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Lao Guo's Learning Space
Lao Guo's Learning Space
Apr 15, 2026 · Industry Insights

Why $581 B in AI Spending Yields 95% Zero Return – Stanford Report

The Stanford 2026 AI Index reveals that $581 billion was poured into AI in 2025, yet 95% of enterprises saw no measurable return, highlighting an efficiency paradox, learning penalties, uneven AI capabilities, low model transparency, and a narrow path to real productivity gains.

AI Industry AnalysisAI investmentAI productivity paradox
0 likes · 11 min read
Why $581 B in AI Spending Yields 95% Zero Return – Stanford Report
Shi's AI Notebook
Shi's AI Notebook
Apr 11, 2026 · Artificial Intelligence

Claude for Word Public Preview and the Controversial Claude Mythos: What the AI Community Is Saying

Anthropic unveiled Claude for Word's public preview while the AI ecosystem debates Claude Mythos's looped‑language‑model architecture, faces OpenClaw compatibility hurdles, highlights new neural‑computer research, warns that memory will become the next bottleneck for agents, and questions the impact of soaring model prices on the industry.

AI Industry AnalysisAI Model PricingClaude Mythos
0 likes · 8 min read
Claude for Word Public Preview and the Controversial Claude Mythos: What the AI Community Is Saying
Old Meng AI Explorer
Old Meng AI Explorer
Mar 27, 2026 · Industry Insights

What’s Driving the AI ‘Adult Ceremony’ in 2026? A Deep Dive into the Industry’s Paradigm Shift

In just 20 days of March 2026, the AI sector witnessed a historic surge as GPT‑5.4, Claude 4.5, and Gemini 3 launched, marking a paradigm shift from conversational bots to autonomous agents, while massive revenue growth, compute investments, and geopolitical competition reshape the global landscape.

2026 AI trendsAI Industry AnalysisAI regulation
0 likes · 20 min read
What’s Driving the AI ‘Adult Ceremony’ in 2026? A Deep Dive into the Industry’s Paradigm Shift
Black & White Path
Black & White Path
Mar 21, 2026 · Artificial Intelligence

Japan’s ‘Self‑Developed’ 700B AI Model: A DeepSeek Re‑skin Flop

Rakuten AI 3.0 was billed as Japan’s largest, self‑developed 700‑billion‑parameter model backed by government funds, but a quick look at its Hugging Face config reveals it merely re‑uses DeepSeek V3, prompting a broader critique of the hype, funding motives, and strategic trade‑offs behind the launch.

AI Industry AnalysisDeepSeekGovernment funding
0 likes · 5 min read
Japan’s ‘Self‑Developed’ 700B AI Model: A DeepSeek Re‑skin Flop
ShiZhen AI
ShiZhen AI
Dec 6, 2025 · Artificial Intelligence

OpenAI’s Daily Users Plunge 12 M as Gemini 3 Threatens; GPT‑5.2 Rushed for Dec 9

Amid a 6% (≈12 million) daily‑active‑user decline triggered by Google’s Gemini 3 launch, OpenAI’s leadership issued a “red‑alert”, accelerated the release of GPT‑5.2 to Dec 9, halted ad and Pulse projects, and outlined strategic risks, competitive benchmarks, and the future “Garlic” roadmap.

AI Industry AnalysisAI benchmarksGPT-5.2
0 likes · 15 min read
OpenAI’s Daily Users Plunge 12 M as Gemini 3 Threatens; GPT‑5.2 Rushed for Dec 9