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Superpowers: How I'm using coding agents in October 2025

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Re: Superpowers: How I'm using coding agents in October 2025

#21
I can't recommend this post strongly enough. The way Jesse is using these tools is wildly more ambitious than most other people.

Spend some time digging around in his https://github.com/obra/Superpowers repo.

I wrote some notes on this last night: https://simonwillison.net/2025/Oct/10/superpowers/

Re: Superpowers: How I'm using coding agents in October 2025

#22
post #9

I often feel these types of blogposts would be more helpful if they demonstrated someone using the tools to build something non-trivial. Is Claude really "learning new skills" when you feed it a book, or does it present it like that because you're prompting encourages that sort of response-behavior. I feel like it has to demo Claude with the new skills and Claude without. Maybe I'm a curmudgeon but most of these type…

Agreed. The methodology needed here is something like an A/B test, with quantifiable metrics that demonstrate the effectiveness of the tool. And to do it not just once, but many times under different scenarios so that it demonstrates statistical significance. The most challenging part when working with coding agents is that they seem to do well initially on a small code base with low complexity. Once the codebase get…

The problem is that you're talking about a multistep process where each step beyond the first depends on the particular path the agent starts down, along with human input that's going to vary at each step.

I made a crude first stab at an approach that at least uses similar steps and structure to compare the effectiveness of AI agents. My approach was used on a small toy problem, but one that was complex enough the agents couldn't one-shot and required error correction.

It was enough to show significant differences, but scaling this to larger projects and multiple runs would be pretty difficult.

https://mattwigdahl.substack.com/p/claude-code-vs-codex-cli-...

Re: Superpowers: How I'm using coding agents in October 2025

#23
post #4

Earlier quoted context omitted.

We certainly will; they can’t replace humans in most language tasks without having a human like emotional model. I have a whole therapy set of agents to debug neurotic long lived agents with memory.

Ok, call me crazy, but I don't actually think there's any technical reason that a theoretical code generation robot needs emotions that are as fickle and difficult to manage as humans. It's just that we designed this iteration of technology foundationally on people's fickle and emotional reddit posts among other things. It's a designed-in limitation, and kind of a happy accident it's capable of writing code at all. A…

Maybe. I use QWAN frequently when working with the coding agents. That requires an llm equivalent of interoception to recognize when the model understanding is scrambled or “aligned with itself” which is what qwan is.

Re: Superpowers: How I'm using coding agents in October 2025

#24

I often feel these types of blogposts would be more helpful if they demonstrated someone using the tools to build something non-trivial. Is Claude really "learning new skills" when you feed it a book, or does it present it like that because you're prompting encourages that sort of response-behavior. I feel like it has to demo Claude with the new skills and Claude without. Maybe I'm a curmudgeon but most of these type…

Yeah I was reading this seeing if there was something he'd actually show that would be useful, what pain point he is solving, but it's just slop.

Re: Superpowers: How I'm using coding agents in October 2025

#25
post #4

Earlier quoted context omitted.

We certainly will; they can’t replace humans in most language tasks without having a human like emotional model. I have a whole therapy set of agents to debug neurotic long lived agents with memory.

Ok, call me crazy, but I don't actually think there's any technical reason that a theoretical code generation robot needs emotions that are as fickle and difficult to manage as humans. It's just that we designed this iteration of technology foundationally on people's fickle and emotional reddit posts among other things. It's a designed-in limitation, and kind of a happy accident it's capable of writing code at all. A…

If you can find enough training data that does human-like things without have human-like qualities, we are all ears.

Re: Superpowers: How I'm using coding agents in October 2025

#26
I am not ashamed to admit this whole agentic coding movement has moved beyond me.

Not only do I have know everything about the code, data and domain, but now I need to understand this whole AI system which is a meta skill of its own.

I fear I may never be able catch up till someone comes along and simplifies it for pleb consumption.

Re: Superpowers: How I'm using coding agents in October 2025

#27
post #21

I can't recommend this post strongly enough. The way Jesse is using these tools is wildly more ambitious than most other people. Spend some time digging around in his https://github.com/obra/Superpowers repo. I wrote some notes on this last night: https://simonwillison.net/2025/Oct/10/superpowers/

I’m curious how you think this compares to the Research -> Plan -> Implement method and prompts from the “Advanced Context Engineering from Agents” video when it comes to actual coding performance on large codebases. I think picking up skills is useful for broadening agents abilities, but I’m not sure I’d that’s the right thing for actual development.

The packaged collection is very cool and so is the idea of automatically adding new abilities, but I’m not fully convinced that this concept of skills is that much better than having custom commands+sub-agents. I’ll have to play around with it these next few days and compare.

Re: Superpowers: How I'm using coding agents in October 2025

#28
Maybe this is a naive question, but how are "skills" different from just adding a bunch od examples of good/bad behavior into the prompt? As far as I can tell, each skill file is a bunch of good/bad examples of something. Is the difference that the model chooses when to load a certain skill into context?

Re: Superpowers: How I'm using coding agents in October 2025

#30

Maybe this is a naive question, but how are "skills" different from just adding a bunch od examples of good/bad behavior into the prompt? As far as I can tell, each skill file is a bunch of good/bad examples of something. Is the difference that the model chooses when to load a certain skill into context?

I think it just gives you the ability to easily do that with slash command, like using "/brainstorm database schema" or something instead of needing to define what "brainstorm" means each time you want to do it.
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