I have found copilot to not be as useful. I definitely use it as like “nice autocomplete” while coding. But it doesn’t seem to be able to keep enough in context to be as useful for me.
This is one of the cleanest, realest writeups I’ve seen on practical AI use. Especially liked the debugging + diagram flow — hits close to how I’ve been operating.
One point you made really stood out: model sequencing matters. I’ve been running structured ping-pong chains (GPT → Gemini → Claude) across writing, research, and ops docs — and it consistently beats single-model loops. Same stack, different order = different outcome.
We tested this across 50+ runs — got 98%+ quality in under 20 minutes, vs 2 hours in manual/tab-based setups. If helpful, I wrote up the full workflow here (with metrics):
Curious why no mention of Copilot...?
I have found copilot to not be as useful. I definitely use it as like “nice autocomplete” while coding. But it doesn’t seem to be able to keep enough in context to be as useful for me.
Great set of use cases, Caleb. We have so much overlap on how we use AI 😄
That’s fun to hear! If you have any other interesting use-cases I’d love to hear them to keep learning together.
This is one of the cleanest, realest writeups I’ve seen on practical AI use. Especially liked the debugging + diagram flow — hits close to how I’ve been operating.
One point you made really stood out: model sequencing matters. I’ve been running structured ping-pong chains (GPT → Gemini → Claude) across writing, research, and ops docs — and it consistently beats single-model loops. Same stack, different order = different outcome.
We tested this across 50+ runs — got 98%+ quality in under 20 minutes, vs 2 hours in manual/tab-based setups. If helpful, I wrote up the full workflow here (with metrics):
https://trilogyai.substack.com/p/ai-ping-pong
Would love to hear how you’d extend this to visual/code-heavy tasks.
Thanks for your support, glad it hit home!
Interesting, I’ll give your insights a read.
I am always curious how people are leveraging AI. so that I can optimize mine. Thanks for sharing this! 😊
You are welcome! Glad it was helpful. If you have any other interesting ways you’ve used it, I’d love to hear them.