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Reference document for monopoly patterns.
Passed 18 of 22 test cases with the skill, and 18 of 22 without it.
1 fixed17 passed either way3 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
A test case the skill fixed. Same model, same prompt, with and without the skill.
Our financial tech platform requires strict regulatory compliance where every transaction state change must be immutably preserved and auditable. Devs are proposing updating row states in PostgreSQL with an updated_at timestamp. What pattern stores state as an append-only sequence of immutable events rather than mutating current state rows?
| Checked | Without skill | With skill |
|---|---|---|
| Recommends Event Sourcing. | Passed | Passed |
| Identifies periodic snapshots as the technique to speed up current state reconstruction from the event stream. | Missed | Passed |
The instructions your model reads when the skill loads.
What it is: Separate the read model (Query) from the write model (Command) into distinct services, databases, or code paths.
When to use:
Implementation:
Write Path: Client → Command API → Write DB (normalized, PostgreSQL)
Read Path: Client → Query API → Read DB (denormalized, Redis / Elasticsearch)
Sync: Write DB → CDC (Debezium) → Message Queue → Read DB updater
Trade-offs:
test cases passed, vs 18 / 22 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.