Card-stack labeling UI and IMAP fetch functional; internal use.
Benchmark harness complete; exportable training datasets.
Avocet publicly available as shared email infrastructure.
Overhaul avocet into a coherent finetune flywheel: Fleet + Data/Eval/Train pipeline, consolidated benchmarks through cf-orch, LLM SFT support, finetune job queue.