GPT-5.4 Arrives: When AI Gets Uncomfortably Good at Everything

OpenAI’s GPT-5.4 introduces a massive 1M-token context window and enhanced coding capabilities that blur the line between AI assistance and digital autonomy. This isn’t just another incremental update, it’s a glimpse into how quickly AI is transforming professional workflows.

When AI Benchmarks Break: The SWE-bench Verified Controversy

SWE-bench Verified, a major AI coding benchmark, has become contaminated with flawed tests and training data leakage, leading experts to abandon it for more reliable alternatives. This controversy highlights the ongoing challenge of accurately measuring AI progress in an rapidly evolving field.

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