#Scaling Laws

133 related articles

Jul 29, 2026·2 min

Claude Mythos Codebreaking Incident Explained: The Reality and Limits of AI Cryptanalysis

Anthropic's Claude Mythos Preview model reportedly discovered improved cryptographic attack methods. This article analyzes the real capability boundaries of AI cryptanalysis and its implications.

Jul 28, 2026·3 min

Preparation Guide for NLP Research Scientist Internships: Key Focus Areas and Common Pitfalls

A comprehensive guide to preparing for NLP Research Scientist Intern roles, covering evaluation criteria, foundational knowledge, paper reading strategies, hands-on skills, and common pitfalls.

Jul 28, 2026·3 min

Kimi Delta Attention Explained: The Evolution from Standard Attention to Linear Attention

A deep dive into Kimi Delta Attention (KDA): tracing the evolution from quadratic Softmax attention through linear attention, Delta rules, and gated decay mechanisms, with insights on associative memory and hardware optimization.

Jul 28, 2026·5 min

July 24 AI Daily Brief: Flux 3 Multimodal Release, Kimi K3 Lags in Testing, Qwen Tops TTS Rankings

July 24 AI news: Black Forest Labs launches Flux 3 multimodal model, Kimi K3 lags in US-UK gov tests, Alibaba Qwen tops TTS rankings, Etched raises $300M, AMD unveils MI430X.

Jul 28, 2026·4 min

AI Companies Buy Books, Scan Them, Then Destroy Them: Pulping of Rare Books Sparks Cultural Preservation Debate

Some AI companies are mass-purchasing physical books for destructive scanning and pulping to obtain training data, even targeting rare antiquarian volumes. This article analyzes the technical motivations, legal gray areas, and cultural preservation controversies.

Jul 28, 2026·4 min

AI Companies Buy, Scan, and Destroy Books: Pulping Rare Volumes Sparks Cultural Preservation Debate

Some AI companies are mass-purchasing physical books for destructive scanning and pulping—even rare and antiquarian volumes—to obtain training data, sparking heated cultural preservation debates.

Jul 28, 2026·3 min

Google Launches Gemini 4 Pre-training: Its Most Ambitious AI Model Training Yet

Google DeepMind announces Gemini 4 pre-training has begun, calling it their most ambitious training yet. A deep dive into its technical direction, compute scale, multimodal breakthroughs, and competitive impact.

Jul 27, 2026·4 min

What Is the True Nature of Large Language Models? A Super Compressor Analogy to Help You Fully Understand

Large models aren't search engines — they're more like super compressors. This article explains how LLMs compress data to learn semantic patterns, and explores the phenomenon of intelligent emergence.

Jul 27, 2026·4 min

What Is the True Nature of Large Language Models? A Super Compressor Analogy That Makes Everything Click

LLMs aren't search engines — they're more like super compressors. This article explains how large models compress corpora to learn semantic patterns, and explores the principles and limitations of emergent intelligence.

Jul 27, 2026·2 min

The AI Compute Arms Race: Why Tech Giants Are Betting Everything on Data Centers

Tech giants are frantically investing in AI compute infrastructure driven by FOMO. This deep dive analyzes the logic, capital scale, energy challenges, and industry reshaping of the compute arms race.

Jul 27, 2026·3 min

AI Companies Are Destroying Rare Books to Obtain Training Data

AI companies are using destructive scanning to shred physical books—including rare editions—for training data. This article examines the efficiency logic, cultural costs, and copyright gray areas.

Jul 27, 2026·2 min

The AI Computing Arms Race: Why Tech Giants Are Betting Everything on Data Centers

Tech giants are pouring billions into AI computing infrastructure driven by FOMO. This deep dive analyzes the arms race logic, capital scale, energy challenges, and industry reshaping.

Jul 27, 2026·5 min

Multiway Turing Machines: A New Paradigm from Single Computation to Multiple Possibilities

An in-depth analysis of Wolfram's multiway Turing machines, exploring how computation expands from single paths to multiway graph structures, and deep connections to AI search algorithms and quantum computing.

Jul 26, 2026·2 min

Deep Dive into Agent Skills Architecture: How to Extend AI Agent Capabilities

Agent Skills is a lightweight open-source format that extends AI agent capabilities with plug-and-play skill packages. This article dives deep into the Skills architecture, progressive disclosure, and how it differs from Multi-Agent design.

Jul 25, 2026·5 min

DeepSeek's Five-Step Ladder to AGI: A Restrained Roadmap Built on Twenty Thousand GPUs

DeepSeek founder Liang Wenfeng reveals a five-step AGI roadmap from chain-of-thought to embodied intelligence. How does TileLang crack domestic GPU substitution under a 20,000-card constraint?

Jul 25, 2026·5 min

DeepSeek's Five-Step Ladder to AGI: A Restrained Roadmap Built on 20,000 GPUs

DeepSeek founder Liang Wenfeng reveals a five-step AGI roadmap—from chain-of-thought to embodied intelligence—under a 20,000-GPU constraint, using the TileLang compiler to break domestic substitution challenges while API cash flow backs AGI exploration.

Jul 25, 2026·3 min

The T-Parameter Era of Open-Source LLMs: Four Chinese AI Companies Break the Trillion-Parameter Barrier

Moonshot AI, Alibaba, DeepSeek, and Meituan all crossed the trillion-parameter threshold. China's open-source LLMs made the B-to-T leap in just 18 months.

Kronos Financial Foundation Model: Usi…

Jul 23, 2026·7 min

Kronos Financial Foundation Model: Using AI to Read the Market Language of Candlesticks

Kronos is the first open-source foundation model treating candlestick data as the "language of financial markets," using an autoregressive Transformer and earning 32K GitHub Stars. A deep dive into its principles, applications, and limits.

Jul 23, 2026·2 min

Why Does Vibe Coding Fail? The Community Reveals the Overlooked Truth About Success

A 160+ comment Reddit debate asks: are Vibe Coding projects doomed to fail? We break down the real success logic behind AI-assisted development, internal tools replacing SaaS, and what actually makes projects succeed.

Jul 21, 2026·2 min

AI Model Performance vs. Cost: What Does Top-Tier Intelligence Actually Cost?

A deep dive into performance scores and inference costs of 15 top AI models using the Artificial Analysis Intelligence Index — helping developers and enterprises build a cost-performance framework.