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AVAILABLE FOR 2026 ROLES

MILAN SONI

[01] AI ENGINEER · FULL STACK · RAG SPECIALIST

Engineeringintelligentsystems,multi-agent AI pipelines,andproductionRAG architectures.

AVAILABLE FOR 2026 ROLES

MILAN SONI

[01] AI ENGINEER · FULL STACK · RAG SPECIALIST

Engineering intelligent systems, multi-agent AI pipelines, and production RAG architectures.

Winner SIH '23 (Coal India & CMPDI)
PICET-26 Scopus Indexed Paper
6AI Agents Deployed
3+Enterprise Internships
46.9k★ Open Source · OmniRoute
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[02] Capability Matrix

What I build, and how deep I go.

Three internships, one national win, one Scopus-indexed publication. Here is the technical breadth behind those results — including 6 AI agents across 4 providers.

AI / LLM Engineering

Production RAG pipelines with hybrid search, multi-agent orchestration (6 agents), cross-encoder reranking, and evaluation harnesses.

LangChainLangGraphpgvectorFlashRankRAGAI AgentsHybrid Search
Depth95%

Full Stack (Next.js + FastAPI)

End-to-end web apps with Next.js 16 App Router, FastAPI async backends, Clerk auth, and enterprise-grade RBAC.

Next.js 16React 19FastAPITypeScriptClerk AuthPydantic v2SQLAlchemy 2.0
Depth92%

Data & Infrastructure

Multi-tenant databases with pgvector, Redis HNSW indexes, Docker orchestration, and $0/month free-tier deployments.

PostgreSQL + pgvectorSupabaseUpstash RedisDocker ComposeHuggingFace SpacesVercel
Depth85%

Systems Thinking

Algorithm design, scalable backend architecture, multi-provider AI orchestration, and cross-team delivery.

C++System DesignMicroservicesAsync ArchitectureReciprocal Rank Fusion
Depth88%
🏆 SIH 2023
National Winner
Ministry of Coal · Recognized by Coal India Limited & CMPDI

Built MiningNiti — an AI document intelligence platform with 6 specialized agents, hybrid RAG search, and compliance auditing. Deployed on $0/month free-tier infrastructure.

Official Results GitHub Repo
📄 Scopus Indexed
PiCET-2026
IET Conference Proceedings · Paper ID PU/PiCET26/COP/327

Co-authored research on the Hybrid Attention Temporal Framework for early LMS dropout prediction — F1 94.2% / AUC 96.1% across 7,935 students. Then built it into a working product: risk from week 2, explained scores, calibrated uncertainty and a published fairness audit.

Read Paper Live Product Source Code Certificate
⭐ Open Source
46.9k Stars
OmniRoute AI Gateway · 280+ Contributors

3 PRs merged (docs/i18n across 42 locales, Claude 5 Sonnet provider registry, accessible UI filter) — all shipped in v3.8.44/v3.8.45 releases. Plus a provider-flag design adopted into the maintainer's shipped fix.

GitHub Repo
Open to 2026 Roles

Full Stack
& GenAI
Engineer

8.10 CGPASDE / AI / GenAI Roles
Let's talk

Selected work · 2023 — 2026

Production-grade systems, not class projects.

🏆 SIH 2023 National Winner · Recognized by Coal India Limited & CMPDI

MiningNiti

AI-Powered Document Intelligence for the Mining Industry — transforming thousands of fragmented PDFs into an instantly queryable, citation-backed source of truth.

Next.js 16React 19FastAPIPostgreSQL + pgvectorSupabaseUpstash RedisClerk AuthGroqCerebrasMistralGeminiDocker
6
Specialized AI Agents
4
AI Providers (Free Tiers)
$0/mo
Infrastructure Cost
Read case study
📄 Scopus-Indexed Paper → Shipped Product · PiCET-2026 (IET Proceedings)

HATF Early Warning

Turning a peer-reviewed research paper into a working AI product — early dropout prediction that reaches educators before students disappear.

PyTorchFastAPINext.js 15React 19TypeScriptTailwind CSS v4pandasscikit-learnStreamlitpytestDockeruvRenderVercel
0.789
ROC-AUC at Week 2 of 8
28.4%
Escalated to Human Review
11
Models Benchmarked
Read case study
Enterprise AI NLP Platform

NLPForge

AI-Powered NLP Dataset Generator & Semantic Search Platform — transforming natural language queries into executable API test cases.

Next.js 16FastAPISQLAlchemy 2.0PostgreSQL 15Redis Stack 7.2FlashRankOllamaDockerTanStack QueryFramer Motion
Two-Stage
Retrieval Pipeline
8
LLM Providers
15+
Embedding Models
Read case study
AI Financial Intelligence Platform

FinSageAI360

Real-time financial intelligence dashboard built at OBG Outsourcing.

Next.jsNode.jsMongoDBPrismaJWTAI Analytics
+45%
Faster report cycles
+30%
Operational efficiency
RBAC
Enterprise-grade
Read case study
Freelance Project

SmartLearnX

A next-generation AI-powered LMS designed to transform online education into a personalized, intelligent, and data-driven learning experience.

ReactTypeScriptNode.jsFastAPIMongoDBRedisDockerMachine Learning
91.4%
Dropout Prediction Accuracy
0.89
R² Forecasting Score
24/7
NLP Chatbot Support
Read case study

Experience

Shipping inside real engineering teams.

Jul 2026

OmniRoute

Open Source Contributor

Remote

Diagnosed an HTTP 400 regression in the memory-injection pipeline affecting strict LLM providers (Xiaomi MiMo); proposed a declarative systemMessageMustBeFirst Zod schema flag adopted by the maintainer into the shipped fix — 25/25 Vitest + 30/30 Node test-runner coverage (PR #6225)
Built an accessible 'Configured Only' filter toggle for the provider-rankings dashboard, mapping live connection state to a filterable data grid — 168 additions across 4 files, 9/9 tests passing, shipped into v3.8.45 (PR #6245)
Integrated Claude 5 Sonnet into the claude_web provider registry with regression test coverage, shipping a verified signed commit within hours of the model's release (PR #6209, v3.8.45)
Audited and normalized 9 core docs + 20+ localized READMEs across 42 locales, removing untranslated Portuguese/Chinese prose and correcting stale architecture metrics (routing strategies 13→17, service modules 36→134) — passed docs-sync-strict CI gate with zero regressions (PR #6105, v3.8.44)
Proposed a schema extension (Issue #6241) to standardize effort and thinking parameters across the multi-provider routing platform for next-gen reasoning models

Oct – Dec 2025

nTheta Works Pvt. Ltd.

Full Stack Developer Intern

Remote

Built a two-stage semantic retrieval pipeline (Ollama embeddings → Redis HNSW → FlashRank cross-encoder reranking) for NLPForge, an enterprise LLM API testing platform — improved template matching accuracy by 40% and reduced manual QA effort by 60%
Shipped async FastAPI microservices + Next.js/TypeScript dashboards with Docker Compose orchestration and CI/CD on Linux servers

Jul 2025 – Aug 2025

Freelance Client

AI & Full Stack Developer

Remote

Built SmartLearnX, an AI-powered LMS, with a dropout prediction model (Logistic Regression, 91.4% accuracy) and academic performance forecasting (Random Forest, R² = 0.89) deployed as a FastAPI microservice alongside a React/Node.js frontend
Integrated NLP features (BERT for quiz generation, spaCy chatbot) serving 24/7 student support with sub-2-second response times under load

May – Jul 2025

OBG Outsourcing Pvt. Ltd.

Full Stack Developer Intern

Jaipur

Led FinSageAI360, a multi-tenant financial intelligence SaaS — cut monthly close reporting time by 45% and reduced manual operational effort by 30% through AI-driven anomaly detection and real-time KPI dashboards
Designed a JWT-authenticated REST API (Node.js/Express/MongoDB) with granular RBAC for multi-tenant data isolation

Jun – Aug 2024

Om Logistics Ltd.

Software Developer Intern

Delhi

Optimized enterprise document search by implementing LangChain + FAISS vector embeddings — reduced query latency by 70% across 10,000+ documents and improved retrieval accuracy by 40%
Built RESTful APIs (Node.js) to automate logistics workflows, eliminating 20% of manual data-entry tasks

Foundation

Education & Credentials.

B.Tech Computer Science

Global Institute of Technology

Jaipur, Rajasthan · Oct 2022 – May 2026

Core Coursework

Data Structures & AlgorithmsArtificial IntelligenceDatabase Management SystemsOperating SystemsComputer NetworksObject-Oriented Programming
8.10
Cumulative GPA
2026
Graduation Year

NASSCOM Certified

Full Stack Developer certification by IT-ITeS Sector Skills Council (2024).

Industry Credential

Hackathon Organizer

CodeFiesta (2023–2025). Managed logistics, scaling, and technical operations.

Community Leadership

Academic Leadership

Class Representative (2 yrs) and volunteer programming tutor for junior students.

Mentorship & Impact
🥇 First Place Winner · Jigyasa Event

Blockchain Technology Presentation

Awarded first place at GIT Jaipur for presenting advanced architectural insights into Blockchain technology, smart contracts, and decentralized systems.

View Presentation

Tooling Ecosystem

Python
FastAPI
Node.js
Express.js
LangChain
LangGraph
LLMs
RAG Pipelines
Hybrid Search
FlashRank
pgvector
Redis HNSW
Supabase
AI Agents
Python
FastAPI
Node.js
Express.js
LangChain
LangGraph
LLMs
RAG Pipelines
Hybrid Search
FlashRank
pgvector
Redis HNSW
Supabase
AI Agents
Python
FastAPI
Node.js
Express.js
LangChain
LangGraph
LLMs
RAG Pipelines
Hybrid Search
FlashRank
pgvector
Redis HNSW
Supabase
AI Agents
React 19
Next.js 16
TypeScript
JavaScript (ES6+)
C++
Tailwind CSS v4
Framer Motion
Clerk Auth
Groq / Cerebras / Mistral
Docker Compose
GitHub Actions
Vercel + HuggingFace
Linux
REST APIs
React 19
Next.js 16
TypeScript
JavaScript (ES6+)
C++
Tailwind CSS v4
Framer Motion
Clerk Auth
Groq / Cerebras / Mistral
Docker Compose
GitHub Actions
Vercel + HuggingFace
Linux
REST APIs
React 19
Next.js 16
TypeScript
JavaScript (ES6+)
C++
Tailwind CSS v4
Framer Motion
Clerk Auth
Groq / Cerebras / Mistral
Docker Compose
GitHub Actions
Vercel + HuggingFace
Linux
REST APIs

Writing

Articles & Insights

View all articles

Mar 12, 2024

25 min read
How I Built a Production-Grade Multi-Agent AI System That Won a National Hackathon — and What It Taught Me About Real-World GenAI

How I Built a Production-Grade Multi-Agent AI System That Won a National Hackathon — and What It Taught Me About Real-World GenAI

I built MiningNiti — an AI document intelligence platform for India's coal mining industry — using a multi-agent architecture, RAG-powered chat, and async background processing.

AIGenAISoftware Engineering

Dec 30, 2025

8 min readMedium

I Built & Shipped 10+ AI Agents. Here Is the Uncomfortable Truth About the Hype.

After shipping over 10 AI agents in production, I have hard-earned lessons about what the hype gets wrong. Here is what actually matters when building real-world AI systems.

llmai-agentsoftware-development

Dec 25, 2025

6 min readMedium

The AI Tools That Will Actually Matter in 2026 (From a CS Student Building Real Projects)

Not every AI tool earns a place in your workflow. As a CS student building production projects, here are the tools I keep coming back to and why they stand out.

generative-ai-toolssoftware-developmentfull-stack

Signals

What people say.

"Milan ships at the level of a senior engineer. He understands both the product and the model."
Engineering Lead
nTheta Works
"Rare combination of full-stack craft and applied AI judgement. He'd be a force in any startup."
Mentor
Industry Reviewer
"Took a vague problem and shipped a usable, production-grade AI system inside a week."
Project Sponsor
OBG Outsourcing
"Milan ships at the level of a senior engineer. He understands both the product and the model."
Engineering Lead
nTheta Works
"Rare combination of full-stack craft and applied AI judgement. He'd be a force in any startup."
Mentor
Industry Reviewer
"Took a vague problem and shipped a usable, production-grade AI system inside a week."
Project Sponsor
OBG Outsourcing
"Milan ships at the level of a senior engineer. He understands both the product and the model."
Engineering Lead
nTheta Works
"Rare combination of full-stack craft and applied AI judgement. He'd be a force in any startup."
Mentor
Industry Reviewer
"Took a vague problem and shipped a usable, production-grade AI system inside a week."
Project Sponsor
OBG Outsourcing
"Milan ships at the level of a senior engineer. He understands both the product and the model."
Engineering Lead
nTheta Works
"Rare combination of full-stack craft and applied AI judgement. He'd be a force in any startup."
Mentor
Industry Reviewer
"Took a vague problem and shipped a usable, production-grade AI system inside a week."
Project Sponsor
OBG Outsourcing

Open to Opportunities

LET'S TALK

Looking for someone to ship product end-to-end? From foundational GenAI features to scalable full-stack applications.

Start a conversation