Blog

Research, announcements, and updates from the ReadyAI team.

March 18, 2026

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.

March 12, 2026

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.

January 13, 2026

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.

2025

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.

2025

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.

2024

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.