Topic
Million-token context windows, large output ceilings and adjustable reasoning depth.
Claude 4.7 emits about 30 percent more tokens for the same text and GPT-6 bills roughly double above 272K input tokens, a dev.to digest reports. Budget checks built on old token counts now undercount, so prompt size needs a hard cap enforced in code.
Reality
AWS has put Moonshot AI's 2.8-trillion-parameter model behind Bedrock's APIs and data boundary. The explicit prompt caching it ships with only pays back if you reuse a prefix inside half an hour.
Reality
NVIDIA says multi-agent systems burn up to 15 times the tokens of a standard chat, and Nemotron 3 Super is its open-weight attempt to make each of those tokens cheaper to produce. The efficiency figures come with NVIDIA's own hardware and its own predecessor as the baselines.
Reality
List is $5 per million tokens in and $25 out, with a 1M-token window. The figures that decide an agent budget come from multiplying those against turn counts and Anthropic's rate limit tiers.
Reality
Google put the same 3.7 Flash behind its API, Vertex, Gemini Enterprise and AI Mode in Search on August 13. The payoff is fewer evaluations to run, not a new capability tier.
Reality