AGI Needs Self-Improvement Interfaces

An experimental reasoning model from OpenAI and Deep Thinking model from Gemini just achieved a Gold Medal performance at the International Math Olympiad. In both cases, the models solved 5 out of 6 IMO problems without any external tools, using pure mathematical reasoning that rivals human mathematicians. Industry experts were caught off-guard by the timeline acceleration, with new reinforcement learning techniques enabling multi-hour "thinking" capabilities. We also explore GPT-5 rumors with reports of multi-model architecture, the $300 million talent packages being offered to OpenAI researchers, and the growing sense that we're approaching a "phase shift" in AI capabilities.
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