Open models
Open model playbooks you can trust
Run open models with vLLM, tune quality with LoRA adapters, and verify parity before production.
Deploy open models with vLLM, LoRA adapters, parity checks, and eval coverage.
1 guides4 focus areasvLLM runtime
Starter kit
- Run a parity eval before switching models.
- Monitor throughput and queue depth.
- Automate rollback for quality regressions.
- Secure model weights and access logs.
Focus areas
Runtime setup
Benchmark latency and throughput for each deployment path.
Parity tests
Compare outputs against gateway baselines.
Cost controls
Tune batch sizes and caching to manage spend.
Ops monitoring
Track GPU health, memory, and queue depth.
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Open models guides
Curated recipes, playbooks, and walkthroughs for this topic area.
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