@David Vogel Spoken like a man who's been around the block a time or two. Nicely done, Dave! @Gledi Kuburja Here's advice from AI: Add an updates/ folder with these inside: CONTEXT.md - Describes original build state, what changed, reconciliation rules delta-specs/ subfolder - The actual change inputs (new feature, revised spec, etc.) outputs/ subfolder - Patched artifacts or re-run stage outputs The core problem: the pipeline has no record of that feature's history, so you can't trace it back through stages. You're essentially doing archaeology before you can do anything else. The process: 1. Reconstruct the artifact — Document what the feature currently looks like in its finished state. Drop that into updates/delta-specs/ as your baseline. This becomes your "Stage 3 output" that never existed. 2. Trace it backward — Work upstream manually. What would the Stage 1 brief have said? What would Stage 2 have produced? Write those as retroactive artifacts and save them to the appropriate stage output folders. You're filling in the missing history. 3. Now run the update normally — Once the ghost history exists, the update has a starting point. Feed the change into the earliest affected stage and run forward from there. 4. Document the gap in updates/CONTEXT.md — Note that this feature was retrofitted, when, and what the reconstructed artifacts are. Future updates to that feature will run clean from here. Not going thru the pipeline on the first pass creates a debt you pay later. The reconstruction step (step 2) is that debt. It's not hard, just tedious — and it's exactly why getting even partial pipeline artifacts at build time is worth the friction. I hope this helps.

@Nathan Smith I know what you mean. Do you like the mind maps? They've become a great way to break an article or video down into main topics and sub topics.

@Nathan Smith yeah they really are. Have you tried the live version where it can raise your hand and ask the virtual hosts questions? It's pretty stinking amazing!

I'm in the same spot you were in a few days ago... Trying to help my bosses see that we could handle our website and marketing materials internally and can stop paying that marketing service that hasn't touched our site in 3 years. I'm going to make a prototype in lovable over the weekend and present it next week. Congrats @Roc Lee ! I hope next week I'm celebrating the same win you are right now!

I can relate. Have you built out yours yet?