My buddy Shelly was venting to me, saying that when she looks at projects now, she doesn't even dare to let AI handle competitive analysis anymore. It's not that AI analysis isn't accurate; it's just that she doesn't know who to trust. In the same sector, ChatGPT gives one report, Claude gives another, and Perplexity comes up with yet another version—all with different data sources and reasoning logic. She can’t cross-verify which one is correct. In the end, she still has to manually go through everything, making AI feel like a quick but ultimately more exhausting step.

This got me thinking a lot. Recently, while researching @OpenGradient , I’ve been pondering how the AI sector has seen so many stories over the years, from big models to Agent technology, with trends changing rapidly. But the projects that can stick around long-term will ultimately need to focus on real use value. If it’s driven by hype, it’s easily forgotten once the buzz dies down; only those that continuously create real demand will see their value gradually solidify.

That’s also why I’m particularly interested in OpenGradient. It’s not just about piling on parameters; it cares more about trustworthy data, privacy protection, and building decentralized reasoning networks. After using their Chat, my biggest takeaway isn’t how smart the answers are, but that it addresses an increasingly real issue: as more information comes from AI, why should we trust these answers? For users, trust might be more important than speed; for the whole industry, credibility might become the core competitive edge in the next phase.

From my market observations over the years, I increasingly believe that short-term price can be driven by emotions, but long-term value must come from real demand. If AI becomes foundational infrastructure like search engines in the future, those networks that can establish trust mechanisms and support real use cases will be worth tracking closely.

Speaking of the token structure for $OPG , there’s been about 9.13 million tokens unlocked recently, valued at around $1.62 million, making up less than 5% of the circulating supply. I looked at the token distribution chart and found that today’s release is the linear portion of the Ecosystem share, primarily for developer incentives, model contribution rewards, and network usage subsidies, designed to direct tokens to actual users. The cliff for core contributors and investors is 12 months, starting from the TGE on April 21, meaning it won’t enter the window until April 2027. Today’s unlock feels more like fuel for network operation rather than early holders cashing out. #OPG

What does everyone think?