Notes on systems, AI, and building things.
Generative AI made stochastic computing mainstream. It also made predictability a scarce resource. Rebuilding deterministic foundations is the next necessary investment.
A deep dive into Hermes Agent's dual-path rendering pipeline — Bot API 10.1 Rich Messages versus MarkdownV2 fallback — and the engineering decisions that keep agent replies readable on every Telegram client.