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Dev Team Fixes Billing Leak, Frozen Video Frames, and Storage Gaps in Pipeline Overhaul

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Engineering team at Glad Labs shipped several fixes on July 16, 2026, addressing a model-naming bug that caused satellite pipeline phases to silently bill at paid cloud rates instead of using local models. A 30-day audit of blog videos found long-form renders were dropping failed shots, causing videos to run shorter than planned, prompting a fallback system that ensures every shot is filled with a substitute or branded card. A 'frozen tail' bug in short-form 9:16 videos was also resolved, where mismatched narration and visual sizing caused the final frame to be cloned repeatedly at the end of clips. On the infrastructure side, the team updated its backup runbook after discovering that a storage-pruning command was not actually freeing billed capacity on B2 without a lifecycle rule in place. Additionally, new telemetry was added to the two-pass writer pipeline to surface prompt-size metrics by context section on the team's internal dashboard.

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