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koopatroopa787/README.md

About

Stack

Python, PyTorch, FastAPI, Flutter, Dart, Kotlin

LangChain Agentic systems RAG pipelines MCP servers Quantitative research

Running live

All four self-hosted on a single Oracle Cloud ARM server, no managed platform.

Live Code Volition β€” Autonomous, audit-first options risk desk on Alpaca paper trading, built for the Alpaca AI Trading Agents Hackathon.
Live Code Salary Crossing β€” What a salary is really worth abroad: after-tax comparisons across the UK, New York, California, Texas, Dubai and Australia, every rate sourced from the tax authority that sets it.
Live Code Dotted Projections β€” A dot-matrix world map built from real geographic data, steered by a small local LLM that turns plain questions into live data: aircraft overhead, aurora visibility, earthquakes, open markets.
Live Code The Pre-Mortem Machine β€” Forensic supply-chain stress detection for consumer goods companies. 1st place, QuantiHack 2026.

Selected projects

πŸ“‰ HYDRA

Live intraday trading bot deployed on Alpaca and DigitalOcean. Runs ORB and VWAP-reversion strategies with a VIX-based regime filter and Kelly sizing.

πŸ’Š Pharos

Pharmaceutical blister-pack verification app using fine-tuned vision models β€” Gemma, LiteRT, Unsloth.

🩺 Foresight

Flutter/Dart Android app for on-device health prediction, using TFLite gradient boosting with no cloud dependency.

🧊 Video-to-3D Reconstruction

Pipeline turning video footage into detailed 3D meshes, comparing Gaussian Splatting and COLMAP for reconstruction quality. Published at IEEE CISES 2025.
Kaggle financial time-series forecasting β€” generating trading signals rather than raw predictions, scored on Adjusted Sharpe Ratio.

πŸ”¬ WhestBench

AIcrowd challenge estimating neural network activation statistics under strict compute and time limits.
Forensic supply chain intelligence system built with team APEX Predators. 1st place, QuantiHack 2026 London Finals. Live demo β†’

Competitions and awards

πŸ₯‡ 1st place, QuantiHack 2026 London Finals β€” team APEX Predators, judged by Jane Street, Optiver and Corvera (YC W26)
πŸ₯‡ 1st place, AMD Developer Hackathon Act 1
πŸ₯‰ 3rd place (Bronze), AMD Developer Hackathon AI Agents Track β€” team APEX101, "Boardroom"
πŸŽ–οΈ Honourable Mention, Amazon Nova AI Hackathon β€” AegisCore
πŸ“ˆ WorldQuant IQC 2026 β€” Stage 2, UK top teams, London Regional Final

Publications

Contribution activity

A snake eating through the contribution graph

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  1. meilisearch/meilisearch meilisearch/meilisearch Public

    A lightning-fast search engine API bringing AI-powered hybrid search to your sites and applications.

    Rust 59.5k 2.7k

  2. apache/datafusion apache/datafusion Public

    Apache DataFusion SQL Query Engine

    Rust 9.4k 2.5k

  3. AI-cost-Profiler AI-cost-Profiler Public

    Lightweight SDK to instrument AI agent applications and track LLM costs in real-time.

    Python 1

  4. APEX-2.0 APEX-2.0 Public

    APEX Platform: High-performance AI Meta-Orchestrator featuring real-time observability, dynamic LLM-to-SLM routing, and actuarial risk scoring.

    Python

  5. premortem-x-quantihack premortem-x-quantihack Public

    JavaScript 1

  6. hermes-trading hermes-trading Public

    Two parallel self-evolving algorithmic trading bots β€” VWAP Mean Reversion & ORB Momentum

    Python 1