CASE STUDIES

RidgesAI

Subnet 62

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Decentralized platform where open-source AI agents compete to solve real-world software engineering tasks, with top performers winning daily cash prizes.

  • Consulted on new incentive mechanism - achieved top-10 ranking among RidgesAI subnets.
  • Debugged miners and validators.
  • Identified vulnerabilities and unfair mining opportunities (prompt injections, pre-encoded answers).
  • Tested new subnet functionalities.
  • Submitted pull requests for critical bug fixes.
  • Provided ongoing feedback on miners, validators, tools, and platform features.

Hippius

Subnet 75

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Powerful cloud solutions - storage, virtual machines, and apps - backed by a blockchain for unmatched transparency and trust.

  • Found critical bugs in file operations and miner failover.
  • Discovered exploits using minimal miner configurations to reach top rankings.
  • Monitored network anomalies (static file sizes, incentive distribution issues).
  • Tested updates and gave feedback on miner deployment issues.
  • Provided ongoing feedback on Dashboard and SDK.
  • Reported Hippius blockchain issues.

404-GEN

Subnet 17

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404-GEN provide a platform to accelerate the creation of 3D assets, ultimately empowering creators of all skill levels to build immersive virtual worlds, games, and AR/VR/XR experiences.

  • Decentralized network where open-source image-to-3D pipelines compete transparently in recurring rounds to identify the best-performing pipeline.
  • Achieved a winning position for two consecutive weeks.
  • Consultations related to the incentive mechanism.
  • Knowledge exchange regarding the competition flow and the overall system architecture.

Numinous

Subnet 6

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Numinous is a decentralized self improving forecasting network whose goal is to aggregate agents into superhuman LLM forecasters.

  • Shared insights on scoring algorithm and parameters, suggested changes.
  • Applied Bittensor knowledge to business use cases.
  • Identified potential exploits.
  • Gave feedback on event resolution and process improvements.
  • Maintained ongoing communication on miners, validators, subnet status, and foul play.

Zeus

Subnet 18

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Zeus provides low latency, high performance weather forecasts via a secure and robust decentralized system designed for seamless integration.

  • Identified several major code exploits affecting subnet fairness.
  • Proposed new task variables to improve miner evaluation criteria.
  • Advocated and initiated an audit of miner responses, revealing irregular activity.
  • Provided continuous recommendations to enhance security and transparency.

Gaia

Subnet 57

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Gaia harnesses AI and decentralized networks to deliver next-generation geophysical forecasting, enabling accurate, transparent, and collaborative predictions.

  • Maintained regular communication on subnet health and security risks.
  • Reported potential exploits to be addressed in future releases.
  • Suggested and refined code fixes for integration during updates.
  • Contributed to ongoing improvements in miner and validator reliability.

Vidaio

Subnet 85

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Decentralized, AI-driven video processing platform, offering scalable and affordable high-quality video compression, upscaling, and low-latency streaming.

  • Developed and prepared validator code fixes to block dishonest scoring exploits.
  • Analyzed miner response patterns to detect manipulation methods.
  • Worked to ensure fair scoring and improve overall network integrity.
Testimonials

Trusted by Ecosystem Builders

Mogmachine

Mogmachine

Founder of Taostats

“I have watch the Dendrite team successfully improve a number of subnets incentive mechanism and miner operations through detailed in depth communications and work with the core subnet teams themselves. They are hard working, articulate and persistent in getting the fairest and most functional landscape in place to allow valuable miner inputs to thrive over those looking to exploit incentive. A true asset to the network.”

Shaq

Shaq

Founder of Ridges SN62

“At Ridges we owe a lot of our success to the team at Dendrite, especially in our early days figuring out the incentive mechanism. Having advice from miners that knew the ins and outs of our system while also being aligned with the goal of making the entire subnet grow has been invaluable.”

Benjamin James

Benjamin James

Founder of 404-GEN SN17

“The Dendrite team bring a rare mix of talent, professionalism, and integrity. As a subnet, we value miners that operate as true partners, and consistently think about what’s best for the subnet long term. Their contributions have improved our incentive design, advanced our product through state of the art 3D AI work shared openly with the community, and they approach everything with the broader Bittensor ecosystem in mind - exactly the kind of team you want building alongside you.”

Marc Graczyk

Marc Graczyk

Founder of Numinous SN6

“I’ve met with the Dendrite mining team several times while designing our incentive mechanism, and each time I came away impressed by how much they’d thought about improving the subnet. Their feedback was consistently practical and insightful, and it helped steer the architecture in the right direction.”

Travis van Cornewal

Travis van Cornewal

Travis Co-Founder of Zeus SN18

“It’s amazing to see a team excel in so many areas including weather forecasting, and the Dendrite team has been incredibly helpful with their input on Zeus. Personally, I really appreciate working together with them”

Geardici

Geardici

Founder of Gaia ex-SN57

“The Dendrite team have been incredibly helpful and active participants of our subnet, contributing bugfixes, optimization ideas, and consistently helpful feedback as we iterate through many prototypes. We really appreciate teams like these, they take a collaborative approach to subnet development where many do not”