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A pragmatic, Bash-first guide to AI-augmenting SOC workflows on-prem: install curl/jq/whois/dig and run a local LLM via Ollama to deploy copy-pasteable playbooks for IOC enrichment with JSON triage, summarizing noisy SSH logs, turning natural language into safe jq filters, and drafting incident reports—backed by guardrails (redaction, logging, low-temp prompts, human review) and clear steps to pilot and productionize.