Open-source maintainer building Judgment Pack, a testable specification and runtime for AI-agent decisions.
Former enterprise data and software architect.
@lizhuojunx86 - this is exactly the distinction I was hoping the experiment would expose, and I like that you carried it all the way into the implementation.
The separation between unresolved:no_rule and unresolved:unknown_model is especially useful.
unknown_model is an operational knowledge gap. Add the missing model-to-tier mapping and the same historical records can become scoreable.
no_rule is different. It is a policy coverage gap. Nothing should automatically clear it because there is no judgment to recover - someone has to add a rule or explicitly decide the case should remain outside policy.
I also really like the dual coverage metrics you found:
decisions no rule reached
rules no decision reached
Those catch two different failure modes:
decision -> no rule
= uncovered behavior
rule -> no decision
= dead, shadowed, or unexercised policy
That makes unresolved much more than an error bucket. It becomes an observable property of the policy surface itself.
And your claude-code-guide example is a good demonstration of why this matters: the default didn't merely fabricate compliance, it could fabricate a deviation too. The honest answer was neither.
Thanks for actually measuring this, shipping the change, and closing the loop on the comment. This is a much stronger result than simply adding another fallback rule.
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@lizhuojunx86 - this is exactly the distinction I was hoping the experiment would expose, and I like that you carried it all the way into the implementation.
The separation between
unresolved:no_ruleandunresolved:unknown_modelis especially useful.unknown_modelis an operational knowledge gap. Add the missing model-to-tier mapping and the same historical records can become scoreable.no_ruleis different. It is a policy coverage gap. Nothing should automatically clear it because there is no judgment to recover - someone has to add a rule or explicitly decide the case should remain outside policy.I also really like the dual coverage metrics you found:
Those catch two different failure modes:
That makes
unresolvedmuch more than an error bucket. It becomes an observable property of the policy surface itself.And your
claude-code-guideexample is a good demonstration of why this matters: the default didn't merely fabricate compliance, it could fabricate a deviation too. The honest answer was neither.Thanks for actually measuring this, shipping the change, and closing the loop on the comment. This is a much stronger result than simply adding another fallback rule.