CloudBench

The Core Concept

CloudBench is a proposed Bittensor Subnet that acts as a decentralized cloud cost optimization engine. It is designed to tackle the $100+ billion annual enterprise cloud waste crisis, where companies routinely over-provision their infrastructure by 30-60% because modern GPU and multi-region deployments are just too complex for human teams to perfectly optimize.

How the Network Works

It treats cloud optimization as an adversarial, competitive market.

• The Miners (Autonomous FinOps Agents): Miners act as specialized financial operations (FinOps) agents that compete to discover the absolute cheapest and most efficient cloud infrastructure configurations. They analyze workload profiles and synthesize actual Infrastructure-as-Code (like Terraform or Kubernetes).

• The Validators (The Simulators): Validators generate realistic, heavy production workloads—such as AI inference APIs or distributed machine learning training pipelines. They test the miners' configurations against these workloads.

• The Incentive (Proof of Optimization): Miners are rewarded with TAO for maximizing cost reduction, but there is a catch: they must maintain strict Service Level Agreements (SLAs) for latency and availability. If their cheap configuration causes the application to crash or miss the SLA, they instantly receive a score of zero.

The Ultimate Goal

Instead of relying on static rules or expensive centralized consultants, CloudBench turns the entire Bittensor network into a continuously evolving, decentralized FinOps team that can discover cost-saving infrastructure strategies no single vendor could calculate.

Fig 1: High Level Architecture Workflow

Resource Link:

Business Pitch Deck: https://www.canva.com/design/DAHCTgZ9t2o/b6NlOFsgCbVT1bJNVK3Jzw/view?utm_content=DAHCTgZ9t2o&utm_campaign=designshare&utm_medium=link2&utm_source=uniquelinks&utlId=h5c941dab87

Proposal: https://drive.google.com/file/d/1XnzUuXNb4mP59LHPi_0XIjNKrVOowwYh/view?usp=sharing

X/Twitter Introductory Post: https://x.com/i/status/2026682444884357350

All Resources (Proposal, Slides, Architecture Diagram): https://drive.google.com/drive/folders/1zomTCmwEjw3ijw0ccjzO_tlyZNnzI9WX?usp=sharing