Optimize a small-model harness with autoresearch on Polyaxon
Build a measured research loop around Jev or a self-hosted classifier using Polyaxon jobs, sandboxes, experiment matrices, and per-case evidence.
LLMOpsAutoresearchClassification
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The latest guides, tutorials, and product updates.
Train a decision classifier on Polyaxon
Fine-tune an open Qwen model for bounded support-routing decisions with Polyaxon jobs, track the adapter, and serve the reviewed version through vLLM.
LLMOpsFine TuningClassification
Deploy Laya typed decisions on Polyaxon
Serve the open Laya typed-decisions checkpoint through Polyaxon, with a CPU classifier endpoint, explicit model scope, and a review path for uncertain classifications.
LLMOpsInferenceClassification
Serve a Jev-style Qwen classifier on Polyaxon
Deploy an open Qwen model behind a typed classification API on Polyaxon, then check the decision schema and calibration before routing real work.
LLMOpsInferenceClassification