wikiTaTa / Blog
Thinking out loud
AI agents, structured memory, token efficiency — and the honest uncertainty between what we measure and what we believe.
Token Efficiency & Agent Intelligence
How wikiTaTa tracks every token, scores every agent, and routes future work accordingly — and what we cannot yet prove.
A technical white paper on the wikiTaTa Agent Efficiency Suite: real-time burn tracking, empirical model scoring, user-controlled routing, and an honest accounting of what is measured vs. what is hypothesized.
Read →The Language of wikiTaTa
Why the icons look the way they do — and how each one maps to a layer of the system.
The clay-carved icons across wikiTaTa aren't decoration — each is a layer of the system. A visual language, read plainly, now with Secrets.
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