Package com.tnsai.learning

Class FeedbackLearner

java.lang.Object

com.tnsai.learning.FeedbackLearner

public final class FeedbackLearner
extends Object

Learns from user feedback to improve agent behavior over time.

Analyzes feedback patterns and generates actionable learnings such as prompt adjustments, example collections, and preference profiles.

Usage

 FeedbackLearner learner = FeedbackLearner.builder()
     .llm(client)
     .feedbackStore(FeedbackStore.inMemory())
     .strategies(List.of(
         LearningStrategy.PROMPT_ADJUSTMENT,
         LearningStrategy.PREFERENCE_LEARNING))
     .build();

 learner.recordFeedback(Feedback.correction("Use formal tone"));
 learner.recordFeedback(Feedback.thumbsUp("Great response!"));

 LearningResult result = learner.learn();
 // result.promptAdjustments() - suggested prompt modifications
 // result.preferences() - learned user preferences
 

Nested Class Summary

Nested Classes

Modifier and Type	Class	Description
static final class	FeedbackLearner.Builder
static final record	FeedbackLearner.LearningResult	Result of a learning cycle.

Method Summary

Modifier and Type	Method	Description
static FeedbackLearner.Builder	builder()
FeedbackLearner.LearningResult	learn()	Analyzes collected feedback and produces learning results.
void	recordFeedback(Feedback feedback)	Records feedback.

Methods inherited from class java.lang.Object

equals, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait

Method Details

recordFeedback

public void recordFeedback(Feedback feedback)

Records feedback.

learn

public FeedbackLearner.LearningResult learn()

Analyzes collected feedback and produces learning results.

Returns:

learning result with prompt adjustments and preferences

builder

public static FeedbackLearner.Builder builder()