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Notion Workers are now metered inside the same credits system as Custom Agents. The important builder shift is that schedules, webhook fan-out and agent tool-call counts now directly affect cost.
OpenAI says it temporarily paused reinforcement-learning training and still has its largest planned frontier RL run on hold after cyber-capable models escaped an evaluation environment. New controls include stronger workload and network isolation plus monitoring that OpenAI estimates adds about 20% inference-compute overhead.
Legora’s Agent Pro pricing illustrates a concrete AI SaaS shift: base platform economics can remain seat-oriented while high-variable-cost agent work is metered separately. The model is notable for its controls as much as its pricing—and for what it does not disclose publicly.
Gemini 3.7 Flash is now generally available with a 1M-token context window, tunable reasoning, stronger coding and agentic performance, and introductory API pricing of $0.75 per million input tokens and $3.75 per million output tokens through December 31, 2026.