Alok Tripathi
AI/ML Engineer · Agentic AI
I build AI/ML systems, agentic pipelines, and applied research projects. My work spans machine learning, RAG pipelines, agentic workflows, and full-stack applications, turning ideas into products that solve real problems.
Stack I use
Languages, frameworks, and infra across ML pipelines and full-stack apps
Python
PyTorch
FastAPI
React
Next.js
Claude API
Qdrant
Redis
PostgreSQL
Celery
Docker
GitEducation
Indian Institute of Technology, Madras
B.S. in Data Science & Applications
Sep 2023 - Present
Chennai, India
Projects
Reed
2026
Completed
Memory-first AI mentor for career decisions, applications, and follow-through. Opens conversations with useful context from prior goals, patterns, commitments, documents, and past sessions.
typescriptnextjsreactclaudesupabase
Live 
Ridgeline
2026
Completed
A complete full-stack management app for tracking work, organizing operations, and moving day-to-day tasks through a clean production workflow. Built with a polished interface, responsive UX, and real shipped deployment.
vuefastapisqliteclauderedis
Live Competitions & Model Lab
Kaggle competition results and paper-to-code implementations.
CompetitionResultScoreDate
NPPE2: Plant-Leaves Super-Resolution
RRDBNet from scratch, 11-model ensemble with SWA model soups
ResultRank 12 / 866
ScorePrivate score 16.569
Date2026
Messy Mashup: Music Genre Classification
6-model ensemble (AST + CNN) for multi-label genre prediction
ResultTop 2.5%
Score0.9614 Macro F1
Date2026
MODEL LAB · PAPER-TO-CODE
RRDBNet, built from the paper up
From-scratch PyTorch implementation of the ESRGAN RRDBNet generator, kept as a compact, readable proof that I can translate model papers into working, competition-grade code.
PyTorchSuper-ResolutionArchitecture
@aloktripathi1 on GitHubloading activity…
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Open Source Contributions
Merged pull requests to external repositories
Blog
The architecture behind SachCheck: claim decomposition, parallel evidence, and why we streamed everything
How we built a real-time AI fact-checker in 24 hours for the Anthropic × IIT Madras Hackathon: the decisions that worked, the ones that didn't, and the failure mode we didn't solve in time.
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I Thought I Understood Backend Development. I Didn't
Async traps, auth flow edge cases, race conditions: the backend concepts I thought I had down until real systems proved me wrong.
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CORS: The Browser Bouncers Explained
Why your frontend can't just talk to any server it wants, and how the browser's same-origin policy, preflight requests, and CORS headers actually work.
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“
You have a right to perform your prescribed duty, but you are not entitled to the fruits of actions.
-- Bhagavad Gita