The TokenLab Blog

A practical way to read AI model leaderboards without confusing popularity, price, benchmark scores, and production fit.

Crypto

July 2

What 512GB unified memory changes for local LLM inference, when local hardware beats cloud APIs, and how OpenClaw-style agent routing can keep cloud fallback explicit.

OpenRouter is the largest AI API aggregation platform. TokenLab took a completely different technical path. Here's what that means for developers.

AI agents forget conversations when memory consolidation fails. We built a dual-layer fallback system that chains 5 models to guarantee zero memory loss, while cutting consolidation costs by 70%.

We found that 95% of our semantic cache hits were false positives. The root cause: embedding vectors dominated by fixed template text. We dug into the production data, read the papers, and built a two-layer fix.

AI Native isn't about using AI tools. It's a fundamental shift in how software gets built, where 5-person teams outperform 50-person organizations by designing workflows around human-AI collaboration from day one.