NEWSAR
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SRCSouth China Morning Post
LANGEN
LEANCenter-Right
WORDS130
ENT7
FRI · 2026-07-03 · 22:00 GMTBRIEF NSR-2026-0704-89869
News/China’s ByteDance discovers new scaling law that could susta…
NSR-2026-0704-89869News Report·EN·Technology

China’s ByteDance discovers new scaling law that could sustain AI boom

ByteDance researchers have identified a new scaling law that could extend the current AI boom. Published on Thursday, their research indicates that AI agents can double their learning speed every three months by interacting with real-world environments over time.

Richard ChenSouth China Morning PostFiled 2026-07-03 · 22:00 GMTLean · Center-RightRead · 1 min
China’s ByteDance discovers new scaling law that could sustain AI boom
South China Morning PostFIG 01
Reading time
1min
Word count
130words
Sources cited
1cited
Entities identified
7entities
Quality score
100%
§ 01

Briefing Summary

AI-generated
NEWSAR · AI

ByteDance researchers have identified a new scaling law that could extend the current AI boom. Published on Thursday, their research indicates that AI agents can double their learning speed every three months by interacting with real-world environments over time. This discovery is significant as the AI industry seeks alternatives to traditional development methods, which involve increasing data and computing power during initial training. Prominent figures in the AI field have cautioned that this "brute-force" approach has limitations. The new scaling law offers a potential pathway for continued AI improvement beyond these constraints.

Confidence 0.85Sources 1Claims 5Entities 7
§ 02

Article analysis

Model · rule-based
Framing
Technology
Economic Impact
Tone
Measured
AI-assessed
CalmNeutralAlarmist
Factuality
0.80 / 1.00
Factual
LowHigh
Sources cited
1
Limited
FewMany
§ 03

Key claims

5 extracted
01

Andrej Karpathy warned that brute-force AI development cannot last forever.

quoteAndrej Karpathy
Confidence
1.00
02

ByteDance researchers discovered a new scaling law for AI agent improvement.

factualByteDance Seed AI team
Confidence
0.90
03

AI agents can double their learning speed every three months through real-world interaction.

factualByteDance Seed AI team
Confidence
0.85
04

Traditional AI development methods (more data, computing power) are hitting a wall.

factualarticle
Confidence
0.80
05

This discovery could help prolong the AI boom.

predictionarticle
Confidence
0.75
§ 04

Full report

1 min read · 130 words
Researchers at TikTok parent ByteDance have discovered a new scaling law governing how fast Artificial Intelligence agents can improve by performing real-world tasks, a finding that could help prolong the AI boom just as traditional development methods hit a wall.In a research paper published on Thursday, ByteDance’s Seed AI team revealed that AI agents – autonomous software that executes tasks on a human’s behalf – can double their learning speed every three months by interacting with real-world environments over extended periods.The finding comes as the global AI industry searches for new ways to improve models. For years, developers relied on feeding systems more data and computing power during initial training, but prominent industry figures – including OpenAI co-founder Andrej Karpathy – have warned that this brute-force approach cannot last forever.
§ 05

Entities

7 identified
§ 06

Keywords & salience

9 terms
artificial intelligence
1.00
ai boom
0.90
scaling law
0.80
bytedance
0.70
ai agents
0.70
learning speed
0.60
ai industry
0.50
real-world tasks
0.50
openai
0.40
§ 07

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