#Scaling Laws
181 related articles
·2 min
Marvell: The Hidden Giant Behind AI Infrastructure — Four Technical Aces Explained
Deep dive into how Marvell leverages UALink switch chips, CXL memory tech, custom ASIC foundry services, and silicon photonics to become an indispensable core supplier in AI infrastructure.
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·3 min
Xi Yin Joins OpenAI: What It Means When Top Scientists Leave Universities
Harvard's youngest Chinese full professor Xi Yin reportedly joins OpenAI. His shift from string theory to AI reflects how compute is replacing talent as the core research resource.
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·4 min
Deconstructing the Serenity Methodology: An Investment Research Framework from Market Leaders to Physical Bottlenecks
Deep breakdown of anonymous trader Serenity's methodology: drilling from market leaders along supply chains, using four hard conditions to identify physical chokepoints, and building a repeatable pipeline with Claude Code.
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·2 min
OpenAI's Cash Black Hole: Why $40 Billion in Funding Still Isn't Enough
OpenAI projects $143B in cumulative losses. Microsoft's investment is largely Azure credits, not cash. Only 2 of 11 founders remain. A deep analysis of OpenAI's funding crisis and likely acquisition.
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Tech Frontiers·3 min
GitHub Agent HQ Launch: AI Coding Tools Enter the Era of Platform Competition
GitHub Universe unveils Agent HQ platform for unified coding agent management, Copilot upgrades with multi-model support. OpenAI completes restructuring, Anthropic tests new model, NVIDIA open-sources AI models.
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Deep Dives·2 min
The "Worse is Better" Philosophy of Large Model Design: Why Simple and Brutal Beats Refined and Complex
Analyzing the "worse is better" philosophy in large model architecture: why DeepSeek V4 dropped N-gram, why Transformer dominates AI, and three iron laws of simple, efficient model design.
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Product Reviews·2 min
Is OpenAI Codex Becoming More Like Claude Code? Developers Complain About Product Homogenization
Developers complain OpenAI Codex is becoming more like Claude Code. Analysis of AI coding tool homogenization trends and what developers should prioritize when choosing programming assistants.
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Industry Insights·3 min
Behind Apple AI's Repeated Delays: The 14-Year Internal Struggle of Siri Revealed
Why does Apple Intelligence keep getting delayed? From Siri's acquisition to AI team infighting, a deep dive into the organizational failures behind Apple's AI struggles.
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Tech Frontiers·3 min
Gemini 3.2 Pro Leaked Tests Disappoint, GPT-5.6 Already in Internal Testing
Gemini 3.2 Pro leaked tests show mediocre results with minor SVG improvements but weak UI. GPT-5.6 enters internal testing while Claude's new preview achieves breakthrough cybersecurity performance.
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Industry Insights·3 min
OpenAI Foundation: How to Help Society Build AI Resilience
OpenAI CEO Sam Altman announces the OpenAI Foundation is helping society build AI resilience. Explore its strategy across workforce transition, AI literacy, safety research, and AI governance.
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Deep Dives·4 min
Core Principles of the Transformer Architecture: A Deep Dive into Self-Attention Mechanisms and Engineering Optimizations
Deep dive into Transformer architecture covering self-attention QKV mechanics, Encoder-Decoder structure, Flash Attention memory optimization, RoPE positional encoding, and GQA inference acceleration.
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Product Reviews·3 min
Mavis Hands-On Review: Multi-Agent Collaboration vs. Single Agent — A Comprehensive Comparison in Academic Research and Web Development
In-depth review of Mavis multi-agent platform across academic retrieval, literature review, and web development. Multi-agent mode significantly outperforms single agents in accuracy and reliability.
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Industry Insights·2 min
OpenAI Foundation Commits $250 Million Across Three Key Directions to Promote Shared AI Prosperity
OpenAI Foundation commits $250M across measurement, transition support, and shared prosperity to ensure AI benefits reach broader global populations. Deep analysis of industry implications.
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Product Reviews·3 min
O3 vs Gemini 2.5 Pro vs Claude 3.7: Real-World AI Coding Ability Comparison
Real-world comparison of O3, Gemini 2.5 Pro, and Claude 3.7 coding abilities through snake battles, RL training, solar system simulation, and soccer game tasks.
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Product Reviews·2 min
Claude Opus 4.8 Hands-On: What Can You Build in One Hour?
Hands-on testing of Claude Opus 4.8's coding and creative abilities, including Mario game and Slay the Spire-style card game development, quota consumption, and real-world bug frequency.
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Research·2 min
Meta Muse Spark Technical Deep Dive: How Three-Dimensional Scaling Achieves 10x Compute Reduction
Meta reveals Muse Spark technical details: three-dimensional scaling across pre-training, RL, and test-time inference achieves over 10x compute reduction versus Llama 4 Maverick.
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Tech Frontiers·2 min
GLM5 Architecture Leaked: 745B Parameters, DeepSeek V4 May Launch Quantized Smaller Model First
GLM5 code leak reveals 745B-parameter MoE architecture replicating DeepSeek V3. DeepSeek V4 may launch a 200B quantized model first, with flagship exceeding 1T parameters.
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Product Reviews·2 min
GLM 5.1 Flagship Model Tested at 400 TPS — From Sketch to Complete App in Two Minutes
Testing Zhipu's GLM 5.1 High Speed API: a full-power flagship model at 400 Token/s. From sketch restoration to generating a complete puzzle game, verifying speed and capability combined.
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Industry Insights·2 min
"Directional Accuracy" in AI Predictions: Why It's More Valuable Than Precise Forecasting
What is directional accuracy? This article explains its core value in AI, with cases from deep learning's rise and emergent abilities in large models, exploring how to make directionally correct tech predictions.
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Product Reviews·1 min
DevAlly Review: AI-Powered Accessibility Compliance Tool for EAA/ADA Challenges
In-depth review of DevAlly — an AI-powered accessibility compliance tool supporting EAA, ADA, and Section 508. Explore features, competitor comparisons, and use cases.
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