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    "sections": [
      {
        "title": "Post-Mortem & Incident Review Framework",
        "body": "Run structured post-mortems that actually prevent repeat failures. Blameless analysis, root cause identification, and action tracking."
      },
      {
        "title": "When to Use",
        "body": "After any production incident, outage, or service degradation\nAfter a missed deadline, failed launch, or lost deal\nAfter any event costing >$5K or >4 hours of team time\nQuarterly review of recurring incident patterns"
      },
      {
        "title": "1. Incident Summary (Complete Within 24 Hours)",
        "body": "Incident ID: [AUTO-GENERATED]\nDate/Time: [Start] → [End] (Duration: X hours)\nSeverity: SEV-1 (revenue impact) | SEV-2 (customer impact) | SEV-3 (internal impact)\nImpact: [Users affected] | [Revenue lost] | [SLA breached Y/N]\nDetection: How was it found? (Monitoring / Customer report / Internal discovery)\nDetection Delay: Time from incident start → first alert"
      },
      {
        "title": "2. Timeline (Minute-by-Minute for SEV-1, 15-min blocks for SEV-2/3)",
        "body": "HH:MM - Event description\nHH:MM - First alert triggered\nHH:MM - Team notified\nHH:MM - Investigation started\nHH:MM - Root cause identified\nHH:MM - Fix deployed\nHH:MM - Confirmed resolved"
      },
      {
        "title": "3. Root Cause Analysis — 5 Whys",
        "body": "Why 1: [Direct cause]\nWhy 2: [Why did that happen?]\nWhy 3: [Why did THAT happen?]\nWhy 4: [Systemic cause]\nWhy 5: [Organizational/cultural root]"
      },
      {
        "title": "4. Contributing Factors",
        "body": "Score each factor 0-3 (0=not a factor, 3=primary contributor):\n\nFactorScoreNotesMissing/inadequate monitoringInsufficient testingDocumentation gapsProcess not followedKnowledge concentration (bus factor)Capacity/scaling limitsThird-party dependencyCommunication breakdownChange management failureTechnical debt"
      },
      {
        "title": "5. What Went Well",
        "body": "List 3-5 things that worked during the response:\n\nFast detection? Good runbooks? Strong communication? Quick escalation?"
      },
      {
        "title": "6. Action Items",
        "body": "Every action MUST have an owner and deadline:\n\n#ActionOwnerDeadlinePriorityStatus1P0/P1/P2Open\n\nPriority definitions:\n\nP0: Must complete before next business day\nP1: Must complete within 1 week\nP2: Must complete within 1 sprint/month"
      },
      {
        "title": "7. Recurrence Prevention",
        "body": "Monitoring added/improved for this failure mode\n Runbook created/updated\n Test coverage added\n Architecture change needed? (If yes, create RFC)\n Training needed for team?"
      },
      {
        "title": "Blameless Post-Mortem Rules",
        "body": "Focus on systems, not individuals\n\"What happened\" not \"who did it\"\nAssume everyone acted with best intentions and available information\nThe goal is learning, not punishment\nIf you find yourself writing someone's name next to a mistake, rewrite it as a process gap"
      },
      {
        "title": "Incident Cost Calculator",
        "body": "Direct costs:\n  Revenue lost during downtime: $___\n  SLA credits issued: $___\n  Emergency vendor/contractor costs: $___\n\nIndirect costs:\n  Engineering hours × loaded rate: ___ hrs × $___/hr = $___\n  Customer churn risk (affected users × churn probability × LTV): $___\n  Brand/reputation (estimate): $___\n\nTotal incident cost: $___\nCost per minute of downtime: $___"
      },
      {
        "title": "Quarterly Incident Review",
        "body": "Every quarter, analyze patterns across all post-mortems:\n\nTop 3 root cause categories — Where should you invest in prevention?\nMean time to detect (MTTD) — Is monitoring improving?\nMean time to resolve (MTTR) — Is response getting faster?\nAction item completion rate — Are you actually fixing things?\nRepeat incidents — Same root cause twice = systemic failure\nCost trend — Total incident cost per quarter (should decrease)"
      },
      {
        "title": "Industry-Specific Post-Mortem Considerations",
        "body": "IndustryKey FocusRegulatory RequirementFintechTransaction integrity, audit trailSOX, PCI-DSS incident reportingHealthcarePHI exposure, patient safetyHIPAA breach notification (60 days)SaaSSLA compliance, data integritySOC 2 incident managementE-commerceOrder integrity, payment processingPCI-DSS, consumer protectionManufacturingSafety incidents, production lossOSHA reporting requirements"
      },
      {
        "title": "Go Deeper",
        "body": "Your post-mortems reveal where AI agents should be deployed first — the repetitive failures, the manual monitoring gaps, the processes that break under load.\n\nFind your highest-cost gaps: AI Revenue Leak Calculator\nIndustry-specific deployment playbooks: AfrexAI Context Packs — $47\n\nPick 3: $97 | All 10: $197 | Everything: $247\n\n\nDeploy your first agent: Agent Setup Wizard\n\nBuilt by AfrexAI — turning incident patterns into automation opportunities."
      }
    ],
    "body": "Post-Mortem & Incident Review Framework\n\nRun structured post-mortems that actually prevent repeat failures. Blameless analysis, root cause identification, and action tracking.\n\nWhen to Use\nAfter any production incident, outage, or service degradation\nAfter a missed deadline, failed launch, or lost deal\nAfter any event costing >$5K or >4 hours of team time\nQuarterly review of recurring incident patterns\nPost-Mortem Template\n1. Incident Summary (Complete Within 24 Hours)\nIncident ID: [AUTO-GENERATED]\nDate/Time: [Start] → [End] (Duration: X hours)\nSeverity: SEV-1 (revenue impact) | SEV-2 (customer impact) | SEV-3 (internal impact)\nImpact: [Users affected] | [Revenue lost] | [SLA breached Y/N]\nDetection: How was it found? (Monitoring / Customer report / Internal discovery)\nDetection Delay: Time from incident start → first alert\n\n2. Timeline (Minute-by-Minute for SEV-1, 15-min blocks for SEV-2/3)\nHH:MM - Event description\nHH:MM - First alert triggered\nHH:MM - Team notified\nHH:MM - Investigation started\nHH:MM - Root cause identified\nHH:MM - Fix deployed\nHH:MM - Confirmed resolved\n\n3. Root Cause Analysis — 5 Whys\nWhy 1: [Direct cause]\nWhy 2: [Why did that happen?]\nWhy 3: [Why did THAT happen?]\nWhy 4: [Systemic cause]\nWhy 5: [Organizational/cultural root]\n\n4. Contributing Factors\n\nScore each factor 0-3 (0=not a factor, 3=primary contributor):\n\nFactor\tScore\tNotes\nMissing/inadequate monitoring\t\t\nInsufficient testing\t\t\nDocumentation gaps\t\t\nProcess not followed\t\t\nKnowledge concentration (bus factor)\t\t\nCapacity/scaling limits\t\t\nThird-party dependency\t\t\nCommunication breakdown\t\t\nChange management failure\t\t\nTechnical debt\t\t\n5. What Went Well\n\nList 3-5 things that worked during the response:\n\nFast detection? Good runbooks? Strong communication? Quick escalation?\n6. Action Items\n\nEvery action MUST have an owner and deadline:\n\n#\tAction\tOwner\tDeadline\tPriority\tStatus\n1\t\t\t\tP0/P1/P2\tOpen\n\nPriority definitions:\n\nP0: Must complete before next business day\nP1: Must complete within 1 week\nP2: Must complete within 1 sprint/month\n7. Recurrence Prevention\n Monitoring added/improved for this failure mode\n Runbook created/updated\n Test coverage added\n Architecture change needed? (If yes, create RFC)\n Training needed for team?\nBlameless Post-Mortem Rules\nFocus on systems, not individuals\n\"What happened\" not \"who did it\"\nAssume everyone acted with best intentions and available information\nThe goal is learning, not punishment\nIf you find yourself writing someone's name next to a mistake, rewrite it as a process gap\nIncident Cost Calculator\nDirect costs:\n  Revenue lost during downtime: $___\n  SLA credits issued: $___\n  Emergency vendor/contractor costs: $___\n\nIndirect costs:\n  Engineering hours × loaded rate: ___ hrs × $___/hr = $___\n  Customer churn risk (affected users × churn probability × LTV): $___\n  Brand/reputation (estimate): $___\n\nTotal incident cost: $___\nCost per minute of downtime: $___\n\nQuarterly Incident Review\n\nEvery quarter, analyze patterns across all post-mortems:\n\nTop 3 root cause categories — Where should you invest in prevention?\nMean time to detect (MTTD) — Is monitoring improving?\nMean time to resolve (MTTR) — Is response getting faster?\nAction item completion rate — Are you actually fixing things?\nRepeat incidents — Same root cause twice = systemic failure\nCost trend — Total incident cost per quarter (should decrease)\nIndustry-Specific Post-Mortem Considerations\nIndustry\tKey Focus\tRegulatory Requirement\nFintech\tTransaction integrity, audit trail\tSOX, PCI-DSS incident reporting\nHealthcare\tPHI exposure, patient safety\tHIPAA breach notification (60 days)\nSaaS\tSLA compliance, data integrity\tSOC 2 incident management\nE-commerce\tOrder integrity, payment processing\tPCI-DSS, consumer protection\nManufacturing\tSafety incidents, production loss\tOSHA reporting requirements\nGo Deeper\n\nYour post-mortems reveal where AI agents should be deployed first — the repetitive failures, the manual monitoring gaps, the processes that break under load.\n\nFind your highest-cost gaps: AI Revenue Leak Calculator\nIndustry-specific deployment playbooks: AfrexAI Context Packs — $47\nPick 3: $97 | All 10: $197 | Everything: $247\nDeploy your first agent: Agent Setup Wizard\n\nBuilt by AfrexAI — turning incident patterns into automation opportunities."
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    "owner": "1kalin",
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