Notion rebuilds Agents for longer work, lower cost

What changed: Notion rolled out a sixth-generation agent harness that can run single agent tasks for more than 24 hours (up from five minutes) and added a smarter model router called Auto that delegates work to the best-cost model; the post also introduces a two‑tier credit system and BYOK for enterprise customers.

Why it matters: Teams using Notion as their workspace can run longer-running, multi-step automations without repeatedly paying for large token windows, and admins get visibility and spending controls to contain agent cost and risk. For founders and operators this means you can prototype practical assistants (candidate screeners, recurring research jobs, or multi-step content pipelines) inside the same app your team already uses, with predictable spend.

Try/watch: Try a small long-running Custom Agent (e.g., a weekly research-and-digest job) under the new Select credits to measure cost and reliability; watch how the Auto router affects result quality and when your team needs to pick higher‑capability models.

Motive launches industry-specific Agents to act on fleet alerts automatically

What changed: Motive introduced “Agents” that convert fleet telemetry and safety data into immediate actions — calling drivers, opening work orders, and escalating to managers — and says the feature is available to customers now, with plain‑language goal creation coming next year.

Why it matters: For operations and logistics teams this moves beyond “alerting” to operational execution: if you run vehicles or field fleets, Motive’s Agents can remove repetitive triage work and close incidents faster, reducing downtime and headcount pressure. Buyers should evaluate the templates and integration points (dashcams, maintenance systems) to see how much manual work the Agents will eliminate.

Try/watch: Pilot Agents on a narrow use case (e.g., fault-code detection → automated work order) to measure cycle‑time and false positives; watch for edge cases where an automated call or vehicle‑out‑of‑service decision needs human override rules.