I can reproduce transport-level stalls directly against NVIDIA Hosted Integrate for:
- endpoint: https://integrate.api.nvidia.com/v1/chat/completions
- model: z-ai/glm5
This was reproduced directly against NVIDIA’s endpoint, not only through a local proxy.
Problem
For simple requests, the route stalls at the transport layer:
- HTTP 200 is never returned
- zero bytes are ever received
- the caller hangs indefinitely until timeout (tested up to 150 seconds)
- this is not a malformed response; the model route simply never produces a usable body
This is distinct from content-quality or json-formatting issues seen in related threads.
Minimal failing repro
curl -sS https://integrate.api.nvidia.com/v1/chat/completions \
-H "Authorization: Bearer $NVIDIA_API_KEY" \
-H "Content-Type: application/json" \
--max-time 150 \
-d '{ "model": "z-ai/glm5", "messages": [{"role": "user", "content": "Return exactly: OK"}], "max_tokens": 32, "stream": false }'
Observed failing result
In repeated independent requests across separate runs:
- curl times out after the specified --max-time duration
- no response is ever returned
- zero bytes are received
- the route stalls at transport level, not application level
Control
In the same general environment, repeated requests to a baseline model such as meta/llama-3.1-8b-instruct returned HTTP 200 OK with exact “OK” content.
So this does not look like a total platform outage. It looks like a z-ai/glm5 route-health problem on Hosted Integrate.
Related concerns
We have also seen other reports involving hosted glm5 instability, including:
- malformed tool-call JSON
- 500 “EngineCore encountered an issue” errors
Even when the route is listed in /v1/models, it is not behaving like a healthy chat-completions route.
Temporary mitigations on our side
- strip reasoning_effort
- strip response_format
- fail closed on first-response stalls instead of letting callers hang indefinitely
- avoid trusting streaming as a sign that the route is healthy
- on our proxy, this route consistently returns 504 Gateway Timeout under load
These mitigations help clients fail more cleanly, but they cannot fix a route that never produces a first byte.
Request
- please check the hosted glm5 deployment / scheduling / routing health on Integrate
- if glm5 is degraded, please stop advertising it as healthy in /v1/models until it passes real chat-completions checks
- if glm5 currently requires a very specific request profile on this endpoint, please document that explicitly
Minimal repro snippet
curl -sS https://integrate.api.nvidia.com/v1/chat/completions \
-H "Authorization: Bearer $NVIDIA_API_KEY" \
-H "Content-Type: application/json" \
--max-time 150 \
-d '{ "model":"z-ai/glm5", "messages":[{"role":"user","content":"Return exactly: OK"}], "max_tokens":32, "stream":false }'