Founder · AI Builder · Software Engineer

Ibuildtechnologythatturnsambitious ideasintosomethingreal.

Founder, engineer and builder working across AI, full-stack systems, products and technology communities.

Explore my work ↗About me ↗

Currently building → NayaMarg + NESTNashik, India

Founder

NayaMarg

AI-powered workforce infrastructure for India.

AI / Full Stack / Product

Founder

NEST

Nashik Ecosystem for Startups & Technology

AI for Good

1st Runner-Up

Agentic AIRAG

25+

GitHub repositories

20+

Hackathon experiences

Ventures founded — NayaMarg, NEST

Lead

Team Dark Arcane

Selected work

ThingsI'vebuilt end to end.

Solo build · FlagshipOpen source

Atelier

MCP quality gate for AI-generated code

AI coding agents optimise for less code, not correct code. Atelier adds the verification layer: two specialist critics — a UI/UX Quality Gate and a Backend Architecture Guard — run post-generation over an MCP server and return structured pass/fail verdicts with rule ID, severity, line and fix. atelier fix applies the remediation directly.

36: Mechanically gradeable rules
~12ms: Deterministic pass, zero API cost
5: Editors from one ruleset
Local: Qwen LoRA critic via Apple MLX

Rules checked by AST parsing, regex and JSON-schema validation — not vibes
Fine-tuned Qwen2.5-Coder QLoRA critic distilled from a frontier teacher model
Model fallback only for judgment calls the deterministic pass can't settle
Native MCP server plus adapters: Cursor, Windsurf, Claude Code, Antigravity, Copilot

MCPTypeScriptNode.jsPythonQLoRAQwen2.5-CoderApple MLXNext.jsTailwind

Live site ↗GitHub ↗npm ↗

atelier critiquepost-generation

Verdicts

UI-014 · Button.tsx:42
Hardcoded hex bypasses token system
UI-027 · Card.tsx:11
Focus ring removed, no replacement
BE-006 · api/user.ts:18
Unvalidated body reaches DB write
BE-021 · db/pool.ts:9
Connection pooling configured

Quality for all AI code.

Founder · FlagshipIn development

NayaMarg

AI-powered workforce platform

India's workforce discovery problem isn't a shortage of people or of jobs — it's a shortage of connection. NayaMarg connects skilled, semi-skilled and blue-collar workers to relevant opportunities using conversational AI, so a worker can be understood by a system without needing a résumé or digital fluency.

Conversational AI onboarding — voice-first, low-literacy friendly
Worker profiling from unstructured, spoken input
Semantic job matching with Sentence-BERT embeddings
Employer-side discovery and shortlisting

Generative AISentence-BERTNode.jsReactSupabaseVapi

SanjeevaniX

Healthcare AI

An AI-assisted healthcare product exploring how intelligent triage and structured medical context can make care decisions faster and better informed — with accessibility treated as a requirement, not a feature.

LLMsRAGReactNode.js

Dark Arcane

Agentic AI · Team lead

The team I build and compete with. Dark Arcane focuses on agentic AI systems — retrieval-augmented generation, persistent memory and multi-step autonomous workflows — and has placed at national hackathons across the country.

Agentic AIRAGMemoryAutomation

About

Abuilderbeforea

title.

I'm Ansh Rajore — a Computer Science student at Sandip University, Nashik, and a builder who is far more interested in what gets shipped than in what gets described.

My work sits where artificial intelligence meets real products: conversational interfaces, agentic systems, matching engines, automation and the full-stack scaffolding that makes them usable by ordinary people.

Alongside that, I build ecosystems — teams, hackathons and communities — because technology only compounds when the people around it do too.

Working principle

Build in public, ship in weeks, refine forever.

Every project on this page started as a rough idea in a notebook and ended as something people could actually open, use and break. That loop — idea, prototype, feedback, rebuild — is the whole method.

Prototype fastDesign with intentMeasure honestlyShip anyway

BUILD

Products, prototypes and systems — from an empty repository to something people can use.

THINK

Understand the system behind the problem before optimising a single line of it.

LEAD

Teams, hackathons and communities. Building people is part of building products.

IMPACT

Technology is only valuable when it changes something outside the codebase.

On stage

Speaker · Founder · Community builder

12+

Stages

5k+

Builders reached

National platforms

Speaking

Ideas worth building,
said out loud.

I speak the way I build — plainly, from lived work. Founding NayaMarg and NEST put me in front of students, founders, policymakers and national juries, and the talk is always the same underneath: the distance between an idea and a shipped thing is shorter than anyone tells you, and someone in the room has to go first.

Talent doesn't move — opportunity does

Why tier-2 India loses its best builders, and what changes when the ecosystem is built where they already are.

National Startup Day 2025

Building in public, at 19

A founder's case for shipping unfinished things — and letting the market, not the plan, do the editing.

BRICS National Pitch Platform

Agentic AI, without the theatre

What actually survives contact with real users once the demo ends and the workflow begins.

SUNHACKS · GenAI Hackathon

Invite me to speak ↗

The archive

Everything I've shipped, publicly.

View GitHub ↗

Ecosystem building

NEST

Nashik Ecosystem for Startups & Technology

Talent in tier-2 cities rarely lacks ability — it lacks proximity to opportunity. NEST is a student-driven ecosystem connecting students, developers, founders, startups, mentors and companies, so that Nashik builds its own gravity instead of exporting its best people.

StudentsDevelopersFoundersStartupsMentorsCompanies

NEST initiatives poster featuring Ansh Rajore

Build With Nashik

A building initiative that gets students and developers shipping real products for the city they live in.

Push & Pool Villathon

Taking technology problem-solving out of campuses and into villages around Nashik.

SUNHACKS

A GenAI hackathon organised at record-breaking scale, recognised by the Asia Book of Records.

Achievements

Built,competed, organised.

RUNNER-UP01

AI for Good Hackathon

1st Runner-Up

Team Dark Arcane

1,965 registrations · 187 teams advanced to Round 2 · 15 teams reached the Final Pitch.

WINNER02

Hack2Infinity

Winner

Team Dark Arcane

National-level hackathon — end-to-end build and pitch.

RUNNER-UP03

Smart Axis My India Hackathon

1st Runner-Up

Team Dark Arcane

From ideation to execution under pressure, judged on real problem-solving.

RUNNER-UP04

HackPrix

1st Runner-Up

Team Dark Arcane

National-level hackathon, Season 2 — competing with builders across the country.

LEAD05

NASA Space Apps Challenge

Backend Lead

Led backend engineering on an SDG / climate-focused challenge.

FINALIST06

Smart India Hackathon

National-Level Participation

Women-safety application built for a national problem statement.

SELECTED07

Mumbai Hacks

GenAI Hackathon

Participated in a GenAI hackathon associated with a Guinness World Records attempt.

SELECTED08

Kumbhathon

Technology Innovator

Innovation programme focused on city-scale technology problems in Nashik.

SELECTED09

Prarambh · National Startup Day

Selected Innovator

Represented Dark Arcane at National Startup Day 2025.

ORGANIZER10

SUNHACKS

Lead Organizer

Organised a GenAI hackathon at record-breaking scale, recognised by the Asia Book of Records.

ORGANIZER11

TechUdaan

Lead Organizer

Organised the event through a serious disruption on-site — chose safety and calm execution over panic.

SELECTED12

BRICS Youth Council Pre-Consultation

Selected to Pitch

Pitched at a national-level BRICS entrepreneurship platform.

SUNHACKS - lead organizer, GenAI hackathon at record scale

Pitching at the BRICS Youth Council pre-consultation

TechUdaan - leading the team through an on-site disruption

Smart Axis My India Hackathon - 1st Runner-Up

HackPrix National Level Hackathon - 1st Runner-Up

Trajectory

One year at a time.

2023

Started building

Began the Computer Science journey at Sandip University
First projects, first repos

2024

AI + full-stack exploration

Full-stack engineering
Hackathon circuit
Internship experience

2025

Scale and leadership

SUNHACKS as lead organizer
NayaMarg begins
Dark Arcane on the national hackathon circuit

2026

Ecosystems

Agentic AI systems
NEST — Nashik Ecosystem for Startups & Technology
Build With Nashik · Push & Pool Villathon

Stack

Tools, chosen for the job.

No stack loyalty, no résumé padding. Each of these earned its place by shipping something that had to work in front of real users.

Frontend

React
Next.js
TypeScript
JavaScript
Tailwind
GSAP
Three.js
React Three Fiber

8 tools

Backend

Node.js
Express
REST APIs

3 tools

Database

MongoDB
Mongoose
Supabase
Firebase

4 tools

AI

Generative AI
LLMs
RAG
Agentic AI
Sentence-BERT
TensorFlow
Scikit-learn
LLaMA

8 tools

Cloud

AWS
Vercel
Netlify
Railway
GitHub Actions

5 tools

Automation

n8n
Vapi
AI workflows
Data pipelines

4 tools

React✳Next.js✳TypeScript✳JavaScript✳Tailwind✳GSAP✳Three.js✳React Three Fiber✳Node.js✳Express✳REST APIs✳MongoDB✳Mongoose✳Supabase✳Firebase✳Generative AI✳LLMs✳RAG✳Agentic AI✳Sentence-BERT✳TensorFlow✳Scikit-learn✳LLaMA✳AWS✳Vercel✳Netlify✳Railway✳GitHub Actions✳n8n✳Vapi✳AI workflows✳Data pipelines✳React✳Next.js✳TypeScript✳JavaScript✳Tailwind✳GSAP✳Three.js✳React Three Fiber✳Node.js✳Express✳REST APIs✳MongoDB✳Mongoose✳Supabase✳Firebase✳Generative AI✳LLMs✳RAG✳Agentic AI✳Sentence-BERT✳TensorFlow✳Scikit-learn✳LLaMA✳AWS✳Vercel✳Netlify✳Railway✳GitHub Actions✳n8n✳Vapi✳AI workflows✳Data pipelines✳

FAQ

The short answers.

Who is Ansh Rajore?

A founder, AI builder and full-stack engineer based in Nashik, India. He works across AI systems, product engineering and technology communities — currently building NayaMarg and NEST.

What does Ansh build?

AI-native products and the systems around them: conversational and agentic interfaces, matching and recommendation engines, automation pipelines and the full-stack products they live inside.

What is NayaMarg?

An AI-powered workforce platform connecting skilled, semi-skilled and blue-collar workers with relevant employment opportunities through conversational AI, worker profiling and semantic matching.

What is NEST?

Nashik Ecosystem for Startups & Technology — a student-driven community connecting students, developers, founders, startups, mentors and companies so that talent doesn't have to leave the city to find opportunity.

What is Dark Arcane?

Ansh's building and hackathon team, focused on agentic AI systems: retrieval-augmented generation, persistent memory and multi-step autonomous workflows.

What technologies does Ansh work with?

React, Next.js, TypeScript, Node.js, Supabase and MongoDB on the product side; LLMs, RAG, agentic frameworks, Sentence-BERT and AWS on the AI side; n8n and Vapi for automation.

What kind of collaborations is Ansh open to?

Product and AI engineering work, founding-team collaborations, community and ecosystem initiatives, and problems that need someone to own them from problem to system to shipped product.

What is Ansh building right now?

NayaMarg, NEST, agentic AI systems and the Build With Nashik and Push & Pool Villathon initiatives.

Ibuildtechnologythatturnsambitious ideasintosomethingreal.

ThingsI'vebuilt end to end.

Abuilderbeforea

title.

BUILD

THINK

LEAD

IMPACT

Ideas worth building,said out loud.

Talent doesn't move — opportunity does

Building in public, at 19

Agentic AI, without the theatre

Everything I've shipped, publicly.

NEST

Build With Nashik

Push & Pool Villathon

SUNHACKS

Built,competed, organised.

AI for Good Hackathon

Hack2Infinity

Smart Axis My India Hackathon

HackPrix

NASA Space Apps Challenge

Smart India Hackathon

Mumbai Hacks

Kumbhathon

Prarambh · National Startup Day

SUNHACKS

TechUdaan

BRICS Youth Council Pre-Consultation

One year at a time.

Started building

AI + full-stack exploration

Scale and leadership

Ecosystems

Tools, chosen for the job.

Frontend

Backend

Database

AI

Cloud

Automation

The short answers.

Ideas worth building,
said out loud.