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Xiaomi's Luofuli: Blindly Focusing on Price in Large Models Is a Trap, Blocking OpenClaw Merely Loss Prevention
On April 8, Anthropic abruptly shut down access for third-party frameworks—including OpenClaw —to its Claude subscription service. The decision stunned power users and exposed the staggering computing costs hidden beneath the large-model subscription model.
Core Conflict: $200 Subscription vs. $5,000 Compute Costs
Anthropic offered a blunt explanation for the crackdown:
Cost Mismatch: The platform discovered that certain power users paid just $200 a month through third-party frameworks while consuming $5,000 worth of compute.
Mandatory Switch: To relieve financial strain, affected users are now required to move to the API billing model, abruptly halting developers who had been “free-riding” on subscriptions.
Expert Opinion: Third-Party Frameworks Are Token-Consumption Black Holes
Commenting on the situation, Luofuli, Head of Xiaomi MiMo Large Model offered a sharp critique:
Low Efficiency Trap: She noted that third-party frameworks, because of poor context management, can consume Token at rates ten times higher than native ones.
Inevitable Loss Control: Given such inefficient resource usage, Anthropic 's action is simply a business loss-control move, hardly a surprise.
Industry Warning: Don't Let the Token Price War Turn Into a Vicious Cycle
Luofuli also warned large-model makers, urging the sector to return to rationality:
Reject Blind Price Reduction: Without a clear subscription pricing rationale, jumping into a token price war and letting third-party tools hook in is essentially digging your own grave.
What Is the Way Out: The true path forward isn't cheaper tokens, but the “co-evolution of efficient frameworks and high-quality models.”
Xiaomi Update: Pay-Per-Use Billing as the Ecosystem Remedy
While discussing competitors, Luofuli also disclosed Xiaomi MiMo 's latest strategy:
Token Plan Launch: Xiaomi MiMo's new token plan explicitly supports third-party integration, but under a healthier pay-per-use model.
Long-Term Perspective: She argues that short-term cost pain will push third-party platforms to optimize their technology, fostering long-term healthy development in the AI ecosystem.
Conclusion: The Cost Line in the Computing Era
As global compute resources increasingly lag behind the growth of intelligent agents, pure low-price strategies are no longer sustainable. From Anthropic
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On April 8,
Core Conflict: $200 Subscription vs. $5,000 Compute Costs
Cost Mismatch: The platform discovered that certain power users paid just $200 a month through third-party frameworks while consuming $5,000 worth of compute.
Mandatory Switch: To relieve financial strain, affected users are now required to move to the API billing model, abruptly halting developers who had been “free-riding” on subscriptions.
Expert Opinion: Third-Party Frameworks Are Token-Consumption Black Holes
Commenting on the situation,
Low Efficiency Trap: She noted that third-party frameworks, because of poor context management, can consume
Inevitable Loss Control: Given such inefficient resource usage,
Industry Warning: Don't Let the Token Price War Turn Into a Vicious Cycle
Reject Blind Price Reduction: Without a clear subscription pricing rationale, jumping into a token price war and letting third-party tools hook in is essentially digging your own grave.
What Is the Way Out: The true path forward isn't cheaper tokens, but the “co-evolution of efficient frameworks and high-quality models.”
Xiaomi Update: Pay-Per-Use Billing as the Ecosystem Remedy
While discussing competitors,
Token Plan Launch: Xiaomi MiMo's new token plan explicitly supports third-party integration, but under a healthier pay-per-use model.
Long-Term Perspective: She argues that short-term cost pain will push third-party platforms to optimize their technology, fostering long-term healthy development in the AI ecosystem.
Conclusion: The Cost Line in the Computing Era
As global compute resources increasingly lag behind the growth of intelligent agents, pure low-price strategies are no longer sustainable. From
Apple removes Cal AI app for unauthorized in-app purchases and manipulative billing
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Github Copilot's token-based billing sparks developer outrage
The golden era of Microsoft's GitHub Copilot may be ending, especially for individual users. The company is shifting from a flat subscription fee to a token-based billing model, which could significantly increase costs. While larger enterprises might
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