... better. Canonical is a write-time judgement about how settled I felt then. Staleness happens later and writes nothing. So a protected memory that quietly went out of date now outranks the newer signal that contradicts it. An unlabeled bad memory at least competes. A canonical one wins. So the question about your own model: can anything move a memory out of canonical without me deciding to? An expiry, a re-confirm after six months, or binding ...

... name rooms whatever you want. Density-weighted optimization - The 3-stage optimizer (Lloyd's relaxation, PSO, coordinate descent) now weights placement by device density. A conference room at 0.8 devices/m pulls APs harder than a stairwell at 0.03. Unlabeled rooms default to the median of whatever you've labeled so far, so there's no penalty for incremental setup. Set a room to zero and the optimizer genuinely avoids it. Coverage bar matches the optimizer - Coverage percentage now uses ...

... voiceover track that describes key visual moments would make a huge difference, but right now it s often a hacky, manual process. Then there s the tooling itself. many video platforms aren t built for screen reader users. Unlabeled buttons, drag-only timelines, color-coded elements with no alternatives