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OpenAI GPT-Red: Self-Play RL Driven Automated Red Teaming — The New AI Security Paradigm
Friday, July 17, 2026 in Blog
OpenAI GPT-Red: Self-Play RL Driven Automated Red Teaming — The New AI Security Paradigm 1. Introduction: When AI Begins Attacking AI On July 15, 2026, OpenAI published a research result that sent shockwaves through the security community — GPT-Red, …
DeepSeek IPO: $71B Valuation — The Capital Logic, Compute Hunger, and Industry Restructuring of China's AI Unicorn Listing Wave
Friday, July 17, 2026 in Blog
DeepSeek IPO: $71B Valuation — The Capital Logic, Compute Hunger, and Industry Restructuring of China’s AI Unicorn Listing Wave 1. Introduction: From “No Funding” to IPO in Three Months On July 14, 2026, Bloomberg broke the news — …
Anthropic J-Space: Discovering the Global Workspace Inside LLMs — An Interpretability Breakthrough
Friday, July 17, 2026 in Blog
Anthropic J-Space: Discovering the Global Workspace Inside LLMs — An Interpretability Breakthrough 1. Introduction: Peering into AI’s “Inner Monologue” On July 6, 2026, Anthropic published a landmark paper — A Global Workspace in …
Zhipu GLM-5.2 · SAO Asynchronous RL: Single-Rollout Surpasses GRPO, Agent RL New Paradigm Deep Dive
Thursday, July 16, 2026 in Blog
Zhipu GLM-5.2 · SAO Asynchronous RL: Single-Rollout Surpasses GRPO, Agent RL New Paradigm Deep Dive 1. Introduction On July 15, 2026, Zhipu AI founder Jie Tang announced the release of SAO (Single-rollout Asynchronous Optimization), a new paradigm …
Tencent Hy3 295B 1bit Quantization: 598GB to 85GB — Single GPU Flagship Model Deployment, llama.cpp Ecosystem Deep Dive
Thursday, July 16, 2026 in Blog
Tencent Hy3 295B 1bit Quantization: 598GB to 85GB — Single GPU Flagship Model Deployment, llama.cpp Ecosystem Deep Dive 1. Introduction On July 14, 2026, Tencent Hunyuan team open-sourced the quantized version of their Hy3 flagship model, sending …
Meta Iris AI Chip: Broadcom + TSMC, September Mass Production, 7GW→14GW Capacity Doubling Strategy Deep Dive
Thursday, July 16, 2026 in Blog
Meta Iris AI Chip: Broadcom + TSMC, September Mass Production, 7GW→14GW Capacity Doubling Strategy Deep Dive 1. Introduction In July 2026, Reuters disclosed Meta’s internal memo: the codenamed “Iris” self-developed AI chip is …
Apple Intelligence China Approval · Qwen Integration: On-Device + Cloud AI Architecture Deep Dive
Thursday, July 16, 2026 in Blog
Apple Intelligence China Approval · Qwen Integration: On-Device + Cloud AI Architecture Deep Dive 1. Introduction On July 15, 2026, China’s Cyberspace Administration announced the latest batch of registered on-device generative AI services. …
Apple × PrismML Deep Dive: Running 27B LLM in 10GB RAM with Ternary Quantization
Wednesday, July 15, 2026 in Blog
1. Introduction: On-Device AI’s Moore’s Law Moment On July 15, 2026, multiple news outlets reported that Apple is in talks with AI startup PrismML to integrate its ternary quantization compressed models into iPhones. PrismML claims its …
DeepSeek V4 Official Launch Deep Dive: 1.6T MoE + Peak-Valley Pricing + DSpark Inference Acceleration
Wednesday, July 15, 2026 in Blog
1. Introduction: A Paradigm Shift in Chinese AI Commercialization On July 15, 2026, DeepSeek officially announced the full-scale commercial launch of its V4 model. This is no ordinary release—it introduces three variables that could fundamentally …
IBM 25% Crash Deep Dive: How AI CapEx Is Devouring Traditional Software, and the $5.8 Trillion Infrastructure Gold Rush
Wednesday, July 15, 2026 in Blog
1. Introduction: The Worst Day Since 1968 On July 14, 2026, IBM released its Q2 earnings warning: total revenue of $17.2B (vs. $17.9B expected), Non-GAAP EPS of $2.93 (vs. $3.02 expected), software revenue growth of only 5% (far below the 11% …