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How is this methodology and tool (GZA) different than say using Github Copilot and hand it a bunch of issues (prompts) to work on?

A better stack would be with no dependencies on 6 (!) other saas services that can all pivot or go bankrupt.

Hm I find this very much a "please reinvent the wheel" take.

These frameworks provide structure for established patterns,but they also actually do a lot that you don't have to do anymore. If you are for example building an agentic application then these kind of frameworks make it very simple to create the workflows, do the chat with the model providers, provide structure for agentic skills, decision making and the human in the loop, etc. etc.

All stuff that I would consider "low level". All things you don't have to build.

If you have an aversion to frameworks then sure - by all means. But if you like to move faster and using good building blocks then these frameworks really help.

One thing to keep in mind - many of these AI frameworks are open source and work really well without needing backend services. Or you can self host them where needed. But for many that is also the premium model, please use and pay for our backend services. But that is also a choice of course.


> All stuff that I would consider "low level". All things you don't have to build.

But those are also very trivial to build, and you end up having to customize them for your need, and if the framework don't have those levers, better be prepared to either fork the framework, or spend time contributing upstream.

Or, start simple yourself with what you need, use libraries for the hairy parts you don't want to be responsible for the implementation of, then pipe these things together. You'll get a less compromised experience, and you'll understand 100% how everything works, which is the part people generally try to avoid and that's why they're reaching for frameworks.

> But if you like to move faster and using good building blocks then these frameworks really help.

I find that they help a lot with the "move faster" part in the beginning, but after that period, they slow you down instead. But I'm also a person that favors "slow software design and development" where you take your time to nail down a good design/architecture before you run. Slow is fast, and avoiding hairballs is the most important part if you're aiming for "move fast for longer" rather than "a sprint of fast".


this is a horrible review because they used mediocre tools / models. you also do not learn how to get great code out of these tools in just a week. it takes a lot of time to build up those skills.

This 100%

Please please please make this better Apple. Or just give us an option for square windows.


Cray X-MP .. 128 MB RAM, 38.4 GB Disk, 4-CPU, 800 Mega FLOPS - $15 Million USD

iPhone 16 .. 8GB RAM, 256GB+ Disk, 1 CPU, 6-Core, 2 TeraFLOPS - $699+ USD


This assessment seems to be completely upside down :-)


many apps are fine on a single server


This is very nice! Do you plan to hook this up to GitHub, so that a push of worker code (and maybe a yaml describing the environment & resources) will result in a redeploy?


Not yet, but it's one of the next big features. I'm currently working on the CLI (WIP), and GitHub integration with auto-deploy on push will come after that. A yaml config for bindings/cron is definitely on the roadmap too.


I'm also working on execution recording/replay – the idea is to capture a deterministic trace of a request, so you can push it as a GitHub issue and replay it locally (or let an AI debug it).


I just put something similar together but then on top of Openbao which generates temporary credentials/roles for Postgres. I created a website where people can request access and a specific group of people can approve the approve. After being approved, the database users can request temporary credentials in OpenBao for a specific number of hours.


Wow, this is same thing that this currently does, but aside from database creds are there any other kinds of credentials you've worked with?


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