Blog
Research, announcements, and updates from the ReadyAI team.
ReadyAI 1H2026 Roadmap: x402 Payments, Paying Customers & Alpha Buybacks
x402 payment rails ship the week of May 18th, a public revenue dashboard goes live this month, and 75% of enrichment pipeline revenue will fund SN33 alpha buybacks. Five customers, including NYSE-listed SmartStop, are already paying for data feeds powered by the subnet.
Building the Missing Training Data for Coding Agents
PlanSearch (ICLR 2025) showed reasoning in natural language before generating code dramatically improves output. The field is starved for reasoning-rich training data. We believe the answer is deep technical conversations.
llms.txt Are Live: The Web, Made Readable for Machines
The llms.txt repository is now live. SN33 has processed the first batch with over 10,000 websites crawled, cleaned, and converted into structured llms.txt files by the subnet.
Non-Deterministic Enrichment: A New Primitive for Scalable Dataset Generation
A new miner task primitive deployed on SN33: context-aware, non-deterministic data enrichment. This enables infinite dataset generation from finite source material.
ReadyAI x Ipsos: Transforming Market Research with AI
How ReadyAI partnered with the world's largest market research firm to reduce processing time by 95%+ and transform open-ended survey analysis from weeks to minutes.
SN33 Miners Outperform Mechanical Turk by 86% at 660x Lower Cost
Fine-tuned miners on Subnet 33 outperform Mechanical Turk by 86% and GPT-4o by 51% on annotation tasks, with 92% performance improvement over 3 months.
Structured Data Unlocked: Using LLMs and Distributed Compute
How ReadyAI uses LLMs and decentralized compute to build a super low-cost structured data pipeline that outperforms traditional annotation in quality, price, and speed.