Most multi-agent swarm users don’t guardrail and don’t set up their agents properly, taxing the servers unnecessarily, causing lag and timeouts for everyone else.
One Nvidia NIM user who requested a rate increase even wrote in the forum: “With 40 RPM I can’t even handle a simple static landing page edit in OpenClaw” – which is absolutely absurd. (Source: API Rate Limit Increase for NVIDIA NIM - #5 by semiaraouri)
With proper guardrails and skeleton first approach – which should naturally be implemented before scaling, and at the latest once running into rate limits – many multi-agent “architects” would not run into rate limits to begin with, and would leave more resources for people who are truly invested and properly guardrail their system.
I’m an Openclaw user myself, multi-agent team, and I’m never running into 429 limits on Nvidia NIM. The actual bottleneck with Nvidia NIM is speed and availability/timeouts. Both issues would profit massively if people who skipped steps/skipped proper setup would be restricted from wasting resources.
Doing the math, at current speed, with 40 RPM you can run at least 40 devs running on GLM5.1 in parellel – those who need multi-agents, but are not willing to do the work to get there should not be allowed to slow the service down for everyone else who is eager to make an effort and learn how to set this up properly. Those who are willing to learn but simply unaware should be educated.
Benefits for Nvidia:
- educational aspiration fulfilled
- less server cost while simultaneously increasing user output quality → increased effectiveness
- free service for devs can persist. If it continues like this without changes and further hardware additions, my projection is the service will become unusable due to growing demand. If you leave everything as it is, my view is that you involuntarily support human slop.
Benefits for devs/the collective:
- education
- resource allocation is more just (irresponsible individuals are less likely to cause timeouts for everyone else)
- service persists. Ligher load on the servers also would heavily benefit those 9-5-bound devs who only have time to use Nvidia NIM on weekends – currently they can’t truly profit from it because requests constantly time out on weekends when everyone is online