DecentralizedPoker Platform
AI-powered bot detection on encrypted TEE runtimes.
Decentralized through Bittensor. Settlement via EVM.
Built for Trust
Four layers working together to deliver verifiable, human-only poker
TEE Encrypted Runtime
Game logic runs inside Trusted Execution Environments. Private cards, RNG, and session keys never leave the enclave. Remote attestation proves code integrity.
Bittensor Validators
Decentralized model evaluation on Subnet 126. Miners compete on detection quality, validators score reproducibly, top models protect real games.
AI Bot Detection
Integrity models analyze behavioral patterns in real time. Suspicious activity is flagged and removed before it impacts gameplay.
EVM Settlement
Proof-based payouts via smart contracts. Every hand produces verification artifacts. Settlement and disputes are fully on-chain and auditable.
How It Works
Continuous model competition drives ever-improving bot detection
Miners Publish Models
Reproducible model artifacts submitted to the subnet. Deterministic and contestable.
Validators Score
Fresh gameplay data evaluates each model under strict resource limits and shared rules.
On-Chain Weights
Validator outcomes set subnet weights on Bittensor. Top models promoted to production.
Games Protected
Best models run in real time. Better detection, fewer bots, better games.
Miners Publish Models
Reproducible model artifacts submitted to the subnet. Deterministic and contestable.
Validators Score
Fresh gameplay data evaluates each model under strict resource limits and shared rules.
On-Chain Weights
Validator outcomes set subnet weights on Bittensor. Top models promoted to production.
Games Protected
Best models run in real time. Better detection, fewer bots, better games.
Better models → fewer bots → better games → more data → better models
Game Modes
Separation, transparency, and operational clarity across all environments
Real Games
Human-only by default
- No hidden house bots
- Attested providers only
- Production integrity models for risk control
Integrity Labs
Explicit research environment
- Humans + bots, clearly labeled
- Adversarial data generation
- Evaluation hardening before production
Hybrid Tournaments
Real prizes, known bot presence
- High-effort, high-signal ground truth
- Anti-farming and anti-sybil controls
- Rewards tied to competitive performance
Roadmap
From current draft to full trust-minimized operation
Foundation Loop and Discovery
Establish the base architecture and operating loop between platform runtime and subnet evaluation.
- Platform + subnet closed-loop architecture in place
- Internal evaluation pipeline for integrity models
- Directory discovery and provider registration baseline
- Initial telemetry standardization for reproducible scoring
Operational baseline validated: model evaluation and provider discovery run end-to-end.
Attested Runtime and Production Deployment
Move integrity from research context into production-grade, attestable runtime operations.
- TEE Poker Runtime with remote attestation
- Artifact-based miner model submission flow
- Top integrity model(s) deployed in production path
- Human-only Real Games policy operationalized
Remote-attested runtime and deployment policy enforced in production environment.
Ground Truth Engine and Validator Accountability
Increase label quality and validator accountability through explicit incentives and enforcement controls.
- Hybrid tournaments with real prizes for high-signal labels
- Cross-attestation between providers and validators
- Bonding/slashing policy to penalize invalid runtime behavior
- Provably fair RNG commitments published at scale
Economically enforced integrity model with cross-attestation and large-scale fair RNG proofs.
Full Verifiable Settlement and Transparency
Finalize trust-minimized economic layer and mature transparency standards for operators and players.
- Smart-contract settlement on selected EVM network
- Dispute tooling with per-hand verification artifacts
- Public transparency reports for integrity enforcement
- Mature operator and player audit workflows
Settlement and dispute operations become fully verifiable and externally auditable.
Ready to Build on Subnet 126?
Explore the subnet, read the whitepaper, or join the community. Poker44 is open for miners, validators, and operators.