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CREATIVE TOOLING / CASE STUDYCode reviewed

Looping Infinito ProThe seam is part of the problem.

A Windows tool that analyzes clips, finds seams and exports video loops locally.

PythonOpenCVPowerShellFFmpeg

The seam is part of the problem.

A Windows tool that analyzes clips, finds seams and exports video loops locally.

My role

Product definition and AI-assisted development, connecting requirements, implementation and review.

Executable, local structure and user guide verified. Closure quality of a new render has not been tested.

Repeating a video can reveal a jump between the last and first frames. Long transitions may also introduce ghosting.

Seam search, closure preview and finishing modes before MP4 export.

Video Select a search region.

An explanatory diagram of the documented scope. This is not live system monitoring.

Seam Finder and seam preview

Implemented¹

MP4 export and audio options

Implemented¹

Visual validation of a current render

In development

¹ Identified in code or implementation documentation; not equivalent to a new production test.

PythonOpenCVPowerShellFFmpeg

Comparing frames and choosing a finish that reduces the jump without degrading motion.

Automated scores should support visual review, especially with camera motion and complex scenes.

KEEP EXPLORING

Codex Jarvis
LET’S BUILD SOMETHING.

An interesting problem?
Let’s build.

Web systems, automation and tools that turn an idea into working software.