A Research Preview of Codex

Some engineers on my team at Assembled and I have been a part of the alpha test of Codex, and I'll say it's been quite impressive.

We’ve long used local agents like Cursor and Claude Code, so we didn’t expect too much. But Codex shines in a few areas:

Parallel task execution: You can batch dozens of small edits (refactors, tests, boilerplate) and run them concurrently without context juggling. It's super nice to run a bunch of tasks at the same time (something that's really hard to do in Cursor, Cline, etc.)

It kind of feels like a junior engineer on steroids, you just need to point it at a file or function, specify the change, and it scaffolds out most of a PR. You still need to do a lot of work to get it production ready, but it's as if you have an infinite number of junior engineers at your disposal now all working on different things.

Model quality is good, but hard to say it's that much better than other models. In side-by-side tests with Cursor + Gemini 2.5-pro, naming, style and logic are relatively indistinguishable, so quality meets our bar but doesn’t yet exceed it.

It looks we are in this interesting cycle: millions of engineers contribute to open-source on github. The best of our minds use the code to develop powerful models to replace exactly these engineers. In fact, the more code a group contributes to github, the easier it is for the companies to replace this group. Case in point, frontend engineers are impacted most so far.

Does this mean people will be less incentivized to contribute to open source as time goes by?

P.S., I think the current trend is a wakeup call to us software engineers. We thought we were doing highly creative work, but in reality we spend a lot of time doing the basic job of knowledge workers: retrieving knowledge and interpolating some basic and highly predictable variations. Unfortunately, the current AI is really good at replacing this type of work.

My optimistic view is that in long term we will have invent or expand into more interesting work, but I'm not sure how long we will have to wait. The current generation of software engineers may suffer high supply but low demand of our profession for years to come.

As much as I support community developed software and "free as in freedom", "Open Source" got completely perverted into tricking people to work for free for huge financial benefits for others. Your comment is just one example of that.

For that reason all my silly little side projects are now in private repos. I dont care the chance somebody builds a business around them is slim to none. Dont think putting a license will protect you either. You'd have to know somebody is violating your license before you can even think about doing anything and that's basically impossible if it gets ripped into a private codebase and isnt obvious externally.

So let's say your side project improves your life by 5 happiness points. You have two options:

--- OPTION A - Keep your project private.

• You get five happiness points.

--- OPTION B - Make your project public.

• Other individuals may get a small number of happiness points.

• A megacorp might turn your project into a major product without compensating you and get a million happiness points.

• You get five happiness points.

----------

In either scenario, you still end up with five happiness points. If you release your code, other people may get even more happiness points than you, which isn't really fair. But you are no worse off, and you've increased humanity's total wealth of happiness points.

You really dont see why somebody wouldnt like a megacorp to take their hard work, use it to make a billion dollars, dont see a cent themselves, while struggling to buy a house in this very unaffordable housing market?

https://knowyourmeme.com/memes/total-happiness-in-the-world-...

Google, Microsoft, Meta, IBM, Red Hat, etc. are huge players in open source, they probably contribute significantly more hours of work in building and maintaining major open source projects than the hobbyists.

Not that hobbyists don't contribute, but these models are certainly being trained on the work of salaried engineers as much as their trained on hobbyists' spare time projects.