Recently, when discussing AI and automation, one topic always comes up: how to ensure that every step taken by AI is reliable, traceable, and recognized? Simply getting it up and running is not enough; we also need to understand what it did and why it did it.

Just saw that @JoinSapien and @OpenledgerHQ started collaborating, and I think this direction is quite right.

Sapien is a software agent that helps you get work done, such as processing data and automatically executing certain operations on the blockchain. Openledger, on the other hand, focuses on leaving a trace of these operations – what you did, based on what data, and what the results were, all clearly recorded for easy tracking and verification.

In this way, Sapien's agents use the transparent data provided by Openledger when performing tasks, with every step of the operation being traceable. Conversely, the data from Openledger is not just sitting there; it is actually being utilized to drive the completion of real tasks.

Each of the two projects excels in its own area, and together they complement each other's weaknesses perfectly. One is responsible for execution, while the other handles recording and verification, and their collaboration feels quite natural. This kind of combination is indeed quite interesting in today's ecosystem, which increasingly emphasizes transparency and automation.

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