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Jacky Kwok ✓

@jackyk02

Stanford CS PhD | Berkeley EECS

3 378Followers
1 000Following
130Posts total
2MViews on collected posts

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

Face aux comptes de taille comparable

4 posts des 90 derniers jours, à côté de la tranche de under 10K abonnés. diffusé largement, mais peu de ces spectateurs réagissent.

Vues médianes17 509ce compte4 175médiane pour under 10K
Portée, %518.32%ce compte250.82%médiane pour under 10K
Engagement, %0.56%ce compte1.41%médiane pour under 10K
IndicateurCe compteMédiane pour under 10KRapport
Vues médianes par post17 5094 1754.19×
Portée (vues ÷ abonnés)5.2× audience2.5× audience2.07×
Taux d'engagement0.56%1.41%0.40×

Autres comptes de cette tranche →   Comparer avec un autre compte →   Comment ces repères sont établis →

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 1.41%.

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.

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