I burned all my tokens researching how to save tokens (quesma.com)

Quesma has unveiled its latest advancements in AI economics, specifically focusing on the cost-effectiveness of AI agents, a field termed "tokenomics." The creator shares insights from their research journey, which initially consumed the entire limit of their Claude Max 5x plan in just 30 minutes without producing usable results. To resolve costs and enhance trust in AI-generated findings, they integrated multiple AI models—Claude, Codex, and Antigravity—using a shared memory system. This innovative orchestration allowed them to leverage existing subscriptions without incurring additional expenses, extending research duration from 30 minutes to several hours. The research also revealed critical lessons on managing token-based costs and reducing misinformation. By implementing stringent verification rules for claims and utilizing a multi-model approach to research (where cheaper models find information, accurate ones verify it, and deeper analysis follows), the team effectively built a trustworthy knowledge base. Findings included significant variations in token usage depending on the model harness and the nuances of context management that can unexpectedly increase costs. This work not only highlights practical strategies for AI resource optimization but also emphasizes the importance of a hybrid research approach combining human oversight with AI capabilities.