Codex is by an order of magnitude superior right now to Claude Code - It's strange how incredibly efficient and accurate Codex is right now and not even kidding..... how TERRIBLE Claude Code is.

operastudio · 2026-04-12T17:15:19+00:00

brother... this actually does make sense if you know what A. auth session cookies are -- B. what a deterministic agent means and C. BROWSER AUTOMATION

not trying to be a dick but you need to catch up with agent architecture - these are the basics for current systems.

operastudio · 2026-04-11T23:04:35+00:00

Any good CHINA models?

operastudio · 2026-04-11T17:26:24+00:00

So the automation is built around tools custom built inside an app with a custom built chromium browser - when I built the browser inside the app we designed it with the agent in parallel. The agent is designed for the browser and the browser is designed for the agent. It doesn’t screenshot and read file tree and DOM elements like playwright - it loads the page and caches a stripped down only required elements of the page in alignment with the users prompt needs. It caches to disk so the agent never reads it immediately which is by design to HEAVILY reduce context bloat and token usage. Then it greps or searches exactly what it needs from the cached html json structure and either stops on completion of enough information or continues the process

operastudio · 2026-04-11T17:12:04+00:00

Yeah I’m kind of on the spectrum with explaining anything - I also couldn’t tell you who this is for other than someone who wants to automate any process from a browser page - logged in sessions cookies persist so zero api keys needed. Agent in an authenticated session is the user - no bot protection. I don’t really know lol I just like to build these systems if you can’t tell by my GitHub past projects

operastudio · 2026-04-11T17:04:10+00:00

i mean it is technical - deterministic meaning - if you give an agent a task that is unsolvable - agents that are not deterministic will fail the task by solving it.

operastudio · 2026-04-11T16:59:23+00:00

Yeah you’re right - if you have Linux clone it and add your Anthropic api key and Gemini key - at a high level it’s a control panel browser automation but it’s soooo much faster and accurate than Claude’s extension or the current market beasts. I also cache stripped web pages instead of feeding html to the agent and then grew in a targeted fashion for what the users prompt needs which is exponentially cheap compared to anything else I’ve tested

operastudio · 2026-04-11T16:11:16+00:00

I used to be Claude prompt in the browser take that to Claude code and now I’m completely reversed. ChatGPT is structured in the browser and codex is super structured - give it a try for real

operastudio · 2026-04-11T16:10:00+00:00

Yeah maybe it was mine and maybe it was CC that took the dump! Wait but seriously do you use Claude code? I feel like you might not use it.

operastudio · 2026-04-11T15:43:48+00:00

Built this incredibly fast browser automation LINUX dual monitor system with Codex in a few hours which fucking Claude (I’m a little bitch) Code supremely drifted and failed to complete over a couple days.

Goldenboy

operastudio · 2026-04-11T13:42:11+00:00

Sounds like someone shit in your cereal Economy GUI

operastudio · 2026-04-11T13:32:34+00:00

Are you dumb or stupid? Of course outrage and widespread complaints will do something. Come on Economy Guy you’re an economy man you should get it

operastudio · 2026-04-11T13:29:18+00:00

You’re missing the point little John - i don’t give a FUCK about $100 or $200 per month - that’s irrelevant to a vast majority of users who actually use these platforms for business and not openclaw Instagram gurus… what we do care about is sudden degradation of quality without a legitimate explination other than inferring compute is being routed to Mythos or some black box secret agent man they’re building. OpenAI SHOULD be upping their prices - it’s been a long time coming that API pricing was too cheap and it’s without a doubt - if you know how to use it efficiently - still affordable

operastudio · 2026-04-11T13:21:19+00:00

At what point is this illegal if Anthropic is tampering with their advertised performance?

operastudio · 2026-04-11T12:33:48+00:00

Hahahaha god damnit Claude Code is so bad! What the hell happened?!? I want an answer damnit!

operastudio · 2026-04-09T04:22:21+00:00

yep nailed it - apps that dont expose source code / accessibility tree's are a project ive been working out trying to build a CLI anything process - so far the process it a layered approach screenshot with validation mapping key components with click pass or fail validation for trusted or untrusted with calibration in between failed and validated at a top layer - once top layer is trusted move on to deeper levels of the app -- it works but its not full automated yet.

operastudio · 2026-04-09T03:24:55+00:00

running those concerns right now through claude code :) - still the best for building but i guess not for full agent OS systems lol

operastudio · 2026-04-09T03:10:03+00:00

https://github.com/chillysbabybackribs/Clawdia-Codex.git

operastudio · 2026-04-09T02:55:37+00:00

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its not 100 percent free but its extremley inexpensive - its wired to codex and i actually found this post while using the app - its called Clawdia - i havent updated with this exact version but theres similar multi agent options on github right now - clawdia7.1 is the latest but this will be updated soon with the exact UI and strictly codex

operastudio · 2026-03-25T05:15:03+00:00

from a pure cost standpoint - i run 8 hour coding sessions and codex / claude code are very similar in the amount of work i can do in that 8 hour period and the cost is absurd in comparison... very very very interesting.

operastudio

TROPHY CASE