Please help, everyone! I really don't understand what the doctor meant. Was it a boy or a girl? Sigh! Wearing clothes that cost a few dozen yuan, holding a phone that costs thousands, using a beauty filter with level 10 on, writing a tweet that won't go viral—another day of hypocrisy begins. @miranetwork @MiraNetworkCN Update: Palantir CEO's words shattered the illusion of trust in AI 👇 At the DealBook Summit, Alex Karp stated that AI illusions have significantly decreased. The nonsense from ChatGPT in 2023 caused countless companies to fall into traps. Incorrect reports, flawed decisions, and outrageously high costs. Now, Palantir's AIP platform provides the answer: real-time data anchoring + decentralized verification, turning AI from a high-risk gambler into a reliable enterprise-grade engine. @miranetwork On-chain auditing + incentive mechanisms ensure that every AI output carries a factual footnote. A chilling thought: When AI learns to be honest, who will define the truth? Is it a Silicon Valley giant, or a distributed network? Karp's confidence comes from real-world application, achieving error rates below 1% in military and financial scenarios. But what about ordinary developers like us? Open-source AI is easier to implement and has a lower barrier to innovation, but who will uphold ethical standards? I believe the future of AI is never about being faster, but about being more authentic. The era of illusion has completely ended, and the era of responsibility has officially begun. The second article is about @OpenledgerHQ. Chainbase and OpenLedger have joined forces. The core of this collaboration is the structured data from the Hyperdata Network, combined with an agent layer framework, to directly create a verifiable intelligent agent. No more guessing the black-box logic of AI. It reads data, verifies the truth, and makes decisions on the chain. Every step is traceable and completely transparent. This lays the foundation for a data-first ecosystem: open source, provable, and composable. Chainbase's AI-ready data provides the foundation, feeding the intelligent agent with ample resources, while OpenLedger's attribution mechanism acts as a safety valve, preventing the agent from acting recklessly and spiraling out of control. Their collaboration is a great start: for developers, the barrier to building autonomous agents is halved; for investors, Web3 AI is no longer just a story, but a real possibility. The third article will focus on @SentientAGI. Judging from their official Twitter updates, it seems like TGE will launch next year. Some crypto enthusiasts on Twitter reminded me to keep building, as snapshots are still ongoing, and the official Twitter account has also clarified this, so let's continue writing. Sentient's SERA-Crypto—what does it do? It specifically addresses the risks and pitfalls of cryptocurrencies 👇 This thing is like a scalpel, dissecting the risks of DOGE clearly, whether it's a Ponzi scheme-style pump-and-dump collapse or a narrative decline after the hype dies down, providing a structured analysis of the entire chain. Unlike GPT-5 analysis, it doesn't just list risks; it directly provides actionable solutions. Parallel on-chain data verification, embedded tool verification, and quantitative governance vulnerability analysis—every step is concrete and robust. I think this truly changes the way Web3 research is conducted: open-source AGI can finally help retail investors avoid those unpredictable black swan events. 1️⃣ For traders, they no longer need to be swayed by market sentiment and can directly capture effective signals. 2️⃣ For developers, SERA's routing and inference framework can be directly forked, ready for you to modify and create new things. But I have a question: Who guarantees the risk model is neutral? Is it up to the development team? Or is it left to the distributed community to oversee? SERA has already opened the door to Crypto AGI; will you use it to expose the secrets of the next meme coin? Finally, let's talk about @kaitoAI. To become better, you must strive to become a better @kaitoAI; to become richer, you must climb to where there is more money. Given the same effort, the higher the platform, the easier it is to make money. The platform determines your vision, your vision influences your thinking, and your thinking determines your wealth, success, or failure.