lab
Research group whose analysis found benchmark scores depend on rarely disclosed implementation details such as prompt wording, temperature and agent scaffolding.
No evidence-backed relationships are recorded.
The reinforcement learning co-founder told Sequoia's podcast that no simulation can cover other minds or the physical world. The labs shipping synthetic corpora are aiming at the domains he exempts.
Reality
Per-token prices fell about 200x since GPT-4's launch while US enterprise AI spend tripled to $37 billion. Tokenizer variance, reasoning tokens and tier discounts are where the bill diverges.
Reality
A dev.to post stitches Epoch AI's ~300 trillion effective-token ceiling to a $1.5B copyright settlement and EU high-risk enforcement, and argues data sourcing is now a contracted supply chain.
Reality
A Guardian investigation puts numbers on a gap every buyer of cloud capacity should assume exists: announced gigawatts and installed accelerators are not the same asset.
Reality
Optima lets buyers build benchmarks from their own datasets and agent traces, then scores candidate models on quality, cost per task and time per task.
Reality