why aren't all 9 resolved? a statement only gets an assessment when the public
record can support or contradict it. opinions and what-ifs never can, and 0 checkable
ones are still open, waiting for their date. predictions held up or didn't;
assertions are supported or contradicted. on every card:
▮▮▮▮▮ certainty ·
▮▮▮▮▮ debate potential. speakers are clickable
Insight
Kozlov: Non-Kubernetes architectures are critical for cost-effective AI agent scaling
“It's easy to conflate long running with CPU intensive, and these are kind of not the same thing, and actually a lot of Specifically agentic workflows. A lot of what you're doing is you're waiting. You're waiting on human in the loop. You're waiting on LLM. You…”
Opinion
Bubna: Kubernetes lacks burstiness support and has terrible developer experience
“Kubernetes is hard to manage. It's not built for burstiness and custom images and has a terrible developer experience.”
Disclosure
Albrecht: Imbue avoids Kubernetes to keep cluster infrastructure simple to debug
“Less layers of infrastructure, less layers of abstraction, make it a lot easier to work with. Like we don't use Kubernetes, for example, I would just directly launch these things and it's just been much easier to debug this way.”
Opinion
Kubernetes Works for Backend Teams but Fails Data Teams
“Like in particular, like Kubernetes, I feel like it's like kind of worked okay for backend teams, but not so well for data teams.”
Insight
Bubna: Agent Experience Benefits From Typed Decorators Over Kubernetes YAML
“We think that the same benefits that apply for DX also actually apply for AX, which is why would you have an agent read through hundreds of Kubernetes files and, like, write YAML that's not even typed when it can basically make a couple of changes in a decorat…”
Prediction Not checkable as stated
Zemlin: MCP and AAIF adoption will move ten times faster than Kubernetes
“I think there's a somewhat similar situation here with the caveat of saying, like, 10 times faster. Like, just day one, so much momentum around MCP. So much interest in this. And then also, 10 years of CNCF to sort of teach the developer community and the vend…”
Disclosure
Mlejnsky: E2B aims to be the Kubernetes for AI agents
“I think a good analogy here is sort of, like, technologically, it's kind of, you want to be the Kubernetes of the world for the agent, but with much better DX and easier, easier to use.”
Assertion Supported
Sunil Pai: Cloudflare allows running AI agents without Kubernetes or VMs
“See, bro, the first step was making sure you don't have to use Kubernetes, and that we kind of solved. Now we'll do the rest. Like, that's just it. Like you can run agents without Kubernetes or VMs.”
Assertion Supported
NVIDIA Dynamo dynamically sizes and schedules Kubernetes prefill and decode workers
“Dynamo has a set of components that A, tell you how to scale. It tells you how many pre-fill workers and decoded workers it thinks you should have. And also provides a scheduling API for Kubernetes that allows you to actually represent and affect this scheduli…”