OpenJarvis/docs/api/learning.md

Learning Module

The learning module implements learning policies that improve routing, agent, and tool decisions based on historical interaction outcomes. The module provides a LearningPolicy ABC taxonomy with specialized sub-ABCs for intelligence (model routing), agent behavior, and tool selection. It also includes reward functions for scoring inference results.

Abstract Base Classes

RouterPolicy

::: openjarvis.intelligence._stubs.RouterPolicy options: show_source: true members_order: source

QueryAnalyzer

::: openjarvis.intelligence._stubs.QueryAnalyzer options: show_source: true members_order: source

RoutingContext

RoutingContext is defined in core/types.py.

RewardFunction

::: openjarvis.learning._stubs.RewardFunction options: show_source: true members_order: source

LearningPolicy Taxonomy

The learning system defines a hierarchy of learning policy ABCs:

• LearningPolicy -- base ABC for all learning policies
• IntelligenceLearningPolicy -- specialization for model routing decisions
• AgentLearningPolicy -- specialization for agent behavior advice
• ToolLearningPolicy -- specialization for tool selection/configuration

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Policy Implementations

TraceDrivenPolicy

::: openjarvis.learning.trace_policy.TraceDrivenPolicy options: show_source: true members_order: source

classify_query

::: openjarvis.learning.trace_policy.classify_query options: show_source: true

SFTPolicy

::: openjarvis.learning.sft_policy.SFTPolicy options: show_source: true members_order: source

AgentAdvisorPolicy

::: openjarvis.learning.agent_advisor.AgentAdvisorPolicy options: show_source: true members_order: source

ICLUpdaterPolicy

::: openjarvis.learning.icl_updater.ICLUpdaterPolicy options: show_source: true members_order: source

GRPORouterPolicy

::: openjarvis.learning.grpo_policy.GRPORouterPolicy options: show_source: true members_order: source

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Reward Functions

HeuristicRewardFunction

::: openjarvis.learning.heuristic_reward.HeuristicRewardFunction options: show_source: true members_order: source