#outcome-based AI evaluation
2 related articles
·2 min
The Decline of Tokenmaxxing: Why Selling Outcomes Matters More Than Selling Tokens
The Tokenmaxxing craze is fading as enterprise AI procurement shifts from chasing Token counts to focusing on actual business outcomes. Learn why outcome-based AI evaluation is the right approach.
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Deep Dives·3 min
Reinforcement Learning Drives AI Reasoning Evolution: From Imitator to True Thinker
How RL, Self-Play, and Verifiers work together to evolve LLM reasoning — driving the leap from SFT imitation to true System 2 deep thinking.
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