modules/query_forge.py

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."
    )