… Synchronization: The newly calculated scales are then synchronized to the inference engine vLLM for the subsequent rollout phase. This design ensures that the rollout engine always uses optimal quantization scales derived from the latest policy state, minimizing accuracy degradation. …
… Beyond incident summary metrics, additional evaluation methods can be introduced over time to further harden the system, including: LLM‑as‑a‑judge setups to evaluate reasoning traces for correctness, completeness, and safety LLM‑as‑a‑judge to assess final conclusions and remediation plans Tool‑call… …
… By standardizing key metrics—such as latency, throughput, and efficiency for LSTM and other time series models—STAC-ML enables banks, hedge funds, and market makers to conduct objective, apples-to-apples comparisons of competing hardware and software solutions prior to deployment. …