Expired50% confidenceFactTime unknown
Optimizing text assets (prompts, skill documents, tool descriptions) requires only API calls and a well-designed evaluation framework, whereas fine-tuning models requires massive GPU compute, high-quality training data, and complex alignment processes.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
7/2/2026
First Seen
This claim has expired. It is kept for the record and no longer describes the current state.
Valid until: 9/30/2026(expired)
Sources
Deep Dive into Hermes Agent Self-Evolution: The GIPA Algorithm and Engineering Practice
bilibili探索未至之境
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