Hi There, I am ->

Gangothri Darsi.

AI Engineer • Production LLM Systems & Full-Stack

AI Engineer building production LLM systems that serve real users. Built an AI tutoring platform serving 15,000+ students across 120+ schools, including Socratic tutoring agents, RAG pipelines, multi-agent orchestration, and voice AI. Full-stack: Python, Django, Flutter, LangChain, LangGraph.

1K+

Daily Active Users

15K+

Students Impacted

120+

Schools Served

3+

AI Projects (OSS)

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About me

I build and ship production AI systems end-to-end. At Bryt, I built an AI tutoring platform serving 15,000+ students: Socratic tutoring agents with multi-model LLM fallback (GPT-4o, Gemini, Claude), voice AI (STT/TTS), offline hint generation for 10,000+ questions, and adaptive learning pipelines. I also build open-source AI tools: multi-agent research systems (LangGraph), RAG knowledge assistants (ChromaDB), and code root-cause analyzers (Tree-sitter + LLM).

  • Production LLM Systems
  • RAG & Multi-Agent AI
  • Full-Stack Delivery
  • AI Architecture
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What I Know

Build • Ship • Scale

I build production AI systems: LLM tutoring agents with multi-model fallback, RAG pipelines with evaluation frameworks, multi-agent research systems with LangGraph, and voice AI (STT/TTS). I ship full-stack: Python/Django backends, Flutter mobile apps, and cloud infrastructure on Firebase, GCP & AWS.

Skills

  • AI / ML
    • LLM
      • Gemini
      • OpenAI
      • LiteLLM
    • Frameworks
      • LangChain
      • LangGraph
      • MCP
    • Techniques
      • RAG
      • Multi-Agent
      • TTS / STT
  • Development
    • Mobile
      • Flutter
      • Riverpod
      • Hive
    • Backend
      • Django
      • Node.js
      • FastAPI
    • Cloud
      • Firebase
      • GCP
      • AWS S3
  • DSA
    • Arrays
      • Sorting
      • Sliding Window
      • Heaps
    • Trees & Graphs
      • BFS / DFS
      • Backtracking
      • Shortest Paths
    • DP & Greedy
      • Memoization
      • Two Pointers
      • Binary Search
  • Languages & Tools
    • Languages
      • Python
      • Dart
      • JavaScript
      • C
    • Databases
      • PostgreSQL
      • MongoDB
      • ChromaDB
    • Tools
      • Git
      • Cursor AI
      • Postman

Projects

DebugLens - Error Root-Cause Analyzer

Paste a stack trace or error log, it reads your codebase (local repo or GitHub URL), traces the call chain to the root cause via AST-based code tracing (Tree-sitter), searches StackOverflow/GitHub Issues for similar problems, and suggests a fix with exact file + line re...

PythonLangChainFastAPIStreamlitTree-sitterGitHub API

DocMind - RAG Knowledge Assistant

Retrieval-Augmented Generation system for conversational Q&A over custom document collections. Features document chunking & embedding pipeline, vector similarity search with MMR reranking (ChromaDB), context-aware LLM responses with source citations, and an evaluation p...

PythonLangChainChromaDBFastAPIStreamlitOpenAI

ResearchCrew - Multi-Agent Research System

Give it a topic, 4 specialized agents (Planner, Searcher, Analyst, Synthesizer) autonomously research the web and produce structured reports with citations. Features LangGraph state machine orchestration, tool-calling agents, and WebSocket streaming showing each agent's...

PythonLangGraphLangChainMCPFastAPIStreamlit

Experience

Software Developer R&D @Bryt Learning

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Dec 2023 - Present

Built production AI systems for Bryt's tutoring platform (15,000+ students, 120+ schools, 1,000+ DAU). Architected Brainie AI Assistant: live LLM tutoring agent with multi-model fallback (GPT-4o/Gemini/Claude) via LiteLLM. Built Socratic Hi...

Full Stack Developer Intern @ZealYug

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Feb 2023 - Apr 2023

Built backend APIs for a hiring platform - security, posts, profiles, and real-time chat features using Node.js, Express, and Socket.io. Awarded Programmer of the Week for performance.

Blogs

first blog

My Microsoft Engage Experience

Sun Aug 14, 2022

Intern Engage is a program for engineering students across India graduating in 2024. Want to know my experience? I will be covering this in the blog. Enjoy reading..!

6 min read
MicrosoftEngageCompetitionPythonFace RecognitionSoftware-development
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Coding Profiles

LeetCode

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Solved 800+ problems covering arrays, trees, graphs, dynamic programming, and system design patterns. Strong proficiency in Data Structures and Algorithms.

Languages Used:

Python

C

JavaScript

...

Rating:

1503+

Problems solved:

800+

HackerRank

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5 star coder in Python. Earned multiple competitive programming certificates in problem solving and Python.

Languages Used:

Python

C

JavaScript

...

Stars:

12

Problems solved:

50+

GitHub

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Active contributor building AI/ML projects - DebugLens, DocMind, ResearchCrew. Also maintaining production Flutter & Django codebases at Bryt.

Languages Used:

Python

Dart

Flutter

...

Stars:

5

Contributions:

1500+

Certifications

Data Structures and Algorithms

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Earned ELITE + SILVER for scoring 78% in Data Structures and Algorithms using Python from NPTEL

Postman Student Expert

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Awarded for demonstrating proficiency with APIs and Postman by completing foundational tasks in Postman.

Problem Solving (Basic)

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Successfully cleared the assesment for the skill Problem solving (Basic)

Problem Solving (Intermediate)

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Successfully cleared the assesment for the skill Problem solving (Intermediate)

Node Express and MongoDB

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Completed Node, Express and MongoDB course from Udemy

Django

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Completed Full Stack in Python with Django course from Udemy

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