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Sam Altman Says OpenAI “Screwed Up” GPT-5.2 Writing Quality

In a remarkably candid moment, OpenAI CEO Sam Altman admitted on January 26, 2026, that the company “screwed up” the writing quality of its latest flagship model, GPT-5.2.

Speaking during a developer town hall, Altman acknowledged widespread user complaints that the model’s output feels “unwieldy,” “mechanical,” and “hard to read” compared to its predecessor, GPT-4.5.


The “Technical vs. Creative” Trade-off

Altman explained that the decline in stylistic fluency was a result of a deliberate, though perhaps unbalanced, allocation of resources during the model’s development.

  • Prioritizing “Hard” Intelligence: OpenAI focused the majority of its bandwidth for GPT-5.2 on reasoning, coding, engineering, and mathematics.
  • The Bandwidth Problem: Altman stated, “We have limited bandwidth here, and sometimes we focus on one thing and neglect another.”
  • Overtraining Effects: The regression in prose quality stems from overtraining on technical data, which improved logic but degraded the model’s ability to maintain a natural narrative flow and conversational warmth.

User Feedback: Mechanical & Unwieldy

Since the launch of GPT-5.2 in late 2025, the AI community has noted a distinct shift in how the model communicates.

FeatureGPT-4.5 (Feb 2025)GPT-5.2 (Jan 2026)
ToneNatural, warm, and creative.Terse, mechanical, and “stilted.”
ClarityHigh narrative coherence.Often “unwieldy” for long-form prose.
StrengthsPolished emails and storytelling.Complex coding and multi-step logic.
GPQA Score~70% (Human Expert Level)92% (Surpassing Human Experts)

The Road to GPT-5.x: “General Purpose” is the Goal

Altman was quick to clarify that this isn’t a permanent shift toward specialized “coding-only” models.

  • The Vision: Altman believes the future belongs to “very good general-purpose models” that can excel at everything simultaneously.
  • The Correction: OpenAI is already working on GPT-5.x iterations intended to restore and exceed the writing capabilities of GPT-4.5.
  • Timeline: While no specific date was given, Altman mentioned expecting “significant gains” in the first quarter of 2026.

Conclusion: A Rare Moment of Candor

It is unusual for a tech leader to explicitly admit that a newer product version is worse in a key dimension than the one it replaced. However, Altman’s honesty reflects a broader 2026 industry trend: as models become more powerful in “raw intelligence,” maintaining the “human touch” of language remains a significant technical challenge. For now, users requiring high-quality creative prose may find themselves sticking with GPT-4.5 or Claude 4.5 until the next point release from OpenAI.

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