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From Human-in-the-Loop to Agentic (Part 2): A Pattern We Discovered Building Page2Play

Part 2: Building the Agent (And Teaching It Taste) By Olu • March 2026 In Part 1, I explained how Page2Play’s 75% frame accuracy wasn’t production-ready, and how building simplified UX controls for human reviewers accidentally created the exact toolkit an AI agent would need; four discrete editing methods that turned complex prompt engineering into

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From Human-in-the-Loop to Agentic (Part 1): A Pattern We Discovered Building Page2Play

Part 1: The Accidental Toolkit By Olu • April 2026 I’m tired of seeing customer service tickets used to explain agentic AI. Not because it’s wrong; it’s just not the only story. So I want to share a different one, from building an animation production platform, that shows how we moved from human-dependent workflows to

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