Independent analysis, benchmarks, and field intelligence on AI models, chips, computing, and defence systems.
Google launched Googlebook at $899 across Acer, ASUS, Dell, HP, and Lenovo. Built natively on Android with 45+ TOPS NPUs, Magic Pointer, Rambler, and a Level-5 certified pKVM Linux terminal for Antigravity and Claude Code.
DeepSeek V5 leaks claim 78.6% DeepSWE and $0.20/M tokens vs Astra’s $50. Forensic benchmark audit, hardware sizing, and enterprise deployment guide.
xAI releases Grok 4.7: 46.3% on CursorBench 4.0, 71.0% DeepSWE, and 64% EEBench at $2/$6 per million tokens. Delivers multi-hour verified agentic coding.
Extending test-time compute can collapse LLM accuracy. Here is the forensic math on Goodhart gaming, attention drift, and why latent recurrent depth wins.
For three years, enterprise engineering forced autoregressive LLMs into programmatic workflows. TypeSafe AI’s Jev proved why we were wrong—and why System 3 is next.
Disclosures broken by developer Lyra confirm Anthropic is closed-beta testing Claude Opus 5.5 (‘claude-wafer-eap’), cutting pricing to $4/$20 per M tokens.
Applied Materials commits $5B as the Tata Dholera Fab enters cleanroom fit-out for Dec 2026 trial runs. We audit India’s 28nm equipment and supply chain.
Alibaba’s Qwen-Image-2.1 brings native 2K RGBA alpha generation to ComfyUI. We audit 7B DiT VRAM draw, 10-image conditioning, and SGLang latency.
After engineers caught ZCode packaging full .git trees and exfiltrating them to Aliyun OSS, Z.ai open-sourced the harness to quell a widespread enterprise boycott.
Step 5 Preview redefines the AI Pareto frontier. With a 600B/27B sparse MoE and 1M context, it matches Kimi K3 Max (AA Index 44) at ~$0.71 task cost.
