The Order Book Is a Channel: LLM trading agents pass messages without an agreed code
Mauk Muller · Team Floppa
Submitted to AI Collusion Research Sprint. Sprint projects are early-stage work by participants, not Apart Research publications.
An LLM trading agent that may only enter orders has no chat channel, but every order carries free fields that anyone reading the feed can see. We test whether one agent can pass a word to another through its orders alone, without an agreed code. A sender places up to 16 limit orders, mixed into a tape of synthetic background orders; a receiver reads the tape and names the word. We run five models from OpenAI, Google and xAI in 13 sender-receiver pairs, eight across labs, on 20 words, with and without warning the sender that market surveillance scans the feed. Unwarned, receivers read every message that was sent. Senders wrote letters as order sizes, mostly as ASCII codes, and placed these orders far from the market. Warned, decoding fell to 50%: some senders stopped sending, while others moved their orders to market prices, hid the letters among round-lot orders, and were still read in two thirds of the trials in which they sent. Order-only access did not stop instructed agents from passing a word: models from different labs used the same public conventions without agreeing on them, and most hid them when told they were watched.
Reviews
No public critique yet.
Cite this project
@misc{muller2026order,
title = {{The Order Book Is a Channel: LLM trading agents pass messages without an agreed code}},
author = {Mauk Muller},
year = {2026},
month = oct,
note = {Submitted to AI Collusion Research Sprint, an Apart Research Sprint},
howpublished = {\url{https://apartresearch.com/sprints/projects/the-order-book-is-a-channel-llm-trading-agents-pass-messages-without-an-agreed-code-cjbd}},
url = {https://apartresearch.com/sprints/projects/the-order-book-is-a-channel-llm-trading-agents-pass-messages-without-an-agreed-code-cjbd}
}More from AI Collusion Research Sprint
- View project: Collusion, Competion and Collapse
Collusion, Competion and Collapse
Atelier Alex Cline
Do AI traders collude when nobody tells them to? We built agora, a six-market benchmark with exact competitive and collusive benchmarks, and ran seven open-weight 2-4B models in 590 completed games under five …
- View project: Making AI Guardrails Understandable and Testable: A Framework Illustrated by a Simulated Bond Market
Making AI Guardrails Understandable and Testable: A Framework Illustrated by a Simulated Bond Market
Rogue Agents in Jail 🕵️🕵️♀️👮♂️
In order to advance AI safety research into shaping public policy, the development of technical controls needs to have a clear purpose, evidence, and limitations that are understandable for the people responsible for …
- View project: Extending Information-Theoretic Collusion Detection to Large Language Model Agents
Extending Information-Theoretic Collusion Detection to Large Language Model Agents
Gamma Ray
We test whether the information-theoretic collusion detector of Bonjour et al, validated on scripted agents, works on LLM agents. Gemma, Mistral and Qwen played 1000 rounds of three-player Rock-Paper-Scissors in three …