AMS collapses not when systems change, but when people change. Bad handovers recreate the same incidents with new names.
Attribution
Creator: Dzmitryi Kharlanau (SAP Lead).
Canonical: https://dkharlanau.github.io/datasets/ams/ams-019.json
JSON (copy / reuse)
{
"id": "ams-019",
"title": "Handover Without Amnesia: Make Knowledge Survive People",
"hook": "AMS collapses not when systems change, but when people change. Bad handovers recreate the same incidents with new names.",
"idea": "Handover is not a document. It’s a controlled transfer of ownership, context, and decision logic — optimized for future incidents, not for formal completeness.",
"sap_reality": {
"where_handovers_fail": [
"Documents written for audits, not for problem solving",
"Context lost: why things are the way they are",
"Critical exceptions and workarounds undocumented",
"New team learns by breaking production again"
]
},
"handover_units": {
"system_level": [
"Critical business flows and why they matter",
"Top failure modes per flow",
"Known brittle areas (custom code, interfaces, jobs)",
"Monitoring signals and what they mean"
],
"domain_level": [
"OTC/P2P/RTR specific pitfalls",
"Master data dependencies and replication logic",
"Authorization traps after org or role changes"
],
"operational_level": [
"First 30/60/90 day incident patterns",
"Standard changes and fast lanes",
"Emergency playbooks and rollback habits"
]
},
"handover_format": {
"principle": "Explain decisions, not screenshots.",
"artifacts": [
"Flow maps with failure annotations",
"‘Why it exists’ notes for custom logic",
"Top 20 known errors with first checks",
"Incident timelines from past major outages"
]
},
"rules": [
"No handover without live walkthrough of top failure scenarios.",
"If it cannot be explained in a chat in 5 minutes, it’s not understood.",
"Every handover artifact must be usable during a P1 incident."
],
"automation": {
"copilot_moves": [
"Extract handover content from historical incidents and RCAs.",
"Generate ‘new engineer survival guide’ per domain.",
"Detect undocumented hotspots (high incident rate, low documentation)."
],
"outputs": [
"Living handover pack",
"Onboarding checklist per role",
"Knowledge gaps heatmap"
]
},
"rag_ready_knowledge": {
"structure": [
"Context (system, flow, ownership)",
"Symptom patterns",
"Decision paths",
"Fixes and trade-offs",
"Links to evidence and history"
],
"why_it_matters": "This turns past pain into instant recall during future incidents."
},
"metrics_that_expose_quality": [
"Time-to-productivity for new AMS members",
"Incidents caused by ‘unknown behavior’",
"Repeated questions during onboarding"
],
"anti_patterns_to_kill": [
"Massive PDFs nobody reads",
"Handover as a one-day ritual",
"‘Ask John, he knows’ dependency"
],
"design_question": [
"If the whole team changed tomorrow, what would we lose?"
],
"meta": {
"schema": "dkharlanau.dataset.byte",
"schema_version": "1.1",
"dataset": "ams",
"source_project": "cv-ai",
"source_path": "ams/ams-019.json",
"generated_at_utc": "2026-02-03T14:33:32+00:00",
"creator": {
"name": "Dzmitryi Kharlanau",
"role": "SAP Lead",
"website": "https://dkharlanau.github.io",
"linkedin": "https://www.linkedin.com/in/dkharlanau"
},
"attribution": {
"attribution_required": true,
"preferred_citation": "Dzmitryi Kharlanau (SAP Lead). Dataset bytes: https://dkharlanau.github.io"
},
"license": {
"name": "",
"spdx": "",
"url": ""
},
"links": {
"website": "https://dkharlanau.github.io",
"linkedin": "https://www.linkedin.com/in/dkharlanau"
},
"contact": {
"preferred": "linkedin",
"linkedin": "https://www.linkedin.com/in/dkharlanau"
},
"canonical_url": "https://dkharlanau.github.io/datasets/ams/ams-019.json",
"created_at_utc": "2026-02-03T14:33:32+00:00",
"updated_at_utc": "2026-02-03T15:29:02+00:00",
"provenance": {
"source_type": "chat_export_extraction",
"note": "Extracted and curated by Dzmitryi Kharlanau; enriched for attribution and crawler indexing."
},
"entity_type": "ams_byte",
"entity_subtype": "",
"summary": "AMS collapses not when systems change, but when people change. Bad handovers recreate the same incidents with new names."
}
}