Incentivizing intelligence

Joined June 2021
Bittensor recently released Null Consensus, a major protocol update expanding subnet capacity from 256 to 2,500 participants. It introduces a new way to determine miner rewards, giving subnet owners an alternative to Yuma Consensus.
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Targon's new GPU capacity is being booked by enterprise customers within a day, often under year-long contracts. On the latest Novelty Search, @TargonCompute explains how Subnet 4 is building a confidential AI cloud that protects models and data even on third-party hardware. The team also unveiled a public revenue dashboard, with bare-metal servers, virtual machines and AI-agent sandboxes already available, and more cloud services on the roadmap. Hosted by @const_reborn Full episode in the first comment
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Openτensor Foundaτion retweeted
Introducing DecisionModels @decisionmodels_ I've spent the last four weeks benchmarking decision models (I run JevBench). Today I'm launching the place to actually use the best ones: decisionmodels.io ➡️Top open models ➡️Up to 4x faster on our own REAX engine ➡️From $0.019 per 1M input tokens. Expect more reveals soon, and read 👇
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The update also introduces optional proof-of-work registration, allowing miners to join subnets without spending TAO upfront. Instead of paying a registration fee in TAO, they can solve a computational challenge using their hardware. This opens the door for more miners, including autonomous AI agents, to join Bittensor using compute alone.
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Yuma remains the default. Subnet owners can opt into Null or keep the existing multi-validator consensus system. Null offers a simpler way to determine miner rewards, designed for much larger competitions. With both mechanisms available, Bittensor can support a wider range of subnet designs, each using the reward model that best fits its needs.
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Without Yuma’s consensus and bond calculations, Null can handle much larger subnet competitions. It also supports precise integer weights, allowing validators to preserve very small reward ratios across thousands of participants. The 2,500-participant limit applies to subnets using one reward mechanism.
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Null removes that consensus step. The registered participant with the highest stake weight becomes the only validator allowed to submit weights. The protocol uses those weights to determine miner rewards. Other participants with stake still receive proportional validator dividends.
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Under Yuma, validators evaluate miners and assign weights based on their performance. The protocol compares these weights through stake-weighted consensus, limiting scores that exceed what the majority supports. Those adjusted weights determine how miner rewards are distributed.
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Openτensor Foundaτion retweeted
Yesterday engy.ai processed 50B+ tokens in a single day, and we’re just getting started. check our stats here: engy.ai/usage
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Openτensor Foundaτion retweeted
JUST IN: SN80 (@openroboto), the largest robotics subnet on @bittensor, integrates peaqOS All devices now have an ID and wallet on Solana, and can be verified and paid for their performance directly on Solana using @peaq
We’re bringing @peaq’s machine identity infrastructure to OpenRoboto Shift. Our first 30 OR-S1 data collectors now use peaqOS Pro, each with its own decentralized identity (DID) on @solana.
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Open robotics is bringing Bittensor and @peaq together. @openroboto (Subnet 80) now uses peaqOS to link robot training footage to capture devices with verifiable identities on @solana.
Robot training data is becoming valuable enough to fake Every data collector from @openroboto, the largest robotics subnet on Bittensor (@opentensor), now runs peaqOS on the Pro tier 30 are live, each with its own identity anchored on @solana, and every future one will be too
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This Thursday on Novelty Search :: Subnet 4 :: @TargonCompute Targon is building a decentralized GPU cloud on Bittensor, providing on-demand compute for AI training and inference. Its confidential VMs use Intel and NVIDIA hardware security to protect sensitive models and data, even from the providers operating the servers. Live on Thursday :: 9PM UTC :: via Bittensor Discord Hosted by @const_reborn
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Openτensor Foundaτion retweeted
You can sign up for @say_gm_ without an email now fully anonymous Any frontier model 100% encrypted privacy Cheapest cost on the market What am i missing ? s3.hippius.com/poppy/public/…
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We said cheaper storage was on Bittensor. @Hippius_cloud beats AWS, Google Cloud, R2, Wasabi and Backblaze on price at every size tested.
We compared monthly storage bills across six providers. Hippius S3 came out cheapest at every size. And that’s storage alone. AWS and Google Cloud also charge you to download your own data. Hippius S3 has no egress fees and unlimited requests on every plan.
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Looking for a cheaper way to put leading AI models to work on your computer? Bittensor subnet @say_gm_ just released a desktop AI assistant app for Mac, Windows and Linux. You can switch between Claude, GPT, Gemini and more, even mid-chat, at discounted rates and without a subscription. Bittensor’s growing product ecosystem is getting ready for the mainstream.
Claude, GPT, Gemini and more. One desktop app. Always cheaper than list price. SayGM Desktop is an AI assistant that does the work: → Reads your files and builds the spreadsheet → Runs tasks while you sleep → Asks before it acts No subscription👇 saygm.com/blog/saygm-desktop…
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