An aspiring AI/ML Engineer.

Ruthvik Bairaboina  • Peerlist

Built an AI-powered log analysis tool on Cloudflare's edge infrastructure using Workers AI (Llama 3.3), Durable Objects for session memory, and Hono framework. The app analyzes API logs and stack traces in real time, identifies root causes, severity levels, and fix steps using LLM inference. Deployed live on Cloudflare Workers.

CF AI Edge Debugger

Developed a machine learning system to classify news articles as real or fake using TF-IDF feature extraction and Logistic Regression. Implemented a text preprocessing pipeline including tokenization and stopword removal to improve model performance. Built RESTful APIs using FastAPI to accept article input and return predictions in real time. Evaluated the model using accuracy and F1-score metrics on a held-out test dataset.

Fake News Detection System

Engineered a modular full-stack personal finance management system using FastAPI with a layered architecture (controllers, services, schemas, models) and asynchronous database integration. Implemented an OCR pipeline to extract structured transaction data from receipt images and developed RESTful APIs for authentication, transactions, dashboards, and financial reporting. Containerized the backend using Docker and integrated automated testing with Pytest to ensure reliability and CI/CD readiness.

FinBot – AI Powered Personal Finance Manager

∙Built a 4-node autonomous AI agent that researches any company across the web using Brave and Exa search APIs and generates executive-ready AI automation reports with ROI projections. ∙Identified $6M+ in annual automation opportunities and 67+ hours/week in time savings for a Y Combinator-backed AI startup. ∙Discovered and filed a Windows-specific bug in open-source codebase with a cross-platform fix. ∙Contributed to Aden’s open-source repository (github.com/adenhq/hive).

HiveScout - AI Automation Intelligence Agent 

Developed a full-stack property management platform with role-based authentication and multi-user dashboards for Admin, Owner, Tenant, and Employee workflows including tenant management, room allocation, parking assignment, and complaint tracking. Designed and managed relational data models to handle rental agreements, billing, maintenance requests, and secure data validation across interconnected housing entities.