Analytics Context Engineering For LLM
Cisco, Tuesday, February 3rd, 2026
Machine data underpins observability and diagnosis in modern computing systems, including logs, metrics, telemetry traces, configuration snapshots, and API response payloads.
In practice, this data is embedded into prompts to form an interleaved composition of natural-language instructions and large machine-generated payloads, typically represented as JSON blobs or Python/AST literals. While large language models excel at reasoning text and code, they frequently struggle with machine-generated sequences - particularly when those are long, deeply nested, and dominated by repetitive structure.