# Claims Manifest — shopstack-parser-lora # status: candidate — No model file yet. Future fine-tuned command parser. # badge: well_tuned contract: "Bundle Contract v2" runtime: engine: "transformers" precision: "fp32" claims: - id: parser_lora_not_applicable_yet required: false description: "No model exists yet — claims are aspirational until fine-tuning is complete" verified_by: "N/A" status: "pending" - id: parser_lora_future_accuracy required: false description: "Fine-tuned parser achieves >95% accuracy on ShopStack command dataset" verified_by: "benchmarks/test_benchmarks.py::test_planner_lora_accuracy" status: "pending" - id: parser_lora_future_latency required: false description: "Fine-tuned parser completes in <100ms per command (LoRA on 1B base)" verified_by: "benchmarks/test_benchmarks.py::test_planner_lora_latency" status: "pending" ci: enabled: false notes: "Activate after fine-tuning pipeline produces first LoRA adapter checkpoint"