Choose between managed endpoints and HyperPod Inference by comparing operational ownership, scaling, customisation, protocols and cluster requirements.

WebMCP sends tool calls as the signed-in user, so we should treat opt-in scope, browser authentication and audit logs as one security boundary.

Use AIPerf for concurrent inference tests with production-shaped arrivals, tracking TTFT, inter-token latency, throughput, percentiles and GPU telemetry.

Runtime refusal ablation preserves the quantised pack, but we still need safety evaluations at each strength before production deployment.

Add lexical matching alongside vector search for identifiers, error codes, filenames and snippets, then compare retrieval quality on representative queries.

A terminal that mixes remote access with autonomous CVE and SBOM analysis needs isolated trials, action logs and rollback controls first.