Open-source AI incident commander tool passes 88% of checks across 15 real outage scenarios

Short summary

An open-source CLI tool called ai-incident-commander automates incident documentation — timelines, stakeholder updates, remediation research, and blameless postmortems — using a local LLM with no cloud dependency. Tested against 15 real public outages from Cloudflare, GitLab, GitHub, and AWS, it passed 88.3% of 120 quality checks with three human-approval gates in the pipeline. The author's key insight: test LLM output for coherence and safety, not exact match against human-written ground truth.

• •Open-source MIT-licensed CLI tool automates incident timelines, updates, and blameless postmortems using local LLMs
• •88.3% pass rate across 120 checks on 15 real public outages, with three mandatory human-approval gates
• •Key testing lesson: evaluate LLM output for coherence and safety, not word-for-word match against ground truth

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