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Viral Feel Parity: Making AI-Generated Ads Feel Like the Original
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Viral Feel Parity: Making AI-Generated Ads Feel Like the Original

#videogeneration #ffmpeg #audioengineering #ai
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6 min read
Vision-in-the-Loop: When the AI Rewrites Its Own Prompts from the Generated Frame
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Vision-in-the-Loop: When the AI Rewrites Its Own Prompts from the Generated Frame

#ai #videogeneration #computervision #promptengineering
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7 min read
From J/L-Cuts to One Call: Consolidating a Video Pipeline's Voiceover Path
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From J/L-Cuts to One Call: Consolidating a Video Pipeline's Voiceover Path

#voiceai #audioengineering #videogeneration #typescript
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8 min read
Hardening a Video Planner: Contradiction Gates, Dead Code, and a Scorer That Can Disagree
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Hardening a Video Planner: Contradiction Gates, Dead Code, and a Scorer That Can Disagree

#aiplanning #observability #codequality #videogeneration
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6 min read
Pre-Spend Guards and Content-Aware Routing for AI Video APIs
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Pre-Spend Guards and Content-Aware Routing for AI Video APIs

#ai #costoptimization #apidesign #videogeneration
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5 min read
Making the Swipe Follow Its Reference: Placement, Timing, Color, and Multi-Shot Bundling
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Making the Swipe Follow Its Reference: Placement, Timing, Color, and Multi-Shot Bundling

#aivideo #videogeneration #colorgrading #typescript
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7 min read
What Paid Runs Found: Reconciling a Video Pipeline's Cost Ledger
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What Paid Runs Found: Reconciling a Video Pipeline's Cost Ledger

#costengineering #observability #videogeneration #typescript
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8 min read
B-Roll Gone Wrong: Strangers in Cutaways, Color Swings, and a Library That Couldn't Say No
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B-Roll Gone Wrong: Strangers in Cutaways, Color Swings, and a Library That Couldn't Say No

#aivideo #computervision #colorgrading #videogeneration
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8 min read
The Critic Panel: Teaching an AI Pipeline to Check Its Own Work
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The Critic Panel: Teaching an AI Pipeline to Check Its Own Work

#aievaluation #computervision #videogeneration #promptengineering
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10 min read
The Plan Gate Contradiction Chain: When a Planner Is Blind to Its Own Grading Criteria
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The Plan Gate Contradiction Chain: When a Planner Is Blind to Its Own Grading Criteria

#aiplanning #promptengineering #videogeneration #observability
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7 min read
Building a Six-Reference Sweep: An Eval Harness for AI Video Generation
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Building a Six-Reference Sweep: An Eval Harness for AI Video Generation

#aievaluation #videogeneration #observability #costengineering
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12 min read
Narrative Continuity in AI Video Generation: Story Spine and L/J-Cut Editing
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Narrative Continuity in AI Video Generation: Story Spine and L/J-Cut Editing

#videogeneration #narrativeai #ffmpeg #claude
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6 min read
Hook Machine: Scoring and Ranking 3-Second AI Ad Openers
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Hook Machine: Scoring and Ranking 3-Second AI Ad Openers

#ai #videogeneration #hooks #typescript
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5 min read
Building an AI Video Generation Pipeline from Scratch
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Building an AI Video Generation Pipeline from Scratch

#videogeneration #typescript #ffmpeg #claude
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8 min read
Variant Multiplier: Swapping Sections of Winning Ads into Fresh Variants
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Variant Multiplier: Swapping Sections of Winning Ads into Fresh Variants

#ai #videogeneration #typescript #nextjs
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6 min read
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