示例资源索引

下列文件以只读资源发布，不生成独立文档页面。点击链接会打开站内预览，可继续下载原文件；所有示例都不得包含真实密钥或凭据。

多模态AI

• media_manifest.json
• multimodal_router.py
• test_contract_and_cli.py
• test_multimodal_router.py

多Agent协作

• collaboration_simulator.py
• scenario.json
• test_collaboration_simulator.py
• test_contract_and_cli.py

概率统计

• bootstrap_eval.py
• test_bootstrap_eval.py

工作流自动化

• test_workflow_engine.py
• workflow_engine.py
• workflow.json

环境型Agent

• environment_fixture.json
• environment_runtime.py
• test_environment_runtime.py

机器学习

• requirements.txt
• test_ticket_router.py
• ticket_router.py

评测体系

• eval_dataset_contract_error.json
• eval_dataset.json
• eval_rubric.json
• evaluate_agent_outputs.py
• predictions_pass.json
• predictions_regression.json
• test_evaluate_agent_outputs.py

上下文工程

• chunks.json
• context_budget.py
• context-pack.schema.json
• test_context_budget.py

深度学习

• test_training_run_audit.py
• training_run_audit.py

实时多模态交互

• realtime_session.py
• session_fixture.json
• test_realtime_session.py

视频生成

• test_contract_and_cli.py
• test_validate_video_job.py
• validate_video_job.py
• video_job_package.json

数据标注

• audit_annotations.py
• sample_annotations.jsonl
• test_audit_annotations.py

数据合成

• build_synthetic_evalset.py
• synthesis_spec_contract_error.json
• synthesis_spec_quality_regression.json
• synthesis_spec.json
• test_build_synthetic_evalset.py

数据结构基础

• task_scheduler.py
• test_task_scheduler.py

数据可视化

• agent_eval_dashboard.py
• agent-eval-dashboard-alt.txt
• requirements.txt
• sample_agent_eval.json
• test_agent_eval_dashboard.py

数据清洗

• clean_agent_runs.py
• dirty_agent_runs.csv
• test_clean_agent_runs.py

提示词工程

• cases.json
• prompt_lab.py
• response.schema.json
• test_prompt_lab.py

图像生成

• audit_image_plan.py
• image_task_plan.json
• test_audit_image_plan.py
• test_contract_and_cli.py

微积分基础

• gradient_descent.py
• test_gradient_descent.py

文档解析

• document-manifest.schema.json
• inspect_documents.py
• test_inspect_documents.py

现代LLM能力与模型选择

• model_candidates.json
• model_selection_scorecard.py
• test_model_selection_scorecard.py

线性代数

• least_squares.py
• test_least_squares.py

向量基础

• test_vector_search.py
• vector_search.py

向量数据库

• test_toy_vector_store.py
• toy_vector_store.py

隐私计算

• privacy_review.py
• privacy_scenario_contract_error.json
• privacy_scenario_hardened.json
• privacy_scenario_vulnerable.json
• test_privacy_review.py

语义搜索

• semantic-search-fixture.json
• test_toy_semantic_search.py
• toy_semantic_search.py

语音合成

• build_tts_plan.py
• test_contract_and_cli.py
• tts_requests.json

语音识别

• asr_fixture.json
• evaluate_transcript.py
• test_contract_and_cli.py

运行监控

• monitor_audit.py
• telemetry_windows.json
• test_monitor_audit.py

正则表达式

• log_parser.py
• sample.txt
• test_log_parser.py

知识库构建

• knowledge_store.py
• source-record.schema.json
• test_knowledge_store.py

A2A

• a2a_cases.json
• a2a_contract_validator.py
• test_a2a_contract_validator.py

Agent 核心

• bounded_agent.py
• test_bounded_agent.py

Agent Skills

• test_validate_skill.py
• evals.json
• text_stats.py
• validate_skill.py

Agentic Design Patterns

• resilient_workflow.py
• test_resilient_workflow.py

AI安全

• agent_scenario_contract_error.json
• agent_scenario_hardened.json
• agent_scenario_vulnerable.json
• test_threat_review.py
• threat_review.py

AI治理

• governance_pack.py
• test_governance_pack.py

API

• demo.py
• mock_api_server.py
• reliable_client.py
• requirements.txt
• test_openai_api_markdown.py
• test_reliable_client_integration.py
• test_reliable_client_unit.py

Benchmark设计

• benchmark_cases_contract_error.json
• benchmark_cases.json
• benchmark_results_pass.json
• benchmark_results_regression.json
• benchmark_spec_protocol_mismatch.json
• benchmark_spec.json
• run_benchmark.py
• test_run_benchmark.py

Chunking策略

• chunking_lab.py
• corpus.json
• queries.json
• test_chunking_lab.py

CrewAI

• crewai_persistent_flow.py
• requirements.txt
• test_crewai_persistent_flow.py
• offline_research_flow.py
• sources.json
• test_offline_research_flow.py

Embedding

• embedding-fixture.json
• evaluate_embedding_space.py
• test_evaluate_embedding_space.py

examples

• nanobot/examples/text-stats-tool-plugin/nanobot_text_stats/init.py
• tool.py
• test_tool.py

JSON

• agent_config.json
• agent_config.schema.json
• demo.py
• requirements.txt
• strict_json.py
• test_agent_pipeline.py
• test_strict_json.py
• tool_call.schema.json
• tool_calls.jsonl
• validate_agent_config.py
• validate_tool_calls.py

LangChain

• requirements.txt
• scripted_create_agent.py
• test_scripted_create_agent.py
• langgraph_approval_flow.py
• requirements.txt
• test_langgraph_approval_flow.py
• lcel_no_key.py
• offline_agent_loop.py
• in_memory_retrieval.py
• requirements.txt
• test_in_memory_retrieval.py
• test_offline_agent_loop.py

Linux命令

• run-agent-cli-lab.sh

LLM API集成

• anthropic_messages_tool_stream.json
• gemini_interactions_tool_stream.json
• openai_responses_tool_stream.json
• provider_contracts.py
• test_provider_contracts.py
• reliable_client.py
• test_reliable_client.py

LLMOps

• online_observations.json
• release_candidates.json
• release_gate.py
• test_release_gate.py

MCP

• mcp-cases.json
• loopback_mcp_http.py
• test_loopback_mcp_http.py
• test_validate_mcp_messages.py
• validate_mcp_messages.py

MLOps

• candidates.json
• observations.json
• promotion_gate.py
• test_promotion_gate.py

OCR

• audit_ocr_fixture.py
• ocr_fixture.json
• test_contract_and_cli.py

Python基础

• task_queue.py
• tasks.json
• test_task_queue.py
• task_queue.py
• tasks.json
• test_task_queue.py

RAG

• cross_layer_adapter.py
• cross-layer-eval-artifact.schema.json
• cross-layer-fixture.json
• test_cross_layer_adapter.py
• offline_cited_qa.py
• external_provenance_v2.py
• external-provenance-bundle-v2.schema.json
• offline_provenance_pipeline.py
• provenance-artifact.schema.json
• provenance-fixture.json
• test_external_provenance_v2.py
• test_offline_provenance_pipeline.py
• rag-fixture.json
• test_offline_cited_qa.py

Reranking

• reranker-fixture.json
• test_toy_reranker.py
• toy_reranker.py

Tool Calling（含 Function Calling）

• persistence-case.json
• persistent_tool_runtime.py
• test_persistent_tool_runtime.py
• test_tool_dispatcher.py
• tool_dispatcher.py
• tool-cases.json