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It's interesting (to me) visualizing all of these techniques as efforts to replicate A* pathfinding through the model's vector space "maze" to find the desired outcome. The potential to "one shot" any request is plausible with the right context.

> The potential to "one shot" any request is plausible with the right context.

You too can win a jackpot by spinning the wheel just like these other anecdotal winners. Pay no attention to your dwindling credits every time you do though.

On the other hand, our industry has always chased the "one baby in one month out of 9 mothers" paradigm. While you couldn't do that with humans, it's likely you'll soon (tm) be able to do it with agents.

Yeah my first thought was, oh it sounds like a bunch of CLAUDE.md's under the surface :P

If so, it would be a better way than encapsulating functionality in markdown.

I have been using claude code to create some and organize them but they can have diminishing return.

it also may point out that the solution for context rot may not be coming in the foreseeable future