admin/aiagent
1
0
Fork 0
Code Issues 14 Pull Requests Actions Packages Projects Releases Wiki Activity

feat: 实现 Agent 自主学习 — 从历史执行中优化工具选择

Browse Source 
- 新增 AgentLearningPattern 模型和 agent_learning_service 服务
- 执行前注入历史学习模式到 system prompt 作为工具选择建议
- 执行后自动提取工具序列并保存/累计学习模式
- 支持任务分类(11类)、关键词提取、工具序列合并、有效性评分
- 集成到 AgentRuntime.run()/run_stream()，支持 bare chat 和 Agent 模式

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
This commit is contained in:
renjianbo
2026-05-02 12:04:00 +08:00
parent c28cf40f61
commit e3802eff60
6 changed files with 459 additions and 7 deletions
Download Patch File Download Diff File Expand all files Collapse all files

3
backend/app/models/__init__.py
View File

@@ -14,6 +14,7 @@ from app.models.alert_rule import AlertRule, AlertLog
from app.models.persistent_user_memory import PersistentUserMemory
from app.models.agent_llm_log import AgentLLMLog
from app.models.agent_vector_memory import AgentVectorMemory
from app.models.agent_learning_pattern import AgentLearningPattern
from app.models.knowledge_base import KnowledgeBase, Document, DocumentChunk
__all__ = ["User", "Workflow", "WorkflowVersion", "Agent", "Execution", "ExecutionLog", "ModelConfig", "DataSource", "WorkflowTemplate", "TemplateRating", "TemplateFavorite", "NodeTemplate", "Role", "Permission", "WorkflowPermission", "AgentPermission", "AlertRule", "AlertLog", "PersistentUserMemory", "AgentLLMLog", "AgentVectorMemory", "KnowledgeBase", "Document", "DocumentChunk"]
__all__ = ["User", "Workflow", "WorkflowVersion", "Agent", "Execution", "ExecutionLog", "ModelConfig", "DataSource", "WorkflowTemplate", "TemplateRating", "TemplateFavorite", "NodeTemplate", "Role", "Permission", "WorkflowPermission", "AgentPermission", "AlertRule", "AlertLog", "PersistentUserMemory", "AgentLLMLog", "AgentVectorMemory", "AgentLearningPattern", "KnowledgeBase", "Document", "DocumentChunk"]