Validator 5HK2…YYXr scheduled a child-key change on 3 subnets
Validator hotkey 5HK2LZRrvj581VjyxuFxb6ehFZoNi5PqAg3Y2HsmYPhGYYXr announced new child keys on SN10, SN13, SN20, applying at block 9,296,887 (~24h). Stake delegated to it there routes through its children after that.
Validator5HK2LZ…hGYYXrSubnetsSN10, SN13, SN20 Between blocks 9,289,686 and 9,289,749
Validator Kiln (5F7d…r6LW) scheduled a child-key change on 3 subnets
Validator hotkey 5F7dvCS7mdzJU4o9bAUx4LPgpF3XeMM1XEz9nVqVNga9r6LW announced new child keys on SN10, SN13, SN20, applying at block 9,296,890 (~24h). Stake delegated to it there routes through its children after that.
ValidatorKilnSubnetsSN10, SN13, SN20 Between blocks 9,289,686 and 9,289,749
Validator 5EqY…oaUf scheduled a child-key change on 3 subnets
Validator hotkey 5EqYdsxW1EYfb7PdJrazCYd1JuunqhABtHSWKh34jPbQoaUf announced new child keys on SN10, SN13, SN20, applying at block 9,296,893 (~24h). Stake delegated to it there routes through its children after that.
Validator5EqYds…bQoaUfSubnetsSN10, SN13, SN20 Between blocks 9,289,686 and 9,289,749
Validator 5HK1…RJAK scheduled a child-key change on 3 subnets
Validator hotkey 5HK1Ubcg6MBwDGW7Td4RtAvE1FNyvkHvXKfwymW9q1BCRJAK announced new child keys on SN10, SN13, SN20, applying at block 9,296,884 (~24h). Stake delegated to it there routes through its children after that.
Validator5HK1Ub…BCRJAKSubnetsSN10, SN13, SN20 Between blocks 9,289,624 and 9,289,686
Validator tao.bot (5E2L…eZ5u) scheduled a child-key change on 3 subnets
Validator hotkey 5E2LP6EnZ54m3wS8s1yPvD5c3xo71kQroBw7aUVK32TKeZ5u announced new child keys on SN7, SN8, SN10, applying at block 9,293,157 (~24h). Stake delegated to it there routes through its children after that.
Validatortao.botSubnetsSN7, SN8, SN10 Between blocks 9,285,903 and 9,285,964
Validator tao5 (5Csv…2zVp) scheduled a child-key change on SN10
Validator hotkey 5CsvRJXuR955WojnGMdok1hbhffZyB4N5ocrv82f3p5A2zVp announced new child keys on SN10, applying at block 9,292,922 (~24h). Stake delegated to it there routes through its children after that.
Between blocks 9,285,716 and 9,285,779View subnet →
SN10 miner burn down to 53%
The subnet burns 53% of its miner emission now (was 100%): miners are being paid again.
Detected 2d agoView subnet →
Excited to be one of the new verified providers on the Liquid Inference network by @Architect_Fi
Inference is rapidly becoming commoditized and financialized, and Liquid Inference is well positioned to bring real-time price discovery and continuous competition to every token.
Quoting @BrettHarrison
The Liquid Inference router network is growing quickly. We now have 28 verified companies serving >1000 models, offering capacity dynamically and updating quotes in real-time. Average time for providers to onboard and integrate models is 3 hours, full verification within a day.
Full post on TaosisOpen on X ↗
Get paid to make Kimi K3 faster on SGLang.
8× B300. 16 concurrent requests. Make inference faster while preserving model quality.
The campaign is live → pareton.ai/
Linkpareton.aipareton.ai/Full post on TaosisOpen on X ↗
Validator 5HK2…YYXr scheduled a child-key change on 2 subnets
Validator hotkey 5HK2LZRrvj581VjyxuFxb6ehFZoNi5PqAg3Y2HsmYPhGYYXr announced new child keys on SN10, SN31, applying at block 9,286,087 (~24h). Stake delegated to it there routes through its children after that.
Validator5HK2LZ…hGYYXrSubnetsSN10, SN31 Between blocks 9,278,838 and 9,278,901
Validator 5HK1…RJAK scheduled a child-key change on 2 subnets
Validator hotkey 5HK1Ubcg6MBwDGW7Td4RtAvE1FNyvkHvXKfwymW9q1BCRJAK announced new child keys on SN10, SN31, applying at block 9,286,084 (~24h). Stake delegated to it there routes through its children after that.
Validator5HK1Ub…BCRJAKSubnetsSN10, SN31 Between blocks 9,278,838 and 9,278,901
Validator Kiln (5F7d…r6LW) scheduled a child-key change on 2 subnets
Validator hotkey 5F7dvCS7mdzJU4o9bAUx4LPgpF3XeMM1XEz9nVqVNga9r6LW announced new child keys on SN10, SN31, applying at block 9,286,090 (~24h). Stake delegated to it there routes through its children after that.
ValidatorKilnSubnetsSN10, SN31 Between blocks 9,278,838 and 9,278,901
Validator 5EqY…oaUf scheduled a child-key change on 2 subnets
Validator hotkey 5EqYdsxW1EYfb7PdJrazCYd1JuunqhABtHSWKh34jPbQoaUf announced new child keys on SN10, SN31, applying at block 9,286,093 (~24h). Stake delegated to it there routes through its children after that.
Validator5EqYds…bQoaUfSubnetsSN10, SN31 Between blocks 9,278,838 and 9,278,901
We just purchased some RTX 5090s to expand our inference operations.
Some disassembly required. Stay tuned.

Full post on TaosisOpen on X ↗
Validator tao.bot (5E2L…eZ5u) scheduled a child-key change on 3 subnets
Validator hotkey 5E2LP6EnZ54m3wS8s1yPvD5c3xo71kQroBw7aUVK32TKeZ5u announced new child keys on SN1, SN8, SN10, applying at block 9,281,637 (~24h). Stake delegated to it there routes through its children after that.
Validatortao.botSubnetsSN1, SN8, SN10 Between blocks 9,274,433 and 9,274,500
Validator TAO.app (5CoZ…bifj) scheduled a child-key change on 125 subnets
Validator hotkey 5CoZxgtfhcJKX2HmkwnsN18KbaT9aih9eF3b6qVPTgAUbifj announced new child keys on SN1, SN2, SN3, SN4, SN5, SN6, SN7, SN8, SN9, SN10, SN11, SN12 and 113 more, applying at block 9,281,605 (~24h). Stake delegated to it there routes through its children after that.
ValidatorTAO.appSubnetsSN1, SN2, SN3, SN4, SN5, SN6, SN7, SN8, SN9, SN10, SN11, SN12, … (125 subnets) Between blocks 9,274,365 and 9,274,433
Validator tao.bot (5E2L…eZ5u) re-scheduled a child-key change on 3 subnets
Validator hotkey 5E2LP6EnZ54m3wS8s1yPvD5c3xo71kQroBw7aUVK32TKeZ5u announced new child keys on SN5, SN8, SN10, applying at block 9,273,357 (~24h). Stake delegated to it there routes through its children after that. It replaces the changes that were pending on SN5 (block 9,270,481), SN8 (block 9,270,839) and SN10 (block 9,270,837), which will not apply then.
Validatortao.botSubnetsSN5, SN8, SN10 Between blocks 9,266,106 and 9,266,170
Cost per token keeps falling, and every year the total bill goes up anyway. Reasoning models think longer. Agents run in loops. Context windows keep growing. Demand for inference is growing faster than our efficiency at serving it.
The gap between those two curves is your margin. Pareton is here to close this gap.

Quoting @a16z
Token prices keep falling and GPU rental prices keep rising
Intelligence gets cheaper, usage goes up, and a model ends up in every piece of software twitter.com/64844802/status/2108603721840275576
Full post on TaosisOpen on X ↗
Validator tao.bot (5E2L…eZ5u) re-scheduled a child-key change on 2 subnets
Validator hotkey 5E2LP6EnZ54m3wS8s1yPvD5c3xo71kQroBw7aUVK32TKeZ5u announced new child keys on SN8, SN10, applying at block 9,270,837 (~24h). Stake delegated to it there routes through its children after that. It replaces the changes that were pending on SN8 (block 9,264,359) and SN10 (block 9,265,797), which will not apply then.
Validatortao.botSubnetsSN8, SN10 Between blocks 9,263,594 and 9,263,656
Validator tao.bot (5E2L…eZ5u) scheduled a child-key change on 2 subnets
Validator hotkey 5E2LP6EnZ54m3wS8s1yPvD5c3xo71kQroBw7aUVK32TKeZ5u announced new child keys on SN10, SN17, applying at block 9,265,790 (~24h). Stake delegated to it there routes through its children after that.
Validatortao.botSubnetsSN10, SN17 Between blocks 9,258,581 and 9,258,649
Validator Tensorplex Labs (5E4z…ULde) scheduled a child-key change on 21 subnets
Validator hotkey 5E4z3h9yVhmQyCFWNbY9BPpwhx4xFiPwq3eeqmBgVF6KULde announced new child keys on SN1, SN5, SN6, SN7, SN8, SN9, SN10, SN11, SN12, SN13, SN14, SN84 and 9 more, applying at block 9,265,380 (~24h). Stake delegated to it there routes through its children after that.
ValidatorTensorplex LabsSubnetsSN1, SN5, SN6, SN7, SN8, SN9, SN10, SN11, SN12, SN13, SN14, SN84, … (21 subnets) Between blocks 9,258,178 and 9,258,244
.@Pareton_ai miners achieved up to 54% faster AI inference on @engyai’s setup, using the same GPUs.
On the latest Novelty Search, Pareton explains how Bittensor’s Subnet 10 improves the software that runs AI models, with each winning optimization becoming the next baseline to beat.
The team also got a miner-developed optimization merged into @vllm_project, one of the leading open-source engines for AI inference.
Hosted by @const_reborn
Full episode in the first comment

Full post on TaosisOpen on X ↗
Specialist vs. Generalist in an AI World.
Specialists win once models commoditize. One model, one GPU class, and the margin shows up. Generalists win on the problems that sit between fields. Pure depth misses the bridge.
We sit in the middle. Narrow where the search has to compound. Broad where the work is connecting hardware, workload, and the buyer.
Full episode with @VenturaLabs.
Quoted post
Ep. 103 - Xavier Lyu
Xavier @xavi3rlu is building Pareton @Pareton_ai
Timestamps
1:10 - Takeaways From the Exploit Summit
3:00 - Pareton's Target Hardware Today
3:26 - Chasing Underutilized Non-CUDA GPUs
4:27 - How You Become Hardware Agnostic
5:35 - Campaigns: One Model, One GPU Class
6:09 - Optimizing Eighty 5090s vs. One
8:01 - Can One Campaign Span a Mixed Cluster?
8:46 - Concurrent Streams & What Clients Want
10:49 - Competitors and the Pricing Problem
13:04 - Baseten, $13B, and Vertical Integration
13:55 - What Owning the Full Stack Means
15:18 - Where the Gold Is If the Shovels Are Built
18:13 - On-Prem Deployment & Outsourcing R&D
19:20 - Why Not Just Run an LLM on a Loop?
21:47 - If the Search Space Gets Exhausted
22:28 - Models Commoditize, Competition is Margin
23:30 - Exploring GPUs Outside NVIDIA
24:23 - Designing dTAO, Then Living Under It
26:45 - The Non-Technical Side of a Subnet
27:25 - Distribution as the Real Bottleneck
28:11 - Benchmarks That Never Became Revenue
Full post on TaosisOpen on X ↗
Novelty Search :: Bittensor Subnet 10, Pareton :: The Inference Speedmaster x.com/i/broadcasts/1nJOLQqYpyqxR
Full post on TaosisOpen on X ↗
Join us now on Discord
discord.com/channels/799672011265015819/1220143…
Quoting @opentensor
This Thursday on Novelty Search :: Subnet 10 :: @Pareton_ai
Pareton uses Bittensor miners to make AI inference faster and cheaper by improving the software that runs models in production.
SN10 continuously tests miner-submitted optimizations on the same workloads and hardware, keeping only the changes that improve performance without sacrificing output quality.
Live on Thursday :: 9PM UTC :: via Bittensor Discord
Hosted by @const_reborn
Linkdiscord.comdiscord.com/channels/799672011265015819/1220143188774227988Full post on TaosisOpen on X ↗
Validator tao.bot (5E2L…eZ5u) scheduled a child-key change on SN10
Validator hotkey 5E2LP6EnZ54m3wS8s1yPvD5c3xo71kQroBw7aUVK32TKeZ5u announced new child keys on SN10, applying at block 9,244,917 (~24h). Stake delegated to it there routes through its children after that.
Validatortao.botSubnetsSN10 Between blocks 9,237,704 and 9,237,768View subnet →
Validator 5HK2…YYXr scheduled a child-key change on 5 subnets
Validator hotkey 5HK2LZRrvj581VjyxuFxb6ehFZoNi5PqAg3Y2HsmYPhGYYXr announced new child keys on SN10, SN20, SN47, SN126, SN128, applying at block 9,244,692 (~24h). Stake delegated to it there routes through its children after that.
Validator5HK2LZ…hGYYXrSubnetsSN10, SN20, SN47, SN126, SN128 Between blocks 9,237,450 and 9,237,513
Validator 5HK1…RJAK scheduled a child-key change on 5 subnets
Validator hotkey 5HK1Ubcg6MBwDGW7Td4RtAvE1FNyvkHvXKfwymW9q1BCRJAK announced new child keys on SN10, SN20, SN47, SN126, SN128, applying at block 9,244,689 (~24h). Stake delegated to it there routes through its children after that.
Validator5HK1Ub…BCRJAKSubnetsSN10, SN20, SN47, SN126, SN128 Between blocks 9,237,450 and 9,237,513