This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine .

What I Built

I have projects I still want to finish. School, other responsibilities, and new ideas sometimes pull me away long enough that returning becomes a project of its own. What did I finish? Which files matter? Do the startup instructions still match the code?

Project Revival: Ghost of Developers Past is a workbench for recovering that context.

Choose an unfinished project's folder, review the prepared files, and describe what you want to accomplish. Gemma explains what the project does, identifies implemented and unfinished work, and proposes three practical next steps. Its references open the actual file and highlight the cited lines beside the explanation.

You can speak your goal, listen to the response, answer follow-up questions, and save your plan as Markdown or PDF.

For Ghost in the Machine , I wanted to give past work another chance.…