Skip to content
View akhilc08's full-sized avatar

Block or report akhilc08

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
akhilc08/README.md

Saiakhil Chilaka

Building ML systems and full-stack products. First-author IEEE Xplore publication. Ships things people actually use.

Cornell CS · Cornell Data & Strategy · Gen AI @ Cornell

Portfolio LinkedIn Email


⚡ Now

  • Technology Implementation Associate @ Cornell Data & Strategy — LightGBM classifier disambiguating 37.6% of unresolved payer records across 100k+ discharge records; gradient boosting regressor R²=0.90 on 210k SPARCS records
  • Developer @ Generative AI at Cornell — 10k+ startup leads pipeline from 5 sources, Claude API cold emails, PostgreSQL + Redis/BullMQ
  • Software Engineer Intern @ VHB — PDF-to-form pipeline for 10k+ crash reports/year, RAG-style LLM classification at ~90% accuracy

🏗 Featured Projects

Project What it does Stack
Cassandra 7-stage agentic Polymarket predictor — 87% accuracy, 45% ROI, hybrid RAG over Neo4j + Qdrant with BGE reranker, 96% hallucination catch rate Python FastAPI Neo4j Qdrant Claude API Modal
CatanRL RL agent for Catan — 74% win rate vs random, 52% vs rule-based; UCB1 bandit for autonomous hyperparameter search; AWS ECS retraining pipeline Python PyTorch Geometric FastAPI AWS Modal
ShadowStrike Real-time multiplayer fighting game in Rust/WASM — rollback netcode, fixed-point arithmetic, 304-byte snapshots, 50ms P95 latency Rust WebAssembly WebSockets Canvas2D
Legion Distributed AI agent orchestration in Go — exactly-once task execution via PostgreSQL advisory locks, embedded SFTP server, sub-8µs WebSocket fan-out Go PostgreSQL WebSockets React
FlavorNet GNN for ingredient compatibility — 436k pairs, heterogeneous GAT, InfoNCE loss, active learning loop, deployed on Vercel + Modal Python PyTorch Next.js Claude API

🛠 Tech

LanguagesPython TypeScript Go Rust Java SQL R

ML / AIPyTorch TensorFlow scikit-learn XGBoost Claude API OpenCV

Web & InfraNext.js React FastAPI PostgreSQL Redis Supabase Docker AWS Modal


Pinned Loading

  1. cassandra cassandra Public

    Autonomous AI prediction engine for Polymarket

    Python

  2. legion legion Public

    paperclip but better

    Go

  3. catanrl catanrl Public

    Production ML system for Settlers of Catan — MAPPO + GNN + FastAPI on AWS ECS

    Python

  4. shadowstrike shadowstrike Public

    Browser-based 2D fighting game in Rust/WASM with rollback netcode

    Rust

  5. Flavor-Network-Analysis Flavor-Network-Analysis Public

    flavor analysis using networks & gnns

    Python