General Tensor has been one of the leading talent acquisition pipelines Bittensor, introducing over a dozen AI specific teams to the network. By combining technical execution with economic alignment and go-to-market strategy, we help new subnets reach sustainable participation, attract high-quality contributors, and deliver real utility to the Bittensor ecosystem.
Subnets
sn50
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Synth
General Tensor Signature
Incubation Process
Stage 1
Research
Phase 1 - Strategic Planning & Market Positioning
Define the subnet thesis, target market, and economic rationale.
- Problem definition and value proposition
- Market sizing and growth analysis
- Competitive positioning and success metrics
Outcome: A clear, investable subnet thesis with validated demand signals.
Phase 2 - Bittensor Ecosystem Research
Build deep understanding of Bittensor mechanics and subnet dynamics.
- Validator and miner economics
- Emissions, consensus, and registration requirements
- Competitive analysis of existing subnets
Outcome: Ecosystem-aligned assumptions and technical feasibility clarity.
Stage 2
Design
Phase 3 - Incentive Mechanism Design
Design economic systems that reward quality and resist gaming.
- Emission and reward structures
- Deterministic evaluation criteria
- Anti-gaming and attack mitigation strategies
Outcome: Incentives aligned with sustainable network behaviour.
Phase 4 - Architecture Design
Define how validators, miners, and data interact.
- Subnet architecture and data flow
- Miner participation and evaluation workflows
- Technology stack and system components
Outcome: A scalable, production-ready protocol design.
Phase 5 - Security Architecture
Assume adversarial behaviour from day one.
- Threat modelling and attack surface analysis
- Sandboxing and isolation strategies
- Secure execution and resource controls
Outcome: A hardened security model for untrusted execution.
Phase 6 - Infrastructure & DevOps Setup
Prepare environments for development through mainnet.
- Dev, testnet, and production environments
- Monitoring, logging, and alerting
- Cost and resource optimization
Outcome: Operationally resilient infrastructure foundation.
Stage 3
Testing
Phase 7 - Development & Testing
Build and validate core subnet functionality.
- Validator and miner implementation
- Unit, integration, and end-to-end testing
- Reference miner templates and tooling
Outcome: Functionally complete subnet with proven behavior.
Phase 8 - Red Teaming & Security Testing
Stress-test incentives, security, and performance.
- Adversarial miner simulations
- Validator exploit testing
- Load, latency, and resource benchmarking
Outcome: A scalable, production-ready protocol design.
Phase 9 - Documentation & Community Building
Enable rapid adoption and participation.
- Miner and validator documentation
- Tokenomics and incentive explanations
- Community channels and onboarding
Outcome: A prepared ecosystem ready for launch.
Stage 4
Deployment
Phase 10 - Testnet Deployment
Validate real-world behavior in a live environment.
- Subnet registration and deployment
- Epoch execution and reward verification
- Feedback collection and iteration
Outcome: Proven subnet performance under live conditions.
Phase 11 - Mainnet Deployment
Launch with confidence and operational control.
- Final security and readiness checks
- Mainnet registration and rollout
- Community onboarding and monitoring
Outcome: A live, production subnet on Bittensor mainnet.
Phase 12 - Post-Launch Operations & Iteration
Optimize, scale, and compound long-term value.
- Incentive tuning and performance optimization
- Infrastructure scaling and cost control
- Ongoing community engagement and growth
Outcome: A sustainable, revenue-capable subnet with continuous improvement.