The original title is about multimodal agent skills and production workflows. Let me rewrite this as a punchy mobile feed headline.

Short summary

Multimodal production agents should compose multiple small, specialized skills rather than monolithic ones. Core skills include product truth extraction, evidence gating, intent routing, QA validation, and failure memory—each stabilizing one process with clear inputs, outputs, and risks. This approach prioritizes predictable, auditable workflows that prevent generation of output that looks polished but fails commercially.

• •Replace single large skills with modular specialized skills: router, product truth, evidence gate, storyboard, generation prompt, QA, and failure memory
• •Each skill should stabilize one repeatable process—the goal is predictability and auditability, not clever output
• •Evidence gating and QA validation catch failures before publication (e.g., visually convincing video with wrong product facts, material, or logo)

Generated with AI, which can make mistakes.