Stock Intelligence Pipeline

AI-powered daily stock screening and paper trading system. Claude analyzes 2,700+ stocks every morning, picks swing trades, and tracks performance with real money simulation.

Live: kai-ion.github.io/stock-intelligence Code: github.com/kai-ion/stock-intelligence

  • Screens 2,700+ US stocks daily using NASDAQ API + yfinance with S&P 500 priority coverage
  • Claude (via AWS Bedrock) generates a daily brief with top picks, entry/exit targets, and market analysis
  • Paper trading simulator tracks P&L with automated position management (fibonacci targets, stop losses)
  • Short screener identifies bearish setups with entry/cover/stop levels
  • Automated EC2 pipeline: screener → Claude analysis → email → blog publish (Jekyll + GitHub Pages)
  • Tech: Python, AWS (EC2, Bedrock, SES, S3, EventBridge), yfinance, Jekyll, GitHub Actions

Sports Betting Analysis

AI-powered prop betting picks for NBA, WNBA, and MLB with quantitative edge scoring and Claude validation.

Live: kai-ion.github.io/sports-betting Code: github.com/kai-ion/sports-betting

  • Fetches player props from BettingPros + Underdog Fantasy, projects stats from ESPN game logs
  • Quantitative edge scoring (weighted L5/L10/season averages) identifies value bets
  • Claude validates top edges and assigns confidence scores
  • Enforces 50/50 OVER/UNDER balance for diversified picks
  • Smart scheduling: checks ESPN scoreboard daily, skips offseason sports automatically
  • Daily email + automated blog publish via GitHub Pages
  • Tech: Python, AWS Bedrock, ESPN API, BettingPros, Playwright, Jekyll, GitHub Actions

Job Application Tracker

Automatically tracks job applications and rejections from Gmail into a Google Sheet using Apps Script.

Code: github.com/kai-ion/job-tracker Try it: Make a copy

  • Scans Gmail every 5 minutes for application confirmations and rejection emails
  • Extracts company name, role, and source (LinkedIn, Indeed, Greenhouse, Lever, etc.)
  • Detects rejections even in threaded replies with fuzzy company matching
  • Handles multiple applications to the same company (different roles)
  • Supports multi-word companies (Weights & Biases, Goldman Sachs) and ATS platforms (Greenhouse, iCIMS, Lever)
  • Notion database integration available as alternative backend
  • Tech: Google Apps Script, Gmail API, Google Sheets, clasp CLI

Previous Projects

Slack AI Chatbot (2025) — GitHub

  • AI chatbot with Django + Defy AI for real-time interactions on web and Slack
  • Deployed on AWS (EC2, Lambda, API Gateway, S3, PostgreSQL, NGINX, Docker)

Stock Prediction WebApp (2024) — Demo | GitHub

  • SVR model trained on Google Finance data to predict stock prices
  • Sentiment analysis of real-time stock tweets (85% accuracy) using Tweepy and TextBlob

Odin Project — GitHub