09/23/2026
Groundcover cracks the LLM black box wide open - zero SDKs, zero code changes, zero redeploys ๐. eBPF kernel-level instrumentation auto-discovers Bedrock APIs instantly, capturing full prompts, responses, token counts, latency, and errors. BYOC keeps every byte of telemetry in your own cloud.
4 metrics every LLM team must track: token usage, response latency, error rates, hallucination detection ๐ฅ. Silent failures in any pipeline layer break everything - blind spots aren't tolerable in prod. Real-time reasoning path traces + P90 SLA alerting + correlated infra/LLM dashboards, one platform.
AgentCore workflows fully visible: decision paths, tool calls, multi-step reasoning, failure points - all without touching your code ๐. Privacy-preserving, data-residency-compliant, and costs less than traditional observability tools ๐ค. Full-stack AI transparency is no longer optional.
Dive into the real summary here:
https://www.faikconference.com/conferences/AWSEvents/reInvent2025/4e74c137-5875-4adb-b901-af11d57fbde5/aws-reinvent-2025-llm-observability-full-stack-tracing-aim212
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