IP operations
Deadlines are calculated, not inferred
Why statutory dates belong to a rules engine rather than a model, and what the agent is actually for.
Draft — pending professional review. This piece has not yet been cleared by a named professional. Passages marked for verification contain legal specifics that must be confirmed against current law before publication.
There is a version of an AI-native law firm that would let a model read a communication and tell you when the response is due. It would be right most of the time, which is the problem.
The case for determinism
A statutory date is a function of two things: the event that triggered it, and the rule that governs it. Both are knowable. Given them, the date is computable, and the computation can be inspected, versioned and tested. Nothing about it requires judgement.
A date produced that way has properties a generated one does not. It is reproducible — the same event and rule always give the same answer. It is auditable — you can see which rule applied. And it does not change because something incidental changed: a rules engine does not return a different answer because a prompt was edited or a model was updated.
A prescription date that is right 99% of the time is not 99% of a deadline system. It is a system that will silently miss one matter in a hundred, and you will not know which.
So what is the agent for
Everything around the date, which is most of the work. Scheduling the preparation window in front of it. Noticing that a required document has not arrived while there is still time. Chasing an approval, and stopping the moment it arrives. Escalating when the cadence has run out. Keeping the matter visible until the action is filed rather than until the date is recorded.
None of that is deterministic and none of it is legal judgement. It is operational follow-through, it is where portfolios actually lose time, and it is unglamorous enough that it is usually the first thing to be dropped when a team is busy.
Rules protect the deadline. Jidoka runs the work around it.
This material is general information about Indian IP practice and procedure. It is not legal advice, it does not create an attorney–client relationship, and it should not be relied on for a specific matter without professional advice on the facts.