what's Tplr?

Tplr is a decentralized AI infrastructure project enabling permissionless training of large language models through a global network of compute resources. It addresses centralization challenges in AI by allowing collaborative, open pre-training without intermediaries, as demonstrated by its Covenant series models like the 70B parameter version. The platform leverages blockchain for coordination, ensuring transparency and accessibility for contributors worldwide. Key mechanics include subnet-based computation for distributed training tasks, where participants provide GPU resources in exchange for incentives. Tplr's benchmarks show competitive performance against centralized baselines on metrics like ARC and MMLU, proving the viability of decentralized approaches. By focusing on open infrastructure, it aims to democratize AI development and prevent corporate monopolies in the space.

Tplr featured in Khala Research's Bittensor report for traction and real-world product-market fit.