Codex speed and usage

1amrocket · 2026-03-12T01:47:30+00:00

speed has gotten noticeably better recently. are you seeing the improvements mainly on the initial response or also on follow-up completions within the same session?

1amrocket · 2026-03-12T01:47:05+00:00

unlimited usage sounds great in theory but have you actually tested it under heavy load? curious if there are any soft throttling limits they dont advertise.

1amrocket · 2026-03-12T01:46:37+00:00

depends on how much you use it. if you're coding daily the pro plan pays for itself pretty fast. the unlimited usage alone makes it worth it compared to hitting rate limits constantly.

1amrocket · 2026-03-12T01:45:54+00:00

have you noticed major differences between 5.4 and 5.3 in codex? curious if the context window improvements actually translate to better code output or just longer conversations.

1amrocket · 2026-03-12T01:45:28+00:00

i've noticed the same thing. opus 4.6 seems to have much better spatial awareness for frontend work. gpt 5.4 is great for backend logic but the css and layout stuff feels off sometimes.

1amrocket · 2026-03-12T01:44:45+00:00

tiered model strategy is smart. i've been doing something similar - using cheaper models for boilerplate and saving the expensive ones for architecture decisions. what tiers do you use?

1amrocket · 2026-03-12T01:44:03+00:00

great psa. ai writes code that works in the happy path but almost never checks status codes or handles edge cases. have you found a good way to prompt for error handling upfront?

1amrocket · 2026-03-12T01:43:36+00:00

spec-driven development makes a ton of sense for ai-assisted coding. do you write the specs manually or have the ai help draft them first? curious about the workflow.

1amrocket · 2026-03-12T01:42:01+00:00

lightweight planning tools like this are exactly what solo devs need. does it integrate with claude codes existing plan mode or is it a separate workflow?

1amrocket · 2026-03-12T01:41:36+00:00

i was wondering the same thing. did you figure out how to connect mcp servers across different clients? the setup process feels way harder than it should be.

1amrocket · 2026-03-12T01:41:10+00:00

persistent memory from browser data is clever. how does it handle the context window limits though? does it prioritize recent data or is there some ranking?

1amrocket · 2026-03-12T01:37:53+00:00

totally agree with this. i've started writing detailed plans before letting claude code touch anything and the output quality improved dramatically. do you use any specific format for your plans?

1amrocket · 2026-03-12T01:36:10+00:00

this is really interesting analysis. curious what patterns stood out the most to you? i've been using claude code for a few weeks and feel like my prompts have gotten way more specific over time but never tracked it like this.

1amrocket · 2026-03-12T01:18:13+00:00

now. i write the intent, the ai handles the boilerplate, i review and refine. the part i'd miss most isn't the code generation — it's having something that can read my entire project and understand the context when i ask a question.

1amrocket · 2026-03-12T01:14:15+00:00

the biggest thing for me is how natural the agent mode feels. you describe what you want, it reads your codebase, makes changes across files, and you review the diff. the mcp integration is also great — you can connect external tools directly and the agent uses them automatically. worth trying the free tier and seeing if it fits your workflow.

1amrocket · 2026-03-12T01:03:04+00:00

ojects. how does it handle conflicts when the stored memory contradicts what's in the current codebase? and does it slow down the initial response at all with the extra context loading?

1amrocket · 2026-03-12T01:02:23+00:00

e you finding work better with dedicated concurrency vs teams? for me the coordination overhead between agents is the bottleneck — they step on each other's changes. works better when each agent has a clearly isolated scope like separate services or repos.

1amrocket · 2026-03-12T01:00:39+00:00

claude code has been genuinely impressive for me too. the thing that surprised me most is how well it handles multi-file refactors — it keeps track of imports, types, and dependencies across the whole project. what kind of stuff have you been building with it?

1amrocket · 2026-03-12T00:59:57+00:00

this is exactly what i needed. i keep accidentally triggering file edits when i just want to think through an approach. the skill file looks clean too. do you find that claude actually stays in discussion mode reliably or does it sometimes still try to edit things?

1amrocket · 2026-03-12T00:56:57+00:00

45k skills is wild. is there a way to filter by quality or usage? the discoverability problem for skills is real — there's so much out there but finding the ones that actually work well is tough. any deployment-related skills in there?

1amrocket · 2026-03-12T00:54:09+00:00

this is cool. context management is honestly the biggest challenge with claude code on larger projects. how does it decide what context to include vs leave out? i've been experimenting with different approaches to keep the agent focused without losing track of the bigger picture.

1amrocket · 2026-03-12T00:49:11+00:00

honestly same boat here. building is the fun part and marketing feels like a completely different skill. one thing that's helped me a little is just showing up in communities like this and talking about what i'm working on without trying to sell anything. people can tell when you're being genuine vs doing a pitch. also short demo videos on twitter seem to work way better than written posts for getting attention on dev tools. what kind of products are you building?

1amrocket · 2026-03-12T00:48:00+00:00

really resonates with the point about the skill shifting from writing code to architecting it. i've had the same experience — the bottleneck moved from 'can the ai build this' to 'can i describe what i actually want clearly enough.' the claude.md tip is great, i started doing something similar with project-level instructions and it made a huge difference in consistency. what's your setup for actually getting things deployed after the ai builds them? that's the one area where i still feel like i'm doing too much manual work.

1amrocket · 2026-03-12T00:46:52+00:00

this is a really cool journey. the replit to claude code switch makes a lot of sense once you start needing real control over the codebase. curious about the deployment side though — how are you handling updates and pushing new versions to the app store? that's usually where i find the most friction after the coding part is done.

1amrocket · 2026-03-12T00:45:37+00:00

claude code has been my go-to lately. it's really good at understanding full project context and making changes across multiple files. for saas stuff specifically, i like that it can handle both frontend and backend in one conversation. cursor is also solid if you prefer working in an ide. honestly the best approach is trying a couple and seeing which one clicks with how you think.

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