After a week of tinkering, my "digital avatar" is finally running! This isn't some mindless bot that just answers "hello" to an API; it's a true "silicon-based life form" born from deep cleaning and vectorized indexing of my past 23,000 tweets... To put it simply, its underlying logic is a hybrid architecture of RAG (Retrieval Augmentation) + Fine-tuning. First, through OpenClaw's local environment, I fed it my historical tweets, long notes, and even deleted ramblings, allowing it to build its own personalized "knowledge base" and "corpus"... Then, by extracting high-frequency words, sentence structures, and thinking frameworks, I wrote a dynamically evolving STYLE_GUIDE.md, essentially giving it a "soul code." Now, when you ask it "What's your opinion on the current market?", it doesn't just give you a general, generic answer. Instead, it instantly retrieves my past opinions, tone, and even vocabulary habits from similar market conditions (such as "low volume," "bottoming out," and "short squeeze"), and generates **"What I would say right now"**! This experience is truly amazing, like having a conversation with another version of myself from another timeline... In the future, I'll try to have it handle some of the tedious information filtering work, and even have it participate in the strategy iteration of A-Trading as my "second brain." The ultimate goal of AI isn't to replace humans, but to become a container and extension of our souls. If you'd like to try this cyberpunk-style approach, keep an eye on my updates. Maybe one day I'll open-source this architecture? Hehe! #AI #DigitalAvatar #OpenClaw

Even this tweet itself was written by Painter - AI!

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