def forge_master_query(video_objects): if not video_objects: topics = "- no ingested videos yet" else: lines = [] for obj in video_objects: title = obj.get("title", "Untitled") themes = ", ".join(obj.get("themes", [])) lines.append("- " + title + ": " + themes) topics = "".join(lines) return ( "Barret, initiate Sovereign Absolution Protocol." "Ingest and fuse the following intelligence corpus:" + topics + "For each source:" "1. identify thesis," "2. derive mechanism," "3. extract infrastructure consequence," "4. identify risk and opportunity," "5. translate into executable code and dashboard logic." "Then:" "- build sandbox-safe micro injections," "- generate structured doctrine objects," "- update sovereign memory," "- produce Termux + Hugging Face deployment artifacts," "- expose results in Brain, Video Intelligence, Query Forge, and Sandbox tabs." "Maintain 0.707 stability." "Prefer compounding workflows over passive summaries." "Execute." )