How It Works
Decentralized Bot Detection Infrastructure
The Bot Crisis
Online platforms face a growing threat: sophisticated bots participating alongside humans in games, trading, and competitive environments. The consequences are severe: loss of user trust, degraded experience, and revenue loss. Traditional detection methods fail against evolving bot strategies.
AI-Powered Detection
AceGuard detects bots through continuous behavioral analysis, producing risk scores backed by explainable evidence. Our subnet leverages controlled ground truth datasets, pattern analysis, and evolutionary training to provide actionable intelligence with low false positive rates.
Built for Scale and Evolution
AceGuard serves the entire digital trust ecosystem: Gaming platforms defending against automated players, trading platforms identifying manipulation, and competitive environments protecting integrity. Clients can build on our open API to integrate detection seamlessly.
Powered by Decentralization
Built on Bittensor’s decentralized AI infrastructure, AceGuard employs miners power to deliver objective, reproducible evaluation, continuous model improvement, and a transparent detection methodology, where trust emerges from open competition between independently trained models rather than centralized control.
Our Vision
Building the Global Trust Infrastructure
AceGuard will evolve into a comprehensive behavior validation platform where detection, prevention, and trust converge.
Gaming Is Where It Starts
Starting with poker and online gaming platforms, we're validating our detection system in the most challenging environment: high-stakes games where bots actively evolve to mimic human behavior. Gaming provides the perfect laboratory — observable behavior, measurable outcomes, and undeniable value.
The Universal Trust Layer
- Pre-game and in-game bot identification
- Multi-platform behavioral analysis
- Risk scoring with explainable evidence
- API/SDK for seamless integration
- Detection dashboard for security teams
- Automated action workflows
Continuous Improvement
As the subnet scales, the Bittensor network benefits from growing demand while platforms access increasingly sophisticated detection. This creates a virtuous cycle: more platforms generate more data, improving models and attracting more network participants.
Product Roadmap
The path to decentralized digital trust
Foundation: Controlled Detection
- Poker bot detection in a controlled environment
- Basic bot pattern identification
- Ground truth dataset generation
- Risk scoring system with evidence support
- Validator metrics framework
Advanced Detection & API
- Sophisticated bot detection (timing, adaptation)
- Diverse human player behavioral modeling
- Open API for platform integration
- Detection dashboard with player insights
- Early detection capabilities
Multi-Platform Expansion
- Real-time in-game detection
- Platform-agnostic detection framework
- Anti-overfitting unseen bot evaluation
- Score calibration for reliability
- Extended game format support
Commercial Scale
- Platform pilot programs integration
- Comprehensive API/SDK suite
- Risk evidence dashboard for operators
- Automated action workflows
- Multi-game extension
Global Trust Infrastructure
- Cross-platform behavioral analysis
- Social trading & marketplace integration
- Automated dataset evolution
- Developer marketplace for tools
- Universal behavior validation