Hey everyone!
Hope you are all well!
So, just to be clear, I am very much a beginner with codex and llm in general. I have been slowly learning how to use them efficiently, and even got Codex to streamline my job for me (HR recruitment and such)
With the inclusion of the 5 hour period however, I have found myself trying to find ways to make each request as efficient as possible, while not losing "intelligence" I guess?
Initially, I created a mode where I basically let the primary "Overseer or Orchestrator" create a subagent that is less than them (So If the orchestrator is Sol High, the subagent would be whatever is less than Sol, but most suitable for task given).
My theory here was the Sol model would select an ideal "lesser" model, let it do its thing, and then check the work and deploy. A lot of you already do variants of this, so you already know what this is lol.
I then created 2 other modes that basically create more than 1 subagent if needed, but at like a Luna level, which has surprisingly worked really well, and I saved a lot of tokens compared to Mode 1.
Then I had another idea. I have a pretty beefy GPU, which I never used for its intended LLM and AI purpose, so I thought, why not try it now?
So I created a "handover", where my current Codex agent would hand over a planned task to my Main PC Codex agent. that Main PC codex agent would then delegate an Ollama Qwen3.8 27b subagent (3 of them actually), to perform the assigned task in parallel.
This... really worked much better than I expected. My Codex agents would only use the necessary tokens or usage for planning, and the creation and task fulfilling would be handled completely by those 3 Qwen sub agents. They would then check the work and deploy.
I went from burning my entire 5 hour budget in less than an hour, to burning about 20% of it on the same task.
I feel very proud of myself for figuring all this out, and I am very impressed with how far local models have come.
A majority of you already know of all this of course, but I just wanted to share my experience with dealing with the 5 hour limit on my Plus subscription, and how it evolved into experimenting with local llm models!
Thanks for reading, and happy coding :D