{"repo":"athaker/econ_136","free":true,"listed":false,"github":"https://github.com/athaker/econ_136","clone":"git clone https://github.com/athaker/econ_136.git","description":"Quant Trading for Financial Economics","language":"Jupyter Notebook","stars":28,"topics":["quantitative-finance","trading","tensorflow","tensorflow-examples","dnn","deep-learning","machine-learning"],"license":null,"category":"machine-learning","readme_excerpt":"Kalshi Market-Making Demo — Agents for Finance (Ai4 2026) Companion code for the \"Agents for Finance\" talk by Avi Thaker and Daniel Sonner (Ai4 2026, The Venetian, Las Vegas). --- ⚠️ FOR EDUCATIONAL PURPOSES ONLY This code exists to teach concepts on a conference stage. It is NOT a trading system, and you should not trade with it. - This is not financial advice. Nothing here is a recommendation to buy or sell any contract, on Kalshi or anywhere else. - The agent is not trained. The neural network is randomly initialized and never learns — its decisions are effectively random. It is a teaching prop that demonstrates the structure of a market-making agent (state → action → reward), not a strategy. - You will most likely lose money if you run this against real markets. It has no edge, pays fees when it flattens, and gets adversely selected. - Do not run this with money you are not fully prepared to lose. Better: don't run it with real money at all — use Kalshi's demo environment (see below). - Event contracts are regulated products. Trading on a CFTC-regulated exchange is subject to Kalshi's terms of service and applicable law. You are responsible for your own eligibility and compliance. - No warranty. This software is provided \"as is,\" without warranty of any kind. The authors accept no liability for any losses or damages arising from its use. If you take one thing from this repo, let it be the ideas — not the P&L. --- What this is A minimal, readable demonstration of an agent ","default_branch":null,"files":null,"tree":[],"storefront":"/r/athaker","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/athaker/econ_136/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}