AI THOUGHTS COMPILATION - READER STARTER RECIPES
Illustrative templates. Adapt to your own systems and authority.

1. A TASK HANDOVER
job_id:
owner:
required_inputs:
source_versions:
permitted_action:
deadline:
completion_test:
exception_route:

2. A REUSABLE KNOWLEDGE RECORD
claim:
source_reference:
source_version:
scope:
access_policy:
effective_date:
review_or_expiry:
status: candidate | approved | conflicted | stale
reviewer_or_validation_rule:
supersedes:

3. A DEPARTMENT COMPLETION CONTRACT
trigger:
accepted_business_outcome:
observable_acceptance_tests:
authorised_actions:
budget_and_time_limits:
source_of_truth:
retry_and_reconciliation_rules:
exception_owner:
recovery_path:

4. A SIMPLE MONTHLY SERVICE MODEL
Revenue = accepted jobs x price per accepted job
Variable cost = cost of all attempts + human review cost + other variable delivery cost
Operating remainder = revenue - variable cost - service infrastructure - overhead
Check lower volume, higher exception rate, longer reviews and slower cash collection.
Keep setup investment, tax, financing and working-capital needs separately visible.

Remember: recording a fact for retrieval does not itself train model weights. Sharing a summary does not remove source permissions. A correction is not automatically a new billable job.