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方法论库索引

Z2 条目↑ Z1 版块 ↓ Z3 全文

44 篇跨项目可复用方法论 · T1 三联表分级 · 按领域分组

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方法论库 44 篇跨项目可复用方法论,按 INDEX.md 领域分组。T1 三联表分级:实跑=11 / 引用级=32 / orphan=1;surface 分布:none=33 / memory_index=11。

领域研究方法蒸馏 (1)跨域综合 (6)Agent/LLM 理论框架 (10)LLM 能力边界与任务拆解 (13)大上下文提取与信息收集 (6)编排与多 agent (8)

领域研究方法蒸馏 (1)

slug一句话T1 分级真源路径
knowledge_transformation_theories_20260407_manual 信息到知识的七个认知/组织理论 引用级 contexts/methodology/knowledge_transformation_theories_20260407_manual.md

跨域综合 (6)

slug一句话T1 分级真源路径
chaos_to_order_knowledge_distillation_synthesis_20260407_manual 六领域同构模式综合 引用级 contexts/methodology/chaos_to_order_knowledge_distillation_synthesis_20260407_manual.md
chaos_to_order_round2_synthesis_20260407_manual 第二轮综合+失败案例批判 实跑 contexts/methodology/chaos_to_order_round2_synthesis_20260407_manual.md
essence_cross_domain_methodology_20260511_deep_research 本质同构发现五步法 orphan contexts/methodology/essence_cross_domain_methodology_20260511_deep_research.md
se_module_split_merge_history_20260703_manual → workflow_idea_to_production 50 年软工模块拆合理论横向综合 实跑 contexts/methodology/se_module_split_merge_history_20260703_manual.md
task_decomposition_history_methodologies_survey_20260416 军事/软工/组织史任务拆解横向综合 引用级 contexts/methodology/task_decomposition_history_methodologies_survey_20260416.md
diagram_for_understanding_methodologies_20260627_manual 四大制图传统的结构揭示方法 实跑 contexts/methodology/diagram_for_understanding_methodologies_20260627_manual.md

Agent/LLM 理论框架 (10)

slug一句话T1 分级真源路径
agent_open_loop_control_theory_20260531_manual 开环控制统一解释 agent 失效 实跑 memory_index contexts/methodology/agent_open_loop_control_theory_20260531_manual.md
anti_performative_diligence_methodology_20260530_manual 反表演式勤奋三杠杆 实跑 memory_index contexts/methodology/anti_performative_diligence_methodology_20260530_manual.md
agent_native_data_paradigm_20260531_deep_research LLM 原生数据范式 实跑 memory_index contexts/methodology/agent_native_data_paradigm_20260531_deep_research.md
agent_task_gap_closure_theorem_20260522_manual Agent/Task/Gap 闭合定理 引用级 contexts/methodology/agent_task_gap_closure_theorem_20260522_manual.md
agentic_task_ontology_20260521_manual Agentic Task 本体 引用级 contexts/methodology/agentic_task_ontology_20260521_manual.md
agentic_task_realization_20260521_manual Agentic Task 实现闭环 引用级 contexts/methodology/agentic_task_realization_20260521_manual.md
llm_as_probabilistic_system_20260520_manual LLM 作为概率系统的任务设计 引用级 contexts/methodology/llm_as_probabilistic_system_20260520_manual.md
context_inertia_task_assignment_20260429_deep_research 上下文惯性与任务分配 引用级 contexts/methodology/context_inertia_task_assignment_20260429_deep_research.md
assumed_defect_reflection_interrupt_20260607_deep_research 假设缺陷探针中断机制 引用级 contexts/methodology/assumed_defect_reflection_interrupt_20260607_deep_research.md
agent_supervision_context_drift_prevention_20260407_manual 大上下文 agent 监督机制编目 引用级 contexts/methodology/agent_supervision_context_drift_prevention_20260407_manual.md

LLM 能力边界与任务拆解 (13)

slug一句话T1 分级真源路径
llm_capability_boundary_20260417_deep_research L0-L3×S0-S3 能力边界框架 引用级 contexts/methodology/llm_capability_boundary_20260417_deep_research.md
human_llm_boundary_20260416_deep_research 推理/指令遵循能力综述 引用级 contexts/methodology/human_llm_boundary_20260416_deep_research.md
human_llm_capability_boundary_survey_20260416 同主题跨轮综合 引用级 contexts/methodology/human_llm_capability_boundary_survey_20260416.md
llm_constraint_capacity_20260414_deep_research 约束容量基准量化 引用级 memory_index contexts/methodology/llm_constraint_capacity_20260414_deep_research.md
llm_constraint_capacity_and_task_decomposition_survey_20260414 3-6 约束上限+工作记忆同构 引用级 memory_index contexts/methodology/llm_constraint_capacity_and_task_decomposition_survey_20260414.md
llm_context_multi_topic_20260416_deep_research 多主题上下文容量 引用级 contexts/methodology/llm_context_multi_topic_20260416_deep_research.md
llm_context_multi_topic_capacity_survey_20260416 主题/约束预算模型 引用级 contexts/methodology/llm_context_multi_topic_capacity_survey_20260416.md
llm_task_decomposition_20260414_deep_research 任务拆解 claim 验证 引用级 memory_index contexts/methodology/llm_task_decomposition_20260414_deep_research.md
llm_task_decomposition_survey_20260301_deep_research 拆解技术综述(CoT/ToT/ReAct) 引用级 contexts/methodology/llm_task_decomposition_survey_20260301_deep_research.md
task_decomposition_thinking_survey_20260303_deep_research 拆解思维模式综述 引用级 contexts/methodology/task_decomposition_thinking_survey_20260303_deep_research.md
human_decomposition_military_org_20260416_deep_research 军事/组织拆解原则迁移 引用级 contexts/methodology/human_decomposition_military_org_20260416_deep_research.md
human_decomposition_engineering_20260416_deep_research 软工/管理史拆解方法 引用级 contexts/methodology/human_decomposition_engineering_20260416_deep_research.md
long_context_methods_20260417_deep_research RAG vs 长上下文决策方法 引用级 contexts/methodology/long_context_methods_20260417_deep_research.md

大上下文提取与信息收集 (6)

slug一句话T1 分级真源路径
large_context_extraction_methodology_20260407_manual 提取核心方法论(F1-F5 失败模式) 实跑 contexts/methodology/large_context_extraction_methodology_20260407_manual.md
large_context_final_methodology_20260408_manual 信息瓶颈框架+验证原则 实跑 contexts/methodology/large_context_final_methodology_20260408_manual.md
locate_read_two_phase_info_collection_20260530_manual → workflow_recall_first_locate 定位/读取两阶段收集 实跑 memory_index contexts/methodology/locate_read_two_phase_info_collection_20260530_manual.md
llm_context_inertia_and_task_allocation_20260429_manual 注入 vs 基线 vs 注意力偏置机理 引用级 contexts/methodology/llm_context_inertia_and_task_allocation_20260429_manual.md
text_extraction_methods_comprehensive_20260307_deep_research 文本提取/摘要方法综述 引用级 contexts/methodology/text_extraction_methods_comprehensive_20260307_deep_research.md
text_extraction_summarization_research_20260305_deep_research NLP/embedding 方法综述 引用级 contexts/methodology/text_extraction_summarization_research_20260305_deep_research.md

编排与多 agent (8)

slug一句话T1 分级真源路径
codex_sandbox_write_boundary_and_recovery_20260720_manual Codex sandbox 写边界五类与恢复动作 引用级 memory_index contexts/methodology/codex_sandbox_write_boundary_and_recovery_20260720_manual.md
orchestrator_prompt_patterns_20260417_manual orchestrator prompt 模式库 引用级 contexts/methodology/orchestrator_prompt_patterns_20260417_manual.md
interactive_coevolution_methodology_20260710_manual 人机共演七步方法论 实跑 memory_index contexts/methodology/interactive_coevolution_methodology_20260710_manual.md
agent_protocol_semantic_layer_excerpt_20260510_manual agent 协议语义层框架 引用级 contexts/methodology/agent_protocol_semantic_layer_excerpt_20260510_manual.md
agent_memory_survey_final_synthesis_20260226_deep_research agent 记忆系统设计综合 引用级 contexts/methodology/agent_memory_survey_final_synthesis_20260226_deep_research.md
agent_memory_survey_overview_20260226_deep_research agent 记忆研究综述索引 引用级 contexts/methodology/agent_memory_survey_overview_20260226_deep_research.md
subagent_failure_modes_and_entropy_control_survey_20260529 sub-agent 失败模式与熵控制 引用级 memory_index contexts/methodology/subagent_failure_modes_and_entropy_control_survey_20260529.md
subagent_conformity_reproduction_and_defense_20260530 抗从众实验方法与防御 实跑 memory_index contexts/methodology/subagent_conformity_reproduction_and_defense_20260530.md

provenance:contexts/methodology/INDEX.md adhoc_jobs/methodology_refactor_completion_audit_20260721/collect/T1_methodology_consumption_map.md