mahith — zsh

~ %

› loading context .......... done

› reading 3 years of commits

› thinking |

Prompt in. Systems out.

Software engineer · AI systems · Backends

$ ls ./builds Ping Mahith ↗

02 · inferenceThe model, mid-thought.
(Also my head during a deploy.)

03 · context window

Too many tabs open.

Curiosity runs on parallel threads — code, AI, automation, startups, and a cricket ground on weekends.

// ships code daily
// llms, wired in
// district cricket captain
// postgres · mongo · chroma
// automates the boring bits
// startups & 0→1

04 · weights

A few processes
I never kill.

pid 01AI that does real work.

LLMs are interesting. LLMs wired into real data, real users and real workflows are useful. I build the second kind.

pid 02Backends, the unglamorous kind.

APIs, webhooks, queues and workflows — the parts nobody screenshots but everything depends on.

pid 03Software for actual humans.

Hospital admins, clinic staff, 500+ students. Shipped and used beats shiny and abandoned.

05 · git log --oneline

The commit history, so far.

Background job: leadership.

District-level cricket captain. Setting a field and running an incident call need the same two things — a calm head and a plan.

First deploysWeb Developer Intern — Rinex

v0.1 · 2023

Went deep on AIStudent Mentor — CIE
500+ students mentored

v0.5 · 2024

Software Engineer & Product InternAsan Innovators

v1.0 · 2025

MediChat AI goes liveReal healthcare workflows
70% less admin work

v1.1 · 2025

ISF Dubai finalistMediChat AI on an international stage

v1.2 · 2025

Building what's nextAI healthcare · RAG tools
Automation products

HEAD

06 · output

The overlap is where I ship best.

AI × backend × product — that's the whole model, compiled.

$ npm run build
✓ compiled 4 projects · 0 errors

Now, the receipts.

BUILDS
M
MediChat AIOnline · replies instantly

Hi, can I book a slot for tomorrow morning?

Sure! 10:00 AM is open. Booking it for you…

Booked ✅ Reminder set for 9:00 AM.

That was fast 🙏

webhookai routersheetsreply

Featured · AI workflow automation

MediChat AI

−70% admin work

Hospital admin teams were drowning in manual patient messages and appointment juggling. I built an event-driven platform where n8n workflows connect WhatsApp to a central data layer, with AI-assisted routing answering queries in real time.

  • ISF Dubai 2025 finalist
  • T-Hub Hyderabad showcase
  • Live in a real healthcare environment
  • n8n
  • WhatsApp API
  • Google Sheets API
  • LangChain
  • JSON prompt flows
ingestchunkembedchromadbretrieveanswer

100% local · no data leaves the machine

RAG document intelligence

IntelliDoc AI

Fully offline

A local-first semantic retrieval pipeline for querying documents. Ingestion → chunking → embeddings → vector retrieval → response synthesis, all on local LLMs.

  • Python
  • LangChain
  • ChromaDB
  • Ollama
  • Mistral
roopclinic
Roop ClinicBook
Book a visit

Production web platform

Roop Clinic Website

Live in production

Led end-to-end development of a live clinic platform — third-party API integrations, then iterated through structured user feedback and real usage analytics.

  • HTML
  • CSS
  • JavaScript
  • API integration
docreader — zsh
$ docreader ask "what does section 4 cover?"
› indexing documents into chromadb
› retrieving relevant chunks
› injecting structured context
› mistral (local) is answering▍

Advanced RAG pipeline

DocReader RAG ↗

Privacy-first

An extended RAG system with semantic indexing, structured context injection and tuned retrieval accuracy — designed to run fully local.

  • Python
  • LangChain
  • Ollama
  • ChromaDB
  • Mistral
 $ git clone github.com/Mahith540 — there's more ↗

// experience

Production experience, not just tutorials.

  1. Jul 2025 — Feb 2026

    Software Engineer & Product Intern

    Asan Innovators · AI systems · Backend · Healthcare

    • Built scalable APIs for real-world applications across multiple projects
    • Integrated AI pipelines and LLM tools into production backend systems
    • Improved features using user feedback and performance metrics
  2. Aug 2024 — Jul 2025

    Student Mentor

    Center for Innovation & Entrepreneurship (CIE) · Mentorship · AI

    • Mentored 500+ students in AI, ML and software project development
    • Helped teams secure top-3 finishes in innovation challenges
  3. Aug 2023 — Feb 2024

    Web Developer Intern

    Rinex · Frontend · APIs

    • Built responsive web interfaces and integrated third-party APIs

// toolbox

The stack, layer by layer.

AI systems

  • RAG pipelines
  • LangChain
  • ChromaDB
  • LLM integration
  • Ollama · Mistral

Backend

  • API design
  • Node.js
  • Flask
  • Django
  • Microservices

Data

  • PostgreSQL
  • MongoDB
  • Data pipelines
  • Unstructured data

Automation

  • n8n
  • API orchestration
  • Workflow automation

Languages

  • Python
  • Java
  • JavaScript