Ship With Intent — AI-Augmented Content Operation

Ship With Intent is a multi-platform publication documenting the practice of Intent Engineering — using AI as a structured thinking partner across software leadership, game development, and novel writing. The core thesis: most technical teams fail not because of engineering, but because of misalignment between people and mission. AI accelerates failure when organizations can't align humans first.

The workflow is deliberate and repeatable. Each piece starts with topic research, then a Claude-assisted interview to find the real point (not the obvious one), then collaborative script refinement. From there: camera recording, AI-assisted editing in Descript, metadata generation, thumbnail design in Affinity Designer, and multi-platform publication. YouTube carries free concept videos. Substack holds written ideas at the free tier and detailed process documentation behind the paid tier. LinkedIn amplifies the leadership angle to an audience of engineering managers and directors.

Running the operation as an AI-augmented system is itself a demonstration of the thesis. The tools handle the repeatable parts — transcription, editing passes, metadata, formatting — so the creative work can stay human. What Ship With Intent is actually documenting is what happens when you apply that principle deliberately, at every step, instead of using AI as a faster autocomplete.