Jacky Kwok ✓

@jackyk02

Stanford CS PhD | Berkeley EECS

3 378Followers

1 000Following

130Posts total

2MViews on collected posts

Against accounts of the same size

5 posts from the last 90 days, next to the under 10K follower range. shown widely, but few of those viewers react.

Median views19 783this account2 557median for under 10K

Reach, %585.64%this account165.97%median for under 10K

Engagement, %0.49%this account1.60%median for under 10K

Metric	This account	Median for under 10K	Ratio
Median views per post	19 783	2 557	7.74×
Reach (views ÷ followers)	5.9× audience	165.97%	3.53×
Engagement rate	0.49%	1.60%	0.31×

Others in this range → Compare with another account → How these benchmarks are built →

Growth & engagement

How the posts we collected actually performed: views and reaction rate post by post, what the audience did with them, and where the follower count goes.

Views per post

997.3K8 Jul

1M17 Aug

4.5K

19.8K18 Aug

15.2K

Last 5 collected posts, oldest on the left. The scale is logarithmic: one post can outrun the rest a hundred times over.

Engagement rate per post

0.07%8 Jul

0.37%17 Aug

0.49%

0.63%18 Aug

0.87%

Reactions — likes, reposts, replies and quotes — divided by views. Median for under 10K accounts is 1.60%.

What the audience does

Likes46.4%3 924 in total

Reposts5.6%477 in total

Replies2.3%194 in total

Quotes1.6%133 in total

Bookmarks44.1%3 733 in total

Share of every reaction we collected for this account. Replies mean argument, reposts mean endorsement, bookmarks mean the post was worth keeping.

The follower curve appears once this account has two daily snapshots — we take one a day, and this one is on its first.

Latest posts

@jackyk02 This is the argument for cheap models finally paying off — you're not paying for one smart answer, you're buying the right to be wrong a dozen times and still win. At 11x cheaper, verification stops being a luxury and becomes a loop you can run forever. The frontier isn 15.2K views · 124 likes · 4 reposts · 5 replies 18 Aug 2026 · Open on X →

@jackyk02 Can we actually use different models as verifiers? Like using a local Deepseek-V4-Flash to verify the GLM-5.3 API? If that works, it would be a huge leap forward. 19.8K views · 115 likes · 0 reposts · 10 replies 18 Aug 2026 · Open on X →

@jackyk02 this is actually insane 4.5K views · 21 likes · 0 reposts · 1 replies 17 Aug 2026 · Open on X →

Scaling self-verification with DeepSeek V4 Flash beats Claude Fable 5 on Terminal-Bench 2.1, while being 11x cheaper 💰 As open-source models become more capable, they can now generate large numbers of high-quality candidate solutions and verify their own outputs at very low http 1M views · 3.1K likes · 400 reposts · 154 replies 17 Aug 2026 · Open on X →

How can we extract richer signals from AI Feedback? Introducing LLM-as-a-Verifier✨— a simple verification scaling framework that achieves SOTA on agentic benchmarks 🚀 The key idea: - Use fine-grained scoring granularity (e.g., 1-20 instead of the standard 1-5 scale) - Take http 997.3K views · 553 likes · 73 reposts · 24 replies 08 Jul 2026 · Open on X →