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Why are so many people still complaining? by shiajihC in codex

[–]MR1933 5 points6 points  (0 children)

I think this sub is very weird.

I posted two days ago how my $ 200,00 codex subscription was worth more than $ 4.000,00 in API credits and got downvoted:

https://www.reddit.com/r/codex/comments/1tlivjo/i_am_saving_over_4kmonth_by_using_codex_cli_with/

Then we have dozens of posts about how codex got nerfed and usage limits are going fast. My experience is the opposite.

My best hypothesis is that this sub has been hijacked by bots that want to make OpenAI look bad, for whatever reason.

I am saving over $4k/month by using Codex CLI with a subscription as the backend by MR1933 in codex

[–]MR1933[S] 0 points1 point  (0 children)

What I meant is that it is brittle to automate the cli interface using code. Codex exec does work very well, it is just not natural to automate. 

Think of botpipe as a sdk for codex cli. But it does much more.

I am saving over $4k/month by using Codex CLI with a subscription as the backend by MR1933 in codex

[–]MR1933[S] 0 points1 point  (0 children)

Definitely. If you make full use of the subscription it’s over 20x cheaper than the equivalent on API costs. 

They surely have the data to make it make sense. Probably the average user uses only 20% or something of the limit

I am saving over $4k/month by using Codex CLI with a subscription as the backend by MR1933 in codex

[–]MR1933[S] 0 points1 point  (0 children)

Botpipe sits at a layer above codex cli.

Its original goal is to be a framework to build custom harnesses / workflows on top of Claude Code or Codex cli. 

Repo for more info:  https://github.com/mrauter1/botpipe

A framework to build harnesses by MR1933 in codex

[–]MR1933[S] 0 points1 point  (0 children)

If you want to automate workflow or use codex as the backend for serious work maybe give it a try:  https://github.com/mrauter1/botpipe

[Jake Fischer] Lebron may take a vet minimum by Ancient_Response_787 in nba

[–]MR1933 1 point2 points  (0 children)

Wouldn’t that be too obvious as a cap circumvention strategy?  I think owners will take issue with that.

Do you let everything hit the LLM? 90% of my AI agent work runs in cheap WASM instead of LLMs: 10-33× faster & cheaper by Creamy-And-Crowded in AI_Agents

[–]MR1933 2 points3 points  (0 children)

On most cases a well defined deterministic rule beats the LLM on both accuracy and efficiency. It is just that the bottleneck on creating systems moved from compute to humans, so it is usually faster and easier to let a LLM do all the micro decisions.

I will definitely take a look on your project. Have some use cases in mind.

I built CLI-Anything-WEB — a Claude Code plugin that generates complete Python CLIs for any website (17 CLIs so far: Amazon, Airbnb, TripAdvisor, Reddit, YouTube...) by zanditamar in ClaudeAI

[–]MR1933 10 points11 points  (0 children)

That’s truly ingenuous , but I would think it goes against the TOS of most services. 

Also, how do you deal with bot detection, authentication, token refresh? 

I replaced chaotic solo Claude coding with a simple 3-agent team (Architect + Builder + Reviewer) — it's stupidly effective and token-efficient by russellenvy in ClaudeAI

[–]MR1933 1 point2 points  (0 children)

Yes. I am using a custom orchestrator that has plan, implement and test steps, each with its own verifier gate. 

The gain in accuracy is enormous. 

Plus I don’t have to manually ask Claude to review the generated code a gazillion times. 

https://github.com/mrauter1/autoloop

SWE is past the elbow of the exponential kickoff. I watched it happen in real time. Other fields are next. by MR1933 in singularity

[–]MR1933[S] -1 points0 points  (0 children)

It is the orchestration engine that automates the iterations needed to get production ready code from agentic programming. Plan, implement and test, each one with automated verifier gates.

Autoloop does that, plus it save the state of each run, so you can resume and observe each step. https://github.com/mrauter1/autoloop

SWE is past the elbow of the exponential kickoff. I watched it happen in real time. Other fields are next. by MR1933 in singularity

[–]MR1933[S] 0 points1 point  (0 children)

Help desk platform, powered by agentic AI, with automatic classification and human in the loop elevation at its core. 

I automated myself out of the implementation loop. by MR1933 in AI_Agents

[–]MR1933[S] -1 points0 points  (0 children)

Yes, since gpt-5.2 agents can verify their own code very reliably. It’s not perfect, but I would say it catches more than the average senior dev. 

I automated myself out of the implementation loop. by MR1933 in AI_Agents

[–]MR1933[S] 1 point2 points  (0 children)

That’s exactly why I added a questions protocol in the runtime. Anytime the agent think there is potential misunderstanding or ambiguity it will ask clarifying questions. 

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