pipeworks_mud_mapper.callbacks.ollama_validation_callbacks
==========================================================

.. py:module:: pipeworks_mud_mapper.callbacks.ollama_validation_callbacks

.. autoapi-nested-parse::

   Callbacks for validating Ollama responses.

   This module provides the validation panel logic that checks generated
   text against hard/soft rules and maintains a small history buffer.



Functions
---------

.. autoapisummary::

   pipeworks_mud_mapper.callbacks.ollama_validation_callbacks.validate_ollama_response


Module Contents
---------------

.. py:function:: validate_ollama_response(response_text, target_words, history)

   Validate the latest LLM response and update the staging panel.

   This callback is advisory. It never blocks authors from applying a
   description. Instead, it surfaces hard-rule hits and aggregates a
   small in-memory history to make drift visible during iteration.