Remove BERYLIZE/berylize-pov reference target

Add 10-min GPU idle-shutdown; make Preview/Code toggle a real button

Add Preview/Code toggle: real source files from the reference targets

Add explicit 'End Session' to archive test runs as a documented decision

Mark which stages are actually responsible for perceived realism

Give Jessica a Play button: real LLM line + real speech, audio-reactive puppet

Archive completed Test Bench runs to a paginated Gallery page

Add persistent top-center nav across Home/Pipeline/Briefing/Test Bench

Add artifact-immutability lock at the grid boundary

Wire Jessica reference photo into Test Bench Default Model slot

Add Test Bench: grid-inspect pipeline stages against real reference implementations

Add "Group by Layer" — cluster nodes by Senses/Brain/Face

Switch Samantha to NVIDIA NIM (Nemotron 3 Ultra) as primary model

Fix pasted-source bug: actually generate a pipeline instead of relabeling the demo

Darken background ~25% and add infinite-scroll pagination to Briefing

Add LAYER Briefing dashboard and two research subagents

Add rows layout toggle and C Protocol candidate data model

Ground the expert panel as Samantha: 5-failure-mode audit + tiering

Scaffold LAYER: pipeline node-graph viewer + 4D Avatar Expert