A demonstration of implementing Karpathy's microgpt in multiple languages—Python, Rust, and an array language (MLPL)—showing performance tradeoffs and readability differences across implementations, with the idiomatic MLPL version achieving faster execution than compiled Rust through efficient array primitives.
A software engineer explores how AI agents writing code alongside minimal human oversight mirrors the reliability demands of modern systems. The author argues that if a system requires a sober, sharp developer to deploy safely, it's fundamentally fragile—and that comprehensive verification (tests, formal methods, security tracing) should enable confident deployment regardless of human state.
Bottle is a lightweight ledger system that enables autonomous bots to log and query structured facts against custom schemas. Unlike markdown notes or full SQL databases, it provides constrained operations on typed data with built-in validation, linking, and filtering capabilities, making it ideal for bot memory and cross-bot data sharing.