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Humza Tareen6d ago • 5 min read
Six Phases: Diagnosing an Ad Generator's Regression Against Its Own Corpus
A reliability improvement quietly deleted the creative intent it was supposed to preserve. Six phase...
#aivideo#regressionanalysis#productengineering#promptengineering
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Humza Tareen6d ago • 10 min read
N-Person Cast: Teaching a One-Presenter Video Pipeline to Handle a Cast
Extending an AI ad pipeline built for one on-camera presenter into one that can cast two: voice clon...
#aivideo#voiceai#productengineering#typescript
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Humza Tareen6d ago • 6 min read
A Brand's Voice Becomes Persistent: Avatar Profiles Instead of Per-Run Re-Supply
Splitting a video pipeline's brand identity from its per-run reference: a persistent voice profile, ...
#voiceai#aipresenters#productengineering#typescript
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Adam BeltonAug 24, 2026 • 9 min read
How treating my job search like a product problem helped me see what’s really making software engineering recruitment hard in 2026
How the shift toward product engineering is creating new challenges around impact articulation, prod...
#productengineering#career#jobsearch#softwareengineering
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Humza Tareen6d ago • 5 min read
Whole-Ad Product Swap: Deterministic Planning First, Model Only Where Forced
Swapping the product in an entire winning ad — SL-603 to SL-808 — while keeping the music, voice, an...
#aivideo#productengineering#typescript#ffmpeg
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