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Talin12/README.md

Talin Daga

Backend Engineer · Python · Django · PostgreSQL · Docker
LLM Evaluation · golden sets · LLM-as-judge · eval harnesses
CS undergrad at Scaler School of Technology & BITS Pilani · Bangalore, India


I build backend systems that actually ship. As a solo freelancer I took a B2B e-commerce platform from zero to production in 6 weeks — Django REST API, React frontend, PostgreSQL — now live at pronounjeans.com and serving 50+ active B2B users. Most of my work sits at the intersection of clean API design, concurrency correctness, and containerized deployment.

I also build evaluation for LLM systems — hand-labelled golden sets, blind LLM-as-judge scoring, and judge-vs-human agreement studies, because a system you can't measure isn't a system you can trust.

Currently: building CodeGraph — a static-analysis engine that maps code relationships using Python's AST, with Celery + Redis handling heavy parsing off the request thread.

Open to: backend / full-stack internships at early-stage startups where I can own features end-to-end, and contract work on AI evaluation and benchmark design.


What I've Shipped

🛒 B2B E-commerce Platform — Pronoun Jeans

Freelance · Live in production · Mar–Apr 2026

  🌐 Live Site  ·  💻 Code

Designed, built, and deployed the entire platform solo, end-to-end.

  • 50+ active B2B users on the live platform today
  • 4 modular DRF apps — product catalog, cart, checkout, order management — exposing REST APIs to a React frontend
  • 3-service deployment pipeline owned end-to-end: Django on Render Pro, React on Vercel, PostgreSQL on Supabase
  • Diagnosed and fixed a production static-file outage via Django's collectstatic pipeline + Whitenoise — eliminated 100% of frontend asset errors

Django Django REST Framework PostgreSQL Supabase React Whitenoise Render Vercel


🧪 Delta Support Agent — LLM evaluation harness

Sept 2026

  💻 Code

An AI support agent built on the Customer Support on Twitter dataset — and, more to the point, the evidence for whether it can be trusted.

  • 10-intent taxonomy derived from the data, not assumed up front
  • Hand-labelled golden set with a written codebook, plus human reply scores
  • Blind LLM-as-judge harness, validated against human raters for agreement
  • Documented failure analysis — including that the agent fabricated employee initials in 91% of replies — and a written account of why the headline metric misleads

Python LLM-as-judge golden sets inter-rater agreement failure analysis Make


🕸️ CodeGraph

In progress · June 2026 – Present

  💻 Code

Code-parsing system built on Python's ast module to extract structural relationships from source files.

  • Async parsing via Celery + Redis — resource-intensive jobs never block the main application thread
  • Multi-container stack — frontend, backend, and Celery workers containerized and orchestrated with Docker Compose
  • RESTful API serves parsed AST data and code metrics to a React + Vite frontend that renders the graphs

Python Celery Redis Docker Docker Compose React Vite


🏦 Bank Server

Dec 2025 – Feb 2026

  💻 Code

Full-stack banking application — designed and built the React frontend and Django REST backend independently.

  • Atomic fund transfers using Django ORM's select_for_update() — prevents double-spend under concurrent requests
  • PostgreSQL schemas with integrity constraints enforcing valid financial states at the database level
  • Structured into modular Django apps for clean separation of concerns

Django PostgreSQL REST APIs Docker React


Tech Stack

Languages   Python JavaScript SQL Java

Backend   Django Django REST Framework Celery

Frontend   React Vite

ML & Evaluation   pandas Jupyter DuckDB golden-set design LLM-as-judge inter-rater agreement

Data & Infra   PostgreSQL Redis Supabase Docker Docker Compose Linux Git Postman

Focus areas   REST API design · async task processing · concurrency control · database schema design · containerization · evaluation design


GitHub

Top Languages by Repo Top Languages by Commit

Reach me at talindaga692@gmail.com — I reply fast.

Pinned Loading

  1. Pronoun-jeans Pronoun-jeans Public

    B2B e-commerce platform taken from zero to production in 6 weeks — Django REST, React, PostgreSQL, with agent accounts and order workflows. Live at pronounjeans.com.

    JavaScript 1 2

  2. CodeGraph CodeGraph Public

    Parses Python codebases into interactive AST dependency graphs — FastAPI, Celery/Redis workers, React Flow canvas, fully containerized.

    Python

  3. delta-support-agent delta-support-agent Public

    AI customer-support agent for Delta on Twitter: intent classification, retrieval-grounded replies, and escalation routing — with a hand-labelled golden set and a validated LLM-as-judge evaluation h…

    Python

  4. nyc-taxi-trip-productivity-pipeline nyc-taxi-trip-productivity-pipeline Public

    Repeatable pipeline turning raw NYC TLC trip, zone and weather data into validated monthly fleet productivity metrics — including a before/after read on congestion pricing. Python + DuckDB, ~10s pe…

    Python

  5. trupitch trupitch Public

    Automated hackathon submission judging — an async Celery pipeline verifies each repo, analyzes its structure, and scores it against the organizer's rubric with an LLM. Live leaderboard.

    Python

  6. soloengine-db soloengine-db Public

    A relational database engine written from scratch in C++17 — B+ tree indexing, buffer pool, Volcano-model executor, rule-based optimizer, Strict 2PL, and WAL recovery in ~2,000 lines with zero depe…

    Makefile