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Section 3 · Capstone
This final lesson combines every technique from the course into one complete, realistic workflow for producing a consistent set of finished images.
This capstone walks through one complete, realistic image production task, combining every technique from this course into a single repeatable workflow.
Define the need — five product images for one item, matching an existing brand style.
Pick the tool — Stable Diffusion, for repeatable technical control across five variations.
Build the prompt — subject, style, composition, lighting, applied consistently across all five.
Lock consistency — a fixed seed and style tag so all five images clearly belong together.
Iterative refinement — inpainting to fix any one-off flaws instead of regenerating the whole batch.
Finish and deliver — upscale each final image to the resolution the use case requires.
Not every task needs this full six-step workflow. A single one-off image for a quick social post doesn’t warrant locking a seed or building a style tag — match the setup effort to whether the task is genuinely recurring.
Hands-on exercise
Pick one real, recurring image need you have. Run it through all six steps of this workflow, end to end, and keep the result as your template for next time.