One-Shot and Retreat

Years ago, I played a Timeline game with some coworkers, and I immediately wanted to play this game to sequence other events in more specific (or even personal) domains.

Years passed with only a TODO note, so this year, I figured this might be a good candidate to see what Gemini CLI can mostly do on its own in "one shot".

I wrote an initial spec, and I told the agent to read it and implement the whole thing. Of course, it ran off in the wrong direction for the first pass, so I deleted the resulting code, expanded the spec with some more detail, and kicked it off again. I did this about 7 more times, and the results kind of worked, but randomly included and ignored some of my directions. As usual, the guesses it took were mostly welcome, since I just needed to see something, but didn’t know what yet.

Spending tokens to generate the whole thing and throw it away spent lots of tokens and time. Is it really "one shot" if you need to do it multiple times?

A handful of those candidate applications would have been a fine starting point, so I kept one, and went into iterative mode. From that point, I asked the agent for small focused changes like I had for other apps. It’s really good at gathering the context from the existing project and implementing those fixes and enhancements. I (we?) worked much faster and consistently in small bites.

The agent was able to locate and build some datasets for me, but I also scraped and transformed a dataset from the Computer History Museum. That was one of my main motivations to get this project going.

My implementation of Timeline is fun to explore very specific domains and to learn. It’s like flashcards.