Research
We publish what can be shared — working papers, research notes, experiment designs, and negative results — and label each item's status honestly. A working note is a working note; nothing here is described as peer reviewed unless it is.
Attention-aware interfacesAI for field workDeveloper tools
Binary notification models collapse under agent concurrency; treating attention as a budgeted resource reframes what agent interfaces should render peripherally versus interruptively.
Construction context is scattered across surfaces where "the right document" is defined by job, phase, and revision state — an operational retrieval problem that semantic search alone cannot solve.
We hypothesize that task abandonment is driven by loss of capture-time context rather than loss of intent — and specify the experiment that would confirm or refute it.