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1:01:41ENWhat Business Payments Reveal About OpenAI and Anthropic: Ara Kharazian on Ramp's AI IndexMatthew Berman, Ara Kharazian · Forward FutureRamp's chief economist explains what company purchases can reveal about AI adoption, model spending and the competition between providers—and what the data cannot show.
0:22ENOpenAI’s 2026 Plan to Test Ads in ChatGPTMatthew Berman · Forward FutureMatthew Berman highlights OpenAI’s planned ad test and a mockup showing a sponsored product beneath a recipe response.
13:04ENDeep Research, AI Takeoff and the Limits of Early ReactionsMatthew Berman, Sam Altman · Forward FutureMatthew Berman surveys February 2025 reactions to OpenAI’s research agent and argues that reasoning and tools could accelerate AI progress.
21:21ENOpenAI o1’s 2024 Launch: Reasoning Benchmarks and Early TestsMatthew Berman · Forward FutureMatthew Berman reviews o1-preview and o1-mini, OpenAI’s reported evaluations, and his own early coding experiments.
22:17ENQ* Rumors, Energy-Based Models, and Research on ReasoningMatthew Berman, Yann Lecun · Forward FutureMatthew Berman examines an anonymous, unverified account of Q* and compares its ideas with published research on teaching language models to reason.









