Why Protocol Security Tools Need to Become Platforms

A follow-up. The previous article described what we are building. This one describes how it works in practice – and why the shift from academic tool to industrial platform matters. In a previous article, I described the architecture of a protocol analyzer we are building: automatic repair, sixteen attacker models, GNN-guided search, modular crate design. … Read more

How to Actually Scale Multi-Agent AI (A Chip Designer’s Playbook)

86-89% of multi-agent AI pilots never reach production. Multi-agent failure taxonomy research classifies the breakdowns into specification failures, inter-agent failures, and system composition failures; the core model is rarely the culprit. The semiconductor industry hit a structurally identical complexity wall around 2003: EDA software couldn’t compile flat layouts of 100M+ transistors. Their fix (Hierarchical Physical … Read more

The Final Wojak

Seventeen years of internet history, three blockchains, and one question left to answer: does the feels guy finally get its billion dollar cycle? Every meme season produces exactly one coin that becomes the coin. In 2023 it was Ethereum’s turn: hundreds of Pepes came out, one after another, until the final Pepe came out, and … Read more