choly 求理 (Ж)
2.5K posts

choly 求理 (Ж)
@zeroxcholy
graph designer @rep_hq prev. shipped blockchain apps to 100m+ users









Introducing the Monastery for AI-native founders. A single builder can now outperform a publicly traded company. $2 million. 12 weeks. Do the impossible.

Introducing the Monastery for AI-native founders. A single builder can now outperform a publicly traded company. $2 million. 12 weeks. Do the impossible.

@dannytook asked what gets underestimated about AI today, and where the real bottleneck shows up next. @0xpratik: coordination is the mechanism: agents, compute, capital, research. Whoever coordinates trust between humans, institutions, and autonomous systems holds the power.

Goodfire just argued concepts inside neural networks don't live on straight lines. They live on curved manifolds, and linear steering pushes models into incoherent states where outputs break down. A separate NeurIPS 2025 paper points the same way from the control side: steering DeepSeek-R1 along the manifold cut output tokens by up to 71% across math reasoning benchmarks, with accuracy preserved. Trust outside the model has the same shape. A flat reputation score is a linear path through a curved space. The scoring trace is the manifold and the only way to decide without collapsing the context.



Kraken is deprecating its existing cross-chain provider and migrating to @Chainlink CCIP as its exclusive cross-chain infra to secure Kraken Wrapped Bitcoin (kBTC) & all future Kraken Wrapped Assets. Kraken chose Chainlink CCIP because it offers enterprise-grade infrastructure with strict security & risk management requirements, including: • ISO 27001 and SOC 2 Type 2 certifications • Secure by default architecture • 16 independent nodes • Native rate limits, and more. Together, Chainlink and Kraken can help accelerate the global adoption of crypto by unlocking utility and distribution for all Kraken Wrapped Assets across DeFi. For kBTC customers, no action is required. More details on the migration process to follow on official Kraken channels.







