A quieter weekend tilt toward pragmatism: a paper dissects where tokens actually go in agentic software engineering, while Hugging Face showcases small-model orchestration in a multi-agent finance simulation. For builders, a new Keybench utility arrives to make performance testing of key-value stores scriptable and repeatable.