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How Mira Network Builds a "Truth Architecture" in the AGI Era Entering 2026, large language models have become society's "digital oracles," capable of answering questions ranging from code to healthcare. However, this oracle is not perfect:
❌ Probabilistic Illusion: AI is essentially a probabilistic generative model, which inevitably leads to "illusions" when providing answers.
❌ High-Risk Industries: In fields such as law, healthcare, and finance, even a 1% error can lead to catastrophic consequences.
❌ Black Box Dilemma: AI services provided by centralized giants lack external audits, forcing users to "blindly trust" vendors.
■ Advanced Architecture from "Generation" to "Verification"
Mira @miranetwork proposes a core solution to these problems: establishing a verification network that prevents AI from lying.
① Binarization
② Distributed Multi-Model Consensus
③ Proof-of-Verification
The emergence of Mira @miranetwork signifies a paradigm shift in the AI ecosystem from "expressive richness" to "execution determinism," representing a more deterministic path for future AI development.

syk233 MemeMax
@syk233
01-05
MagicBlock :ARCHER 如何以“全链上”重塑交易范式
❌问题:在当前市场中,大多数所谓的DEX实际上仍处于半中心化状态,这种“黑盒”操作导致交易者面临价格不可预测和 MEV攻击的风险
针对这一现状,MagicBlock @magicblock 推出的 ARCHER 宣告了全链上交易时代的到来,即将在主网开启大规模测试: x.com/magicblock/sta…


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