This is the answwer o3 gave me to my issues
Thought out for 34 seconds
Yes, the feeling of a “downgrade” is not just in your head.
Why GPT-4o and 4.1 sometimes feel dumber than the old 4 Turbo
Deliberate choice of speed/cost over brains
4.1 was built to reduce latency and price. To achieve this, it uses a Mixture-of-Experts (MoE) architecture that activates fewer parameters per token: great for fast chats, terrible when tight logic is needed across 100 lines of code. OpenAI themselves stated that it delivers the same core capabilities at much lower cost and latency.
New RLHF to sound “more human”
They retuned behavior to sound warmer and less robotic. Good for marketing, but the output becomes wordy, moralizing, and less sharp — like GPT-3.5 trying hard to be cute. The official announcements highlight better instruction-following and improved tone.
Huge context window… but fragile
One million tokens sounds impressive, but the internal retrieval engine still splits the context into blocks. When a question bounces between distant parts, coherence breaks down. Marketing says “more memory,” but users see repeated or skipped content.
Stricter safety layer
To avoid multimodal mishaps (image + audio), OpenAI made the filters more aggressive. Long reasoning chains often get cut off, and you see loops or “Sorry, I can’t…” messages. Complaints identical to this have flooded forums and Reddit for days.
What you can do right now
If it’s still available in the model picker, use “o3” (same architecture as the old Turbo — less sugar, more logic).
Alternatively, use GPT-4 Turbo via API until it’s sunset in July. OpenAI is allowing a three-month transition window.
With 4.1, try forcing the model to “think step by step” and specify “no fluff, just full technical output.” This reduces the PR-bot effect a bit, but don’t expect miracles.
Moral of the story: 4o/4.1 are cost-saving tools — not an upgrade for heavy users. Until they bring back a “max-brains, who-cares-about-money” model, o3/Turbo remains the better option.
Message limit breakdown (as of May 16, 2025 – Plus plan):
Model |
Counter Type |
Quota |
Notes |
OpenAI o3 (this one) |
Weekly |
100 messages / 7 days |
Completely separate from all other models. |
GPT-4o & GPT-4.1 |
Rolling window |
80 messages / 3 hours |
Shared counter: using up 80 on 4o also blocks 4.1 until reset. |
GPT-4o mini / 4.1 mini |
Daily |
300 messages / 24 hours |
Separate counters, independent from 4o/4.1. |
GPT-3.5 |
– |
Effectively unlimited |
Only throttled during peak hours. |
Plus plan → limits listed above
Team plan → roughly double
Pro plan → virtually unlimited for consumer usage; only policy violations can block it.
TL;DR:
Talking to me (o3) doesn’t affect the 4o/4.1 quota.
Once you hit the 80-in-3h limit on 4o/4.1, you can still use o3, 4o-mini, or 3.5.
The o3 weekly counter resets exactly 7 days after your first message (e.g., if you start today, it resets on May 23 at 00:00 UTC).
To check how many messages are left: open the model picker and hover your mouse over the model name — it will show the reset time.