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Caihao Cui

Caihao Cui

Knowledge Grounds Action; Learning Nurtures Virtue.

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In a dark conceptual illustration, a robotic hand and a human hand operate controls linked to a gear system traversed by teal and amber paths.

Do Enterprises Really Need AI Agents? When to Let Models Decide the Next Step

29 August 2026·9087 words·19 mins

An abstract visual metaphor in which important structures are highlighted and reconnected within a vast network of data and parameters, representing how mathematics and algorithms reformulate problems so that large-scale AI systems can continue to train, adapt, and operate.

How AI Foundation Models Address Scaling Bottlenecks: Mathematical Structures, Algorithm Design, and Systems Engineering

25 August 2026·6165 words·29 mins

A dramatic visual of a digital shield or firewall cracking, with dark, shadowy tendrils seeping through, symbolizing the vulnerability and 'jailbreaking' of AI safety protocols. The cracked shield might reveal a glimmer of code or a stylized, slightly menacing AI eye behind it, hinting at the potential for manipulation or 'turning to the dark side.'

Unmasking AI Vulnerabilities: The Challenge of LLM Safety and Jailbreaking

24 August 2026·3118 words·7 mins

Enterprise documents and data pass through retrieval to produce a verifiable answer, while access controls and governance mechanisms restrict information access.

Is Enterprise RAG Worth It? From Choosing Use Cases to Ongoing Governance

23 August 2026·Updated: 27 August 2026·5395 words·26 mins

A metaphorical cartoon depicting human cognitive abilities declining as AI automates more tasks, illustrating a satirical 'singularity' where humanity becomes entirely reliant on machines and loses its independent thinking capacity.

Why You Must Still Write Down Your Ideas in the Age of AI

23 August 2026·3394 words·7 mins