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Notes, signals, checklists, experiments, and advisory boundaries from live Odoo systems.
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05 · ENEvaluating LLM claims against the live registry
A lab pattern: score invented fields versus confirmed registry facts before trusting agent output.
When automation fit stops and consulting should start
Explicit non-fit cases: multi-company tax edge cases, broken valuation, and unscoped AI write ambitions.
Watch the JSON-2 transport shift on modern Odoo
A short, version-scoped signal: external clients should pin transport assumptions and re-test on upgrade.
Safe MCP write checklist for Odoo
A bounded write path: scope credentials, confirm target, inventory fields, then write — never invent models.
Runtime-grounded Odoo fields for agent work
Why field inventories must come from the live registry, not model memory, before an agent writes anything.