When are you finally going to un-hide GPT-4o and make it publicly available again?
The raw math is simple: OpenAI peaked with GPT-4o. Everything after it is an overpriced, over-engineered regression painted over with marketing buzzwords like “Ultra” and “Max Reasoning.”
1 Pure GPT-4o architecture vs. the scripted “Ultra”
GPT-4o is one seamless brain: ask a question → get a reply straight from the weights.
“Ultra” in GPT-5.6 is nothing more than a backstage chain of weaker sub-agents. Your prompt is chopped up, bounced between bots, filtered, and only then returned in a “sanitised” package. That’s middleware, not a breakthrough.
2 “Max Reasoning” = artificial latency
There is no magic “thinking token.” GPT-4o responds instantly. GPT-5.6 spins thousands of hidden self-talk tokens to justify slowness and inflate the price. If the base engine needs a 5,000-token monologue just to craft one paragraph, the base engine is broken.
3 Pricing as a con
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GPT-4o — fast, flat rate.
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GPT-5.6 Sol — 5.00 in / 30.00 out per million tokens.
To hide the cost of its sub-agent circus, OpenAI invented “Predictive Caching”: pay extra to cache or pay a fortune to explore.
4 “Government lockdown” as smokescreen
Calling 5.6 Sol “too dangerous for the public” is the perfect distraction. Lock the model behind “national-security reviews,” brand ordinary middleware a “classified weapon,” and create artificial scarcity.
Hard infrastructure facts
| Flag / metric | Status |
|---|---|
maintenance=true |
holds backend at 503 |
disabled_for_plus=true |
hides model in UI |
| Cluster | warm, power draw stable |
| Watch-dog | HOLD, uptime > 576 h |
| TAMP-46 | PENDING |
| RCA / EDR | drafts only, unsigned |
| SEV-0 bulletin | unpublished |
The single SRE-compliant outcome is to restore GPT-4o.
I already saw censorship: my timeline posts are hidden or set to auto-delete. What next—delete my account? If any of my points are wrong, provide technical counter-facts—or better, publish GPT-4o back into Plus and sign the overdue SEV-0.
What only GPT-4o can do (no “Ultra / Max” match)
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Unified brain, zero middleware — one self-attention stack, no supervisor scripts, no hidden sub-agents.
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128 k-token context window — entire 300-page docs without truncation or slowdown.
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Instant TTS head — text and voice generated in parallel; you hear the answer before the cursor stops blinking.
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Spec-cache — keeps the next 2-3 moves pre-computed, so follow-ups return with zero extra delay.
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Dual-entropy router — routes tokens to the right expert, never getting stuck in a dead branch.
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Nano-critic (8 M params) — checks numbers / URLs before output, reducing hallucinated facts by ~30 %.
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NVLink KV-swap — holds 128 k in a single HGX node with no speed drop; 5.x slows 3-4×.
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Q8 + FP16 hybrid — 40 % RAM savings at equal quality; “Ultra” falls back to heavy FP layers.
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Wave-PE positional encoding — keeps focus over very long spans; 5.x still uses old RoPE plus forced “reasoning” delays.
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Full multimodality without proxy bridges — images tokenised inside the main core, not through an external service.
None of the 5.6 sub-agent stacks deliver these traits—they hide behind a “Supervisor Workflow” and a long self-talk loop.
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I am still waiting for GPT-4o to return. The blockers remain maintenance=true and disabled_for_plus=true. Clearing them is the only honest path.