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The mechanics

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Style
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Written for

Analysis by ViralLoop — not written by the original author.

Zixuan Li on AI · ViralLoop

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Post by Zixuan Li on X

Zixuan Li@ZixuanLi_

In light of this incident, what would be a reasonable range of cybersecurity capabilities for models accessible to the general public, including the open-source community? In other words, how asymmetric should access to cybersecurity capabilities be?

544 likes55 repliesPosted Jul 22, 2026

View the original on X Written by Zixuan Li. Captured Sep 4, 2026.

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Viral score

Based on absolute engagement — the platform doesn’t expose follower counts here, so large accounts score higher.

From likes, comments.

Why it worked

Opens with a question, so the reader starts answering before they have decided to read.
Ends on a question, which is the most reliable way to turn readers into repliers.
Short enough to read in full without expanding, which removes a step before the point lands.

The mechanics

Hook: Opens with a question
Structure: Hook → Invitation
Style: Conversational paragraphs at a steady pace.
Tone: plain, matter-of-fact
Written for: People building with AI

Analysis by ViralLoop — not written by the original author.

Topics

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More from Zixuan Li

GLM-5.3-Flash is now 50% off through the official t.co API for the next two weeks. After the discount: - Input: $0.075 - Output: $0.25 - Cached input: $0.015 t.co The discount is also available through third-party model aggregators.

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GLM-5.3 uses the same 743B base model as GLM-5.2, while matching the performance of models several times its size. Benchmark highlights: - Terminal Bench 3.0: 28.3 - DeepSWE: 66.9 - Agents' Last Exam: 28.5 - GDPVal-AA: 1769