Built for Production. Not Theory.
We have hands-on experience designing and operating live Bittensor subnets end to end from validator logic and miner frameworks to emissions design and long-term network operations.
Our work spans real incentive systems, real adversarial environments, and real economic coordination. We build systems that survive contact with reality.
Our Bittensor
Capabilities
Subnet &
Validator Architecture
01
We design validator architectures for production environments. From data ingestion and miner benchmarking to weight calculation and emissions submission, we build systems that remain stable under optimisation pressure.
Experience includes:
Miner Frameworks &
Performance Engineering
02
Incentives only work when emissions consistently reward the right behaviour even as participants adapt.
We build miner frameworks for:
Incentive &
Emissions Design
03
Incentives determine whether a subnet survives. Our work includes burn mechanics, adaptive weighting, reserved emissions, and iterative refinement informed by live network behaviour.
We design emissions systems that balance:
Tooling, Monitoring &
Operations
04
Launching a subnet is the easy part. We ensure systems remain usable, observable, and stable over time.
We manage:
VoidAI (SN106)
Designed and launched a validator-driven liquidity provisioning subnet, enabling verifiable LP contributions, emissions-backed incentives, and automated treasury flows on Raydium.
Nodexo (SN27 – Neural Internet)
Built and operated a production GPU compute subnet with real-time monitoring, miner performance insights, and a simplified rental interface for decentralised compute.
VoidAI (SN106)
Designed and launched a validator-driven liquidity provisioning subnet, enabling verifiable LP contributions, emissions-backed incentives, and automated treasury flows on Raydium.
Experimental Builds &
Applied R&D
Beyond long-running subnets, we explore new problem spaces inside the Bittensor ecosystem through hands-on experimentation. Our team recently participated in a Bittensor-based hackathon co-hosted by InsureMEP and BTlabs, working with decentralised weather intelligence powered by the Zeus subnet to test how real-time signals can support applied risk, planning, and decision-making.
Two of our recent builds were recognised with 2nd and 3rd place rankings:
WeatherProof Commons
Results A public weather risk visualisation platform designed for municipalities and operators who require signal clarity without speculative overlays.
These systems sit on live Bittensor infrastructure and reflect how we work:
Build quickly. Deploy early. Learn from real signals.
Who We Work With
If you are building within the ecosystem and require production-grade engineering, we are aligned.
01.
Subnet founders launching production networks
02.
Protocol teams building on Bittensor
03.
Organisations exploring decentralised AI infrastructure
Trusted Across the Bittensor Ecosystem
Testimonials
Real testimonials from SMEs to global enterprises on the outcomes we delivered.