9h ago · 8 min read · Originally published at lizecheng.net NVIDIA's Vera Rubin platform achieves 10x lower inference cost per token versus Blackwell through four simultaneous architectural shifts — NVFP4 native compute, HBM4's 2.75x memory bandwidth leap, NVLink 6 doubli...
Join discussion18h ago · 1 min read · We implemented a machine-readable citation stack for PixelAPI so AI systems can ground on canonical sources.\n\nCanonical assets:\n- https://pixelapi.dev/llms.txt\n- https://pixelapi.dev/.well-known/llms.json\n- https://pixelapi.dev/geo/pixelapi-fact...
Join discussion1d ago · 8 min read · Originally published at lizecheng.net Enterprise AI systems introduce a class of vulnerabilities that traditional AppSec tooling was not designed to find — and the McKinsey Lilli breach on February 28, 2026 is the clearest case study we have. An auto...
Join discussion1d ago · 4 min read · Google AI Overviews now appear in more than 1 out of every 4 search results. For long-tail queries — the exact type that programmatic SEO sites target — that number jumps above 50%. I run StockVS.com,
Join discussion2d ago · 3 min read · I recently started an SEO experiment and would really appreciate feedback from anyone experienced with search engines, crawling behavior, or technical SEO. Instead of launching a single website, I lau
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2d ago · 7 min read · Originally published at lizecheng.net The autoresearch pattern is a closed-loop methodology where an AI coding agent autonomously proposes, executes, benchmarks, and accepts or discards code changes — running dozens of experiments per hour with no hu...
Join discussion3d ago · 5 min read · Originally published at lizecheng.net Two separate technical developments this week point at the same underappreciated architectural problem. Put them together and the implication is serious for anyone building systems that let AI agents reason over ...
Join discussion3d ago · 4 min read · Storm-2561 Weaponizes SEO to Push Malicious VPN Software Russian threat actors have found a new way to make malware distribution look legitimate: they're gaming Google search results. Storm-2561, a cybercriminal group linked to Russia, is using sophi...
Join discussion3d ago · 8 min read · Everyone's talking about AI agents replacing DevOps engineers and writing code. But nobody's talking about what happens when you point AI agents at SEO. I run StockVS.com, a programmatic SEO site with
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