Into:Poker44
Bot detection for online poker
As of · Jun 13, 06:42 UTC
A Bittensor that turns online poker bot detection into an open competition, where independent operators submit models that score how likely a stretch of play came from a bot instead of a human.
What is Poker44
Poker44 is a subnet built around one job: spotting bots in online poker. Instead of leaving that to a single platform's internal security team, it turns detection into a competition where independent operators submit models that flag bot-like play, and the best models earn the rewards.
The simple version: It is like a spam filter, but for poker hands. It looks at how someone played and scores how likely a bot was behind the decisions rather than a person.
Centralized equivalent: The in-house anti-cheat and security teams that sites like PokerStars or GGPoker run internally. Poker44 rebuilds that function as an open, reproducible contest rather than a closed black box.
How it works:
- receive batched sequences of poker behavior, called chunks, and return one bot-risk score per chunk.
- query miners with those payloads, score the predictions on accuracy and false positives, and set weights on-chain that decide who gets paid.
Why This Matters
- The problem it solves: Bots are a persistent drain on online poker, quietly taking money from real players and eroding trust in the games. Most detection today is proprietary and opaque, so players have little way to verify it works.
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