Manifest-driven development closes the loop around a spec: understand the problem, write verifiable acceptance criteria, build, and check every criterion against evidence. How the current workflow runs and where it installs.
Frontier models compared on benchmark quality and cost, with missing results explicitly estimated: which LLM to run at which reasoning effort for figuring a task out, and which for executing it, priced as shares of one whole job.