDockerMonaco EditorWebSocketsGroqOpenAI

GitBrain-AI

04

AI-powered repository intelligence platform that analyzes codebases using autonomous agents to generate architecture diagrams, DFDs, workflows, and interactive Q&A in isolated containers.

PythonFastAPINext.jsDocker+4

PyPatch

05

OpenEnv Reinforcement Learning environment where autonomous AI agents interactively debug and patch buggy Python code across 3 progressive difficulty tiers.

PythonReinforcement LearningOpenEnvLLM Agents+2

GlacierRoute

06

Next-generation AI travel planning platform powered by 8 specialized LangGraph agents orchestrating complex multi-modal transit, stays, and dynamic itineraries.

Next.js 15FastAPILangGraphLangChain+4

SelfGPT

07

Secure multi-provider LLM chat with PDF RAG, real-time web search fallback, multi-turn memory, and LangSmith observability tracing.

TypeScriptNext.jsFastAPILangChain+3

llm-Finetuning

08

Complete implementation of a GPT transformer architecture from scratch in PyTorch with causal multi-head self-attention, instruction fine-tuning, and Streamlit chat UI.

PythonPyTorchTransformersStreamlit+3

FlowWatch-AI

09

Real-time financial fund tracking and anti-money laundering platform with AI anomaly alerts, Suspicious Transaction Report (STR) workflows, and graph-based flow tracing.

Next.jsReactJavaScriptTailwind CSS+2

AutoApply-Agent

10

Autonomous job application assistant for LinkedIn and Naukri featuring Gemini LLM parsing, automated profile filling, and live execution dashboard.

PythonPlaywrightGemini APIStreamlit+2

StayVise

11

Smart freelancer payment escrow system holding client funds securely and releasing payments automatically upon delivery verification, operated entirely via WhatsApp.

PythonFastAPIWhatsApp Cloud APIWebhooks+2

Agno-MCP-Search-UI

12

Agentic search interface connecting Agno multi-agent workflows to Airbnb and Firecrawl Model Context Protocol (MCP) servers for live web crawling and tool invocation.

PythonStreamlitAgnoMCP Servers+2
Experience

Career & Industry Experience

Leadership

Founder & CEO @ Magnence

Jan 2020 — Present · Bengaluru / Hybrid

Founded and lead Magnence, an AI-first technology company building intelligent software, automation systems, and enterprise digital solutions. Oversee company vision, product architecture, and engineering across Generative AI, LLMs, multi-agent frameworks, RAG, and cloud systems.

Industry Simulations

Data Science Job Simulation

Apr 2026 – May 2026

Lloyds Banking Group (Forage)

Built predictive customer churn model using Random Forest achieving 0.82 ROC-AUC. Performed data preprocessing, feature engineering, and hyperparameter tuning with GridSearchCV.

Software Engineering Job Simulation

Feb 2026 – Mar 2026

JPMorgan Chase & Co. (Forage)

Interfaced with JPMorgan Chase's Perspective library to process and visualize real-time stock market data feeds for trader dashboards with low-latency updates.

GenAI Job Simulation

Nov 2025 – Jan 2026

Boston Consulting Group (Forage)

Built an automated financial analysis chatbot in Python using Pandas to extract, parse, and analyze SEC 10-K and 10-Q filing data for consulting advisory workflows.

Recognition

Honors & Awards

01

Selected – MSME Idea Hackathon 6.0 (Top Innovation Proposals)

Ministry of Micro, Small & Medium Enterprises (MSME), Govt of India

Selected with 3 innovation proposals under Industry 4.0/5.0: Vision-Based Punch-Press Die Misalignment Detector, Multi-Spectral AI Scrap Metal Sorter, and Thermal-AI Defect Predictor.

Aug 2026
02

Finalist & Project Administrator – IEEE Summer of Code 2026

IEEE Student Branch, Graphic Era Hill University

Selected as a national finalist and served as project administrator guiding technical development to completion.

Jun 2026
03

Finalist – ExxonMobil Innovation Hackathon

Indian Institute of Science (IISc), Bengaluru

Advanced to the grand finale representing Team Group M1 at IISc Bengaluru for high-impact innovation.

Mar 2026
04

Rank 1 – ProdX 2026 (Product Strategy Competition)

Finance & Consulting Club, IIT Hyderabad

Secured 1st Rank across India for outstanding product strategy, technical architecture, and business viability.

Mar 2026
05

Top 100 – India Innovates 2026 (World’s Biggest Youth Innovation Summit)

India Innovates Summit · Bharat Mandapam, New Delhi

Selected in Top 100 out of 25,000+ teams across India for Digital Democracy tech innovation.

Feb 2026
06

Score 155 IQ – Official Intelligence Quotient Examination

Official IQ Examination

Scored 155 IQ, placing in the Genius / Very Superior intelligence percentile.

Oct 2025
07

Top 10 Finalist – Kharagpur Data Science Hackathon (KDSH) 2025

Kharagpur Data Analytics Group, IIT Kharagpur

National Top 10 finalist in data science and machine learning problem-solving challenge.

Jan 2025
Credentials

Certifications

Enterprise Data Science in Practice

IBM SkillsBuild · Nov 2025

Verify

Oracle Cloud Infrastructure 2025 Certified Generative AI Professional

Oracle University · Oct 2025

Verify

Oracle Cloud Infrastructure 2025 Certified Data Science Professional

Oracle University · Sep 2025

Verify

Oracle Autonomous Database Cloud 2025 Certified Professional

Oracle University · Sep 2025

Verify

Oracle Cloud Infrastructure 2025 Certified AI Foundations Associate

Oracle University · Sep 2025

Verify

Oracle Cloud Infrastructure 2025 Certified Foundations Associate

Oracle University · Sep 2025

Verify

Frontend Developer Certification

HackerRank · Jul 2024

Verify

Software Engineer Certification

HackerRank · Jul 2024

Verify

McKinsey Forward Program

McKinsey & Company · Jun 2026

Verify

Data Science Job Simulation

Lloyds Banking Group · May 2026

Verify

Software Engineering Job Simulation

JPMorgan Chase & Co. · Mar 2026

Verify

Software Engineering Job Simulation

Quantium · Mar 2026

Verify

GenAI Job Simulation

Boston Consulting Group (BCG) · Jan 2026

Verify

Data Analytics Job Simulation

Deloitte · Nov 2025

Verify
Education

Rungta College of Engineering & Technology, Bhilai

2022 - 2026

Bachelor of Technology (B.Tech) in Computer Science & Engineering (CGPA: 7.9/10). Focus on Artificial Intelligence, Machine Learning, Data Structures & Algorithms, DBMS, Operating Systems, and Distributed Computing. Vice President of Infinity Coders.

Vidya Bharti Chinmaya Vidyalaya, Jamshedpur

2007 - 2021

Senior Secondary Education (85%) in Science (Physics, Chemistry, Mathematics with Computer Science). Built strong fundamentals in analytical reasoning, programming, and mathematics.

Patent

Advanced Multifunctional Hip Bath Device Integrating Thermal Therapy, Aromatherapy, and Automated Sterilization

Application #202521015469

Government of India (Indian Patent Office) · Feb 2025

Role: Co-Inventor · MYCrave Consultancy and Services

Get in touch

Let's build something exceptional.

Available for enterprise Generative AI systems, multi-agent frameworks, production RAG pipelines, and high-performance backend architecture.