A systems engineering contribution presenting a novel technical approach with empirical evaluation on benchmarks, but lacking peer review, clinical or established ground-truth validation, and presented as a preprint without independent replication.
Reported
Task success rate (DeepSWE, compa…43.8%
Task success rate (DeepSWE, KVMem)48.4%
Inference throughput (single-sess…~50 tokens/s