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When Creative Volume Breaks Your Quality Gate

Most teams don't have a creative problem. They have a checkpoint problem. Here's where the QA process breaks as creative volume scales — and what the best operators do about it.

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The Most Expensive Mistake in Paid Social Isn't the Ad. It's What Happens After.

Most teams have a strong process for making ads. Almost none have a process for the moment after production ends and before the campaign goes live. That gap is where campaigns quietly bleed out.

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Multimodal Video Understanding: The Distance from Possible to Reliable

When we tried to make AI actually understand ad creatives, we found the problem goes far beyond calling an API. Here are the lessons and the thinking behind our approach.

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Why I Built event-watcher: From Reactive Chatbot to Event-Driven Agent

Most agents today only respond to prompts or wake on a timer. Neither is truly proactive. Here's why I built event-watcher to close that gap — and what I learned along the way.

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Editing Video with Natural Language: Design Thinking Behind an AI Agent

When every video editing operation can be described as a modification to structured data, letting AI make those modifications becomes natural. This post covers the design trade-offs and lessons from building this agent.

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