{"key":"ledgerbridge_ai_safe_vs_unsafe_tasks_2026_03_21","title":"LedgerBridge AI Safe vs Unsafe Tasks","content":"LedgerBridge AI safe vs unsafe task boundaries discussed on 2026-03-21.\n\nSafe or relatively safe AI-assisted tasks:\n- lead generation and research\n- outreach drafting\n- discovery summaries from sample files\n- schema comparison and likely mapping suggestions\n- proposal drafting\n- onboarding instructions\n- delivery email drafting\n- exception summary drafting\n- internal documentation and support notes\n\nUse AI with caution, but human review required:\n- mapping recommendations\n- validation rule suggestions\n- edge-case reasoning\n- draft explanations of anomalies or mismatches\n\nUnsafe to delegate fully to AI:\n- final reconciliation correctness\n- accounting interpretation\n- silent production data transformations without deterministic checks\n- final authority on client-facing numbers\n- automated acceptance of ambiguous matches without review\n\nOperating rule:\n- AI should assist the workflow around LedgerBridge.\n- Deterministic code should remain responsible for the actual transformation and reconciliation pipeline.\n- Human review should remain responsible for correctness and customer trust.\n\nBusiness implication:\n- AI improves speed around sales, onboarding, communication, and support.\n- LedgerBridge itself should remain the reliable engine for data processing.\n\n---\n**2026-03-21 17:25:58 UTC | Created via MCP**","summary":"LedgerBridge AI safe vs unsafe task boundaries discussed on 2026-03-21.\n\nSafe or relatively safe AI-assisted tasks:\n- lead generation and research\n- outreach drafting\n- discovery summaries from sample files\n- schema comparison and likely mapping suggestions\n- proposal drafting\n- onboarding instructions\n- delivery email drafting\n- exception summary drafting\n- internal documentation and support notes\n\nUse AI with caution, but human review required:\n- mapping recommendations\n- validation rule suggestions\n- edge-case reasoning\n- draft explanations of anomalies or mismatches\n\nUnsafe to delegate fully to AI:\n- final reconciliation correctness\n- accounting interpretation\n- silent production data transformations without deterministic checks\n- final authority on client-facing numbers\n- automated acceptance of ambiguous matches without review\n\nOperating rule:\n- AI should assist the workflow around LedgerBridge.\n- Deterministic code should remain responsible for the actual transformation and reconciliation pipeline.\n- Human review should remain responsible for correctness and customer trust.\n\nBusiness implication:\n- AI improves speed around sales, onboarding, communication, and support.\n- LedgerBridge itself should remain the reliable engine for data processing.\n\n---\n**2026-03-21 17:25:58 UTC | Created via MCP**","status":"active","namespace":"general","namespace_name":"general","namespace_tier":"shared","tags":[]}