myWiki/index.md

LLM Wiki

知识索引页面 — 自动生成 最后更新：2026-05-31 | 总页面数：528

Concepts

• action-applicability — Action Applicability (动作合法性判定)
• active-cache-warmup — Active Cache Warm-up (主动缓存预热)
• adaptive-computation-time — Adaptive Computation Time (ACT)
• adaptive-harness-simplification — Adaptive Harness Simplification（自适应 Harness 简化）
• additive-combinatorics — Additive Combinatorics（加法组合学）
• agent-capability-stability-gap — Agent Capability-Stability Gap（能力-稳定性差距）
• agent-communication-stack — Agent通信协议栈
• agent-completion-evaluation — Agent Completion Evaluation（Agent 完成度评测）
• agent-computer-interface — Agent-Computer Interface (ACI)
• agent-eval-case-design — Agent Eval Case Design
• agent-eval-grader — Agent Eval Grader
• agent-eval-trace — Agent Eval Trace
• agent-evaluation-paradigm-shift — Agent 评测范式转变（Paradigm Shift in Agent Evaluation）
• agent-frameworks-to-platforms — Agent Frameworks to Platforms（从 Agent 框架到 Agent 平台）
• agent-governance — Agent Governance（Agent 治理与安全）
• agent-harness-engineering — Agent Harness Engineering（Agent 执行骨架工程）
• agent-harness-mini — Mini Agent Harness
• agent-mediated-deception — 代理中介欺骗 (Agent-Mediated Deception)
• agent-multidimensional-capability — Agent Multidimensional Capability（Agent 多维能力）
• agent-network-memory-scope — Agent网络记忆范围
• agent-network-taxonomy — Agent网络三层分类法
• agent-network-topology — Agent网络拓扑
• agent-network-update-behavior — Agent网络更新行为
• agent-observability — Agent Observability（Agent 可观测性）
• agent-process-evaluation — Agent Process Evaluation（过程评测）
• agent-robustness-evaluation — Agent Robustness Evaluation（Agent 鲁棒性评测）
• agent-safety-evaluation — Agent Safety Evaluation（Agent 安全评测）
• agent-sandbox — Agent Sandbox（Agent 沙箱）
• agent-symbolic-learning — Agent Symbolic Learning (Agent 符号学习)
• agent-verification — Agent Verification（Agent 验证与评估）
• agentic-systems — Agentic Systems（智能体系统）
• ai-agent-security — AI代理安全
• ai-alignment — AI Alignment (AI对齐)
• ai-mathematics — AI and Mathematics (AI 与数学)
• ai-safety — AI Safety (AI安全)
• amortized-variational-inference — Amortized Variational Inference（摊销变分推断）
• analytical-report-synthesizer — Analytical Report Synthesizer
• anthropic-agent-evals — Anthropic Agent Evals
• api-key-authentication — API Key 认证 (API Key Authentication)
• asynchronous-rl-llm — 异步强化学习与大语言模型后训练
• attention-entropy-collapse — 注意力熵崩溃 (Attention Entropy Collapse)
• attention-sinks — 注意力汇 (Attention Sinks)
• autoharness — AutoHarness
• automated-theorem-proving — 自动定理证明 (Automated Theorem Proving, ATP)
• backtranslation-round-trip-relay — Backtranslation Round-Trip Relay
• base-table-embedding — Base Table Embedding
• bayesian-attention-geometry — Bayesian Attention Geometry (贝叶斯注意力几何)
• bayesian-attention-trilogy — Bayesian Attention Trilogy
• bayesian-wind-tunnels — Bayesian Wind Tunnels
• belief-accumulation — Belief Accumulation (信念累积)
• belief-transport — Belief Transport (信念传输)
• bidirectional-trajectory-evaluation — 双向轨迹评估 (Bidirectional Trajectory Evaluation)
• binding-constraint-thesis — Binding-Constraint Thesis（约束瓶颈论）
• bpf-syscall-interception — BPF系统调用拦截
• bypass-network-handle-distribution — Bypass Network Handle Distribution (旁路网络句柄分发)
• cache-cold-start — Cache Cold-Start (缓存冷启动)
• cache-health-observability — Cache Health Observability（缓存健康度可观测性）
• cache-hit-ratio — Cache Hit Ratio (CHR)
• cache-invalidation — Cache Invalidation（缓存失效）
• cache-safe-forking — Cache-Safe Forking（缓存安全分叉）
• caddy-web-server — Caddy Web Server
• capability-control-tradeoff — Capability-Control Tradeoff（能力-控制权衡）
• capability-degradation — 能力退化 (Capability Degradation)
• cel-shading-style — 赛璐璐风格 (Cel-Shading)
• centralized-agent-architecture — 集中式Agent架构
• certainty-based-loss — Certainty-Based Loss
• certainty-based-rewards — 确定性奖励 (Certainty-Based Rewards)
• chain-of-thought — 思维链 (Chain-of-Thought, CoT)
• chaitin-algorithmic-information-theory — 算法信息论 (Algorithmic Information Theory, AIT)
• chaitin-constant — 蔡廷常数 Ω (Chaitin's Constant)
• cl-bench-life — CL-Bench Life
• classifier-free-guidance-language — Classifier-Free Guidance for Language
• clawless — ClawLess
• coarse-grained-counting — 粗粒度计数 (Coarse-grained Counting)
• coarse-to-fine-granularity — Coarse-to-Fine Granularity
• code-as-harness — Code as Harness
• cognitive-architecture — Cognitive Architecture (认知架构)
• compiled-ai-paradigm — Compiled AI Paradigm (编译型 AI 范式)
• completeness-logic — 完备性 (Completeness, 逻辑学)
• composable-base-model-architecture — Composable Base Model Architecture
• compressed-sparse-attention — Compressed Sparse Attention (CSA)
• computability-theory — 可计算性理论 (Computability Theory)
• computer-use-agents — Computer Use Agents (CUAs)
• computerized-adaptive-testing — Computerized Adaptive Testing (CAT)
• conditional-model-dispatcher — Conditional Model Dispatcher
• confidence-correctness-alignment — 置信度-正确性对齐 (Confidence-Correctness Alignment)
• consistency-logic — 一致性 (Consistency, 逻辑学)
• context-blue-clique — Context Blue Clique（上下文蓝色团）
• context-compression — Context Compression（上下文压缩）
• context-drift — Context Drift（上下文漂移）
• context-engineering — Context Engineering（上下文工程）
• context-learning — 上下文学习 (Context Learning)
• context-management — Context Management（上下文管理）
• context-misuse — 上下文误用 (Context Misuse)
• context-pruning — Context Pruning (上下文剪枝)
• context-state-estimation — Context as State Estimation（上下文作为状态估计）
• continuous-diffusion-language-models — Continuous Diffusion Language Models
• continuous-thought-machine — Continuous Thought Machine (CTM)
• continuum-hypothesis — 连续统假设 (Continuum Hypothesis, CH)
• controlled-autonomy — Controlled Autonomy (受控的自主性)
• cost-quality-speed-trilemma — Cost-Quality-Speed Trilemma（成本-质量-速度三元悖论）
• covariance-matrix — 协方差矩阵 (Covariance Matrix)
• covariance-matrix-knowledge — 协方差矩阵知识存储 (Covariance Matrix Knowledge Storage)
• cramer-rao-lower-bound — Cramér-Rao Lower Bound (CRLB)
• crawl4ai — Crawl4AI
• critical-failures — Critical Failures / 关键失败
• curvine-distributed-cache — Curvine 云原生分布式缓存
• darwin-godel-machine — Darwin Gödel Machine (达尔文·哥德尔机)
• data-hierarchical-governance — Data Hierarchical Governance (L0-L4 数据分级治理)
• data-label-consistency — Data-Label Consistency (数据-标签一致性)
• data-quality-over-scale — Data Quality over Scale (数据质量重于规模)
• data-replay — 数据回放 (Data Replay)
• data-slice — Data Slice
• decentralized-agent-architecture — 去中心化Agent架构
• deep-and-wide-reasoning — Deep-and-Wide Reasoning（深度且宽广的推理）
• deep-thinking-sft — Deep-Thinking SFT (深思考SFT数据)
• deepseek-v4-flash — DeepSeek-V4-Flash
• deepseek-vit — DeepSeek-ViT
• delegate-52 — DELEGATE-52
• delegated-work — Delegated Work / 委托工作
• depth-scaling-signal-degradation — LLM 深度扩展与信号退化
• dgae — Difficulty-Balanced Group Advantage Estimation (DGAE)
• dgpo — Difficulty-Aware Group Policy Optimization (DGPO)
• diagonal-ramsey-number — Diagonal Ramsey Number（对角拉姆齐数）
• diagonalization-method — 对角线方法 (Diagonalization Method)
• dime-dynamic-in-database-modeling-engine — DIME (Dynamic In-Database Modeling Engine)
• discrete-diffusion-language-models — discrete-diffusion-language-models
• distractor-context — Distractor Context / 干扰上下文
• distributed-cache-routing — Distributed Cache Routing (分布式缓存路由)
• distributed-optimistic-locking — Distributed Optimistic Locking (分布式乐观锁)
• distributed-prompt-caching — Distributed Prompt Caching (分布式提示词缓存)
• distribution-shift — Distribution Shift（分布偏移）
• document-degradation — Document Degradation / 文档退化
• domain-knowledge-reasoning — 领域知识推理 (Domain Knowledge Reasoning)
• domain-specific-evaluation — Domain-Specific Evaluation / 领域特定评估
• dominant-shuffle — Dominant Shuffle
• dqw — Difficulty-Aware Question-Level Weighting (DQW)
• dual-layer-rl — Dual-Layer RL (双层强化学习)
• dual-space-rl — Dual Space RL (DSRL)
• duo-attention — DuoAttention
• dynamic-in-database-modeling — Dynamic In-Database Modeling
• dynamic-mode-decomposition — Dynamic Mode Decomposition (DMD)
• dynamic-model-fusion — Dynamic Model Fusion
• dynamic-relation-modeling — Dynamic Relation Modeling
• embedded-language-flows — Embedded Language Flows (ELF)
• eml-operator — EML 算子 (Exp-Minus-Log)
• empirical-discovery-simulation — 经验发现与模拟 (Empirical Discovery & Simulation)
• endogenous-reasoning — Endogenous Reasoning（内生推理）
• ensemble-based-rewards — 集成奖励 (Ensemble-Based Rewards)
• etclovg-taxonomy — ETCLOVG 七层分类法
• evolutionary-algorithms — Evolutionary Algorithms (进化算法)
• evolving-knowledge-injection — 进化知识注入 (Evolving Knowledge Injection)
• execution-environment — Execution Environment（执行环境与沙箱）
• exponential-decay-reward — 指数衰减奖励 (Exponential Decay Reward)
• few-shot-learning — Few-Shot Learning (少样本学习)
• fine-grained-counting — 细粒度计数 (Fine-grained Counting)
• flash-attention — FlashAttention
• flash-attention-3 — FlashAttention-3
• flow-matching — Flow Matching
• forecasting-augmentation-taxonomy — Forecasting Augmentation Taxonomy
• formal-security-model — 形式化安全模型
• formal-systems — 形式系统 (Formal System)
• formal-verification — Formal Verification (形式化验证)
• forward-authentication — 外部认证委托 (Forward Authentication)
• fourier-filter-dynamics — Fourier Filter for Dynamics（Fourier Filter 动力学分解）
• fp4-quantization-training — FP4 Quantization-Aware Training
• freqmask-freqmix — FreqMask / FreqMix
• furstenberg-correspondence — Furstenberg Correspondence Principle
• generation-verification-asymmetry — 生成-验证不对称性 (Generation-Verification Asymmetry)
• generative-general-unification — Generative-General-Unification (GenAI 三支柱)
• generative-perplexity — generative-perplexity
• genetic-programming — Genetic Programming (遗传编程)
• geometric-ramsey-theory — Geometric Ramsey Theory（几何拉姆齐理论）
• gflownet-fine-tuning — GFlowNet 微调
• glitch-art-style — 故障艺术 (Glitch Art)
• global-context-hash-tree — Global Context Hash Tree (全局上下文哈希树)
• godel-incompleteness-theorems — 哥德尔不完备定理 (Gödel's Incompleteness Theorems)
• godel-numbering — 哥德尔编码 (Gödel Numbering)
• goodsteins-theorem — 古德斯坦定理 (Goodstein's Theorem)
• governance-security — Governance & Security（治理与安全）
• gpt-image2 — GPT-Image-2
• gradient-alignment — Gradient Alignment (PreRL)
• gram-generative-recursive-reasoning — GRAM（Generative Recursive reAsoning Models）
• gravitino-unified-metadata — Gravitino 统一元数据管理
• greedy-context-screening — Greedy Context Screening（贪心上下文筛选）
• green-tao-theorem — Green-Tao Theorem
• group-relative-policy-optimization — 群体相对策略优化 (GRPO)
• grouped-query-attention — Grouped-Query Attention (GQA)
• grpo — Group Relative Policy Optimization (GRPO)
• gui-tool-hybrid-action-space — GUI-Tool Hybrid Action Space
• halftone-print-style — 半调印刷风格 (Halftone Print Style)
• halting-problem — 停机问题 (Halting Problem)
• hardening-execution-environments — Hardening Execution Environments（硬化执行环境）
• harness-as-action-verifier — Harness-as-Action-Verifier
• harness-as-policy — Harness-as-Policy (Code as Policy)
• harness-coupling-problem — Harness Coupling Problem（Harness 耦合问题）
• harness-engineering — Harness Engineering
• hars — HARS（调和适应保留评分）
• heavily-compressed-attention — Heavily Compressed Attention (HCA)
• held-out-validation-gate — Held-Out Validation Gate (留出验证门)
• heuristic-learning — Heuristic Learning (启发式学习)
• hilberts-program — 希尔伯特计划 (Hilbert's Program)
• human-agent-trust — 人机信任 (Human-Agent Trust)
• human-centered-ai — Human-Centered AI (以人类为中心的 AI)
• hybrid-attention-architecture — Hybrid Attention Architecture
• hyperagents — Hyperagents (超智能体)
• hypergraph-ramsey-number — Hypergraph Ramsey Number（超图拉姆齐数）
• identity-reference-resolution — 身份指代消解 (Identity Reference Resolution)
• image-generation-prompt-design — 图像生成 Prompt 设计
• in-database-analytics — In-Database Analytics
• inference-primitives — Inference Primitives (推理原语)
• inference-time-scaling — Inference-Time Scaling（推理时扩展）
• input-superposition — Input Superposition
• interleaved-gui-tool-trajectory-scaling — Interleaved GUI-Tool Trajectory Scaling Pipeline
• internal-ticks — Internal Ticks
• internal-world-model — Internal World Model
• intrinsic-rewards-sharpening — 内在奖励锐化机制 (Intrinsic Rewards Sharpening)
• iterative-code-refinement — Iterative Code Refinement (迭代代码精炼)
• jagged-frontier — Jagged Frontier / 锯齿前沿
• klein-blue — 克莱因蓝 (Klein Blue / IKB)
• knowledge-adaptation — 知识适应 (Knowledge Adaptation)
• knowledge-agnostic-augmentation — 知识无关增强 (Knowledge-Agnostic Augmentation)
• knowledge-aware-augmentation — 知识感知增强 (Knowledge-Aware Augmentation)
• knowledge-bank — Knowledge Bank — AI 辅助开发时代的知识管理系统
• knowledge-internalization — 知识内化 (Knowledge Internalization)
• knowledge-retention — 知识保留 (Knowledge Retention)
• knowledge-tree — 知识树 (Knowledge Tree)
• kolmogorov-complexity — 柯尔莫哥洛夫复杂度 (Kolmogorov Complexity)
• koopman-autoencoder — Koopman Autoencoder (KAE)
• koopman-predictor — Koopman Predictor（Koopman 预测器）
• koopman-theory — Koopman Theory（Koopman 理论）
• kore-augmentation — KORE-AUGMENTATION（知识导向增强）
• kore-constraint — KORE-CONSTRAINT（知识导向约束）
• kv-cache-bottleneck — KV 缓存内存瓶颈
• kvcache-transfer — KVCache 传输与优化
• language-gradient — Language Gradient (语言梯度)
• language-loss — Language Loss (语言损失)
• latent-variable-generative-model — Latent-Variable Generative Model（潜在变量生成模型）
• length-extrapolation — 长度外推 (Length Extrapolation)
• lifecycle-orchestration — Lifecycle & Orchestration（生命周期与编排）
• linear-attention-methods — 线性注意力方法 (Linear Attention Methods)
• llm-applications — LLM 应用
• llm-evaluation-benchmarks — LLM 评测基准体系
• long-context-understanding — 长上下文理解 (Long-Context Understanding)
• long-horizon-evaluation — Long-Horizon Evaluation / 长视界评估
• lost-in-the-middle — Lost in the Middle
• lovasz-local-lemma — Lovász Local Lemma
• lucas-penrose-argument — 卢卡斯-彭罗斯论证 (Lucas-Penrose Argument)
• mamba-ssm — Mamba (State Space Model)
• manifold-constrained-hyper-connections — Manifold-Constrained Hyper-Connections (mHC)
• math-question-reformulation — 数学问题多维度改写
• mathematical-pluralism — 数学多元主义 (Mathematical Pluralism)
• mathforge — MathForge 框架
• maze-navigation — 迷宫导航 (Maze Navigation)
• memory-caching-rnn — Memory Caching (MC)
• messy-context-reasoning — 混乱上下文推理 (Messy Context Reasoning)
• meta-jctrader — Meta-JCTrader
• meta-learning — Meta-Learning (元学习)
• metacognitive-self-modification — Metacognitive Self-Modification (元认知自我修改)
• metamathematics — 元数学 (Metamathematics)
• million-token-context — Million-Token Context
• mixture-of-attention-schemes — Mixture of Attention Schemes (MoAS)
• mixture-of-depths-attention — Mixture-of-Depths Attention (MoDA)
• mixture-of-experts — Mixture of Experts (MoE)
• mme-voke — MMEVOKE
• model-collapse-step — 模型崩溃步 (Model Collapse Step, MCS)
• model-harness-relationship — Model-Harness Relationship (模型与Harness关系)
• moe-lora — MoELoRA
• mqr — Multi-Aspect Question Reformulation (MQR)
• multi-agent-orchestration — Multi-Agent Orchestration（多 Agent 编排）
• multi-head-attention — Multi-Head Attention (MHA)
• multi-head-latent-attention — Multi-head Latent Attention (MLA)
• multi-hot-cross-entropy — Multi-hot Cross-Entropy (MCE)
• multi-query-attention — Multi-Query Attention (MQA)
• multi-solution-recovery — Multi-Solution Recovery（多解恢复）
• multi-token-prediction — Multi-Token Prediction (MTP)
• multi-trajectory-inference — Multi-Trajectory Inference（多轨迹推理）
• multimodal-large-language-model — 多模态大语言模型 (MLLM)
• multimodal-rag — 多模态 RAG (Multimodal RAG)
• muon-optimizer — Muon Optimizer
• native-sparse-attention — Native Sparse Attention (NSA)
• negative-sample-reinforcement — Negative Sample Reinforcement (NSR)
• neural-synchronization — Neural Synchronization as Representation
• neurida — NeurIDA
• neuron-level-models — Neuron-Level Models (NLMs)
• neuron-pairing — Neuron Pairing
• neuroscience — Neuroscience (神经科学)
• next-state-grounding — Next-State Grounding
• non-stationary-time-series — Non-stationary Time Series（非平稳时间序列）
• ntk-aware-interpolation — NTK-aware 位置编码插值
• null-space — 零空间 (Null Space)
• null-space-projection-knowledge — 零空间投影知识保留 (Null Space Projection for Knowledge Retention)
• observability — Observability & Operations（可观测性与运维）
• off-policy-llm-post-training — Off-Policy LLM 后训练
• on-policy-distillation — On-Policy Distillation (OPD)
• on-policy-learning-collapse — On-policy Learning Collapse
• optimal-gui-tool-path-selection — Optimal GUI-Tool Path Selection
• osworld-mcp — OSWorld-MCP Benchmark
• paley-graph — Paley Graph
• paris-harrington-theorem — Paris-Harrington Theorem（巴黎-哈灵顿定理）
• pass-at-k-vs-pass-k — Pass@k vs Pass^k（能力上限 vs 可靠性下限）
• path-tracing — 路径追踪 (Path Tracing)
• peano-arithmetic — 皮亚诺算术 (Peano Arithmetic, PA)
• perception-gap — 感知鸿沟 (Perception Gap)
• policy-reincarnation — Policy Reincarnation
• positive-sample-reinforcement — Positive Sample Reinforcement (PSR)
• post-train-space-rl — Post-train Space Reinforcement Learning
• practitioner-research-gap — Practitioner-Research Gap（从业者-研究鸿沟）
• pre-activation-history — Pre-Activation History
• pre-train-space-reinforcement-learning — Pre-train Space Reinforcement Learning (PreRL)
• prefill-as-a-service — Prefill-as-a-Service (PrfaaS)
• prefill-decode-disaggregation — Prefill-Decode 分离架构 (PD Disaggregation)
• prefix-matching — Prefix Matching（前缀匹配）
• primitive-completeness — Primitive Completeness (原语完备性)
• primitive-recursive-functions — 原始递归函数 (Primitive Recursive Functions)
• probabilistic-method — Probabilistic Method（概率方法）
• procedural-task-execution — 程序性任务执行 (Procedural Task Execution)
• program-synthesis — Program Synthesis (程序合成)
• prompt-caching — Prompt Caching
• prompt-layering — Prompt Layering（提示分层）
• prompt-reverse-engineering — 图片反推 Prompt (Prompt Reverse Engineering)
• prompt-to-harness-evolution — Prompt-to-Harness Evolution（三阶段工程演进）
• query-intent-analyzer — Query Intent Analyzer
• question-quality-vs-quantity — Question Quality vs. Quantity（问题质量 vs 数量）
• rag-systems — RAG 系统
• ramsey-context-cache — Ramsey Context Cache（拉姆齐上下文缓存）
• ramsey-context-graph — Ramsey Context Graph（拉姆齐上下文图）
• ramsey-context-template — Ramsey Context Template（拉姆齐上下文模板）
• ramsey-numbers — Ramsey Numbers（拉姆齐数）
• ramsey-theory — Ramsey Theory（拉姆齐理论）
• ramsey-theory-applications — Ramsey Theory Applications（拉姆齐理论应用）
• random-access-binding — Random-Access Binding (随机访问绑定)
• random-graph-theory — Random Graph Theory（随机图理论）
• real-life-context-learning — 真实生活上下文学习 (Real-Life Context Learning)
• rectified-flows — Rectified Flows
• recursive-reasoning-models — Recursive Reasoning Models（递归推理模型）
• recursive-self-improvement — Recursive Self-Improvement (递归自我改进)
• reference-gap — 引用鸿沟 (Reference Gap)
• reinforcement-learning-trading — Reinforcement Learning Trading（强化学习交易）
• rejected-edit-buffer — Rejected-Edit Buffer (拒绝编辑缓冲)
• relational-graph — Relational Graph
• reliable-state-long-running-agents — Reliable State in Long-Running Agents（长期运行中的可靠状态）
• replay-buffer-rl-llm — Replay Buffer 在 LLM RL 中的应用
• representation-alignment — Representation Alignment
• reverse-proxy-authentication — 反向代理认证 (Reverse Proxy Authentication)
• reward-hacking-llm — LLM 奖励黑客 (Reward Hacking in LLMs)
• reward-model — 奖励模型 (Reward Model, RM)
• reward-recency-sampling — 奖励-最近度混合采样
• risograph-print-style — Riso 印刷风格 (Risograph Print Style)
• rlvr-unified-framework — RLVR 统一理论框架
• rolling-kv-cache — 滚动 KV 缓存 (Rolling KV Cache)
• rotary-position-embedding — 旋转位置编码 (RoPE)
• round-trip-reconstruction-score — Round-Trip Reconstruction Score (RS@k)
• rule-system-application — 规则系统应用 (Rule System Application)
• russells-paradox — 罗素悖论 (Russell's Paradox)
• russian-constructivism — 俄国构成主义 (Russian Constructivism)
• s-token — S-Token (Superposed Token)
• sde-sampler-language — SDE Sampler for Language Diffusion
• searcher-trainer-decoupling — Searcher-Trainer 解耦架构
• secure-containers — 安全容器
• seer-attention — SeerAttention
• self-conditioning — Self-Conditioning
• self-evolving-agents — Self-Evolving Agents (自进化 Agent)
• self-evolving-benchmark — 自进化基准 (Self-Evolving Benchmark)
• self-improving-ai — Self-Improving AI (自我改进人工智能)
• self-reference — 自指 (Self-Reference)
• self-verification-rewards — 自我验证奖励 (Self-Verification Rewards)
• semantic-equivalence — Semantic Equivalence / 语义等价
• shadow-calling — Shadow Calling (影子调用)
• shared-parameter-influence — Shared Parameter Influence
• shared-weight-discretization — Shared-Weight Discretization
• singularity — Singularity (奇点)
• sink-token — 汇 Token (Sink Token)
• skill-as-external-state — Skill as External State (Skill 作为外部状态)
• skill-data-flywheel — Skill Data Flywheel (Skill 数据飞轮)
• skill-ecosystem — Skill Ecosystem (Skill 生态系统)
• skillopt — SkillOpt
• slow-meta-update — Slow/Meta Update (慢/元更新)
• softmax-off-by-one — SoftMax-off-by-One
• sparse-attention-patterns — 稀疏注意力模式 (Sparse Attention Patterns)
• specialist-training-pipeline — Specialist Training Pipeline
• specialized-rl — 专项强化学习 (Specialized RL)
• specialized-sft — 专项监督微调 (Specialized SFT)
• spiking-neural-networks — Spiking Neural Networks (SNN)
• spurious-predictability — Spurious Predictability
• stage-matched-data-config — Stage-Matched Data Configuration (分阶段数据配置)
• standard-agent-handoffs — Standard Agent Handoffs（标准化 Agent 交接）
• staug — STAug (EMD-based Augmentation)
• stochastic-latent-trajectory — Stochastic Latent Trajectory（随机潜在轨迹）
• strategy-engineering-unification — Strategy-Engineering Unification (策略与工程统一)
• structured-knowledge — 结构化知识 (Structured Knowledge)
• stub-pattern — Stub Pattern（轻量化桩模式）
• subquadratic-transformer-alternatives — 次二次 Transformer 替代方案
• sufficient-context-paradox — 充分上下文悖论 (Sufficient Context Paradox)
• swe-bench — SWE-bench
• symbolic-backpropagation — Symbolic Back-Propagation (符号反向传播)
• symbolic-network — Symbolic Network (符号网络)
• symbolic-regression — Symbolic Regression
• synapse-model — Synapse Model
• synthetic-data-qa-generation — Synthetic Data QA Generation (合成数据Q&A生成)
• system-2-thinking — System 2 思维
• system-message-abuse — System Message Abuse（系统消息滥用）
• szemerédi-regularity-lemma — Szemerédi Regularity Lemma
• tabular-foundation-models — Tabular Foundation Models
• tba — Trajectory Balance with Asynchrony (TBA)
• temporal-decay-neural — Temporal Decay (Neural)
• temporal-patch-shuffle — Temporal Patch Shuffle (TPS)
• terminal-bench — Terminal-Bench
• test-time-scaling — Test-Time Scaling
• test-time-training-rl — 测试时训练 RL (Test-Time Training with RL)
• text-space-optimizer — Text-Space Optimizer (文本空间优化器)
• text-vs-weight-optimization — Text vs Weight Optimization (文本 vs 权重优化)
• textual-learning-rate — Textual Learning Rate (文本学习率)
• thompson-sampling-code-search — Thompson Sampling Code Search
• three-engineering-phases — Three Engineering Phases（三阶段工程演进）
• throughput-hypothesis — Throughput Hypothesis (吞吐量假说)
• time-series-forecasting-augmentation — Time Series Forecasting Augmentation
• time-variant-dynamics — Time-variant Dynamics（时变动力学）
• token-efficiency — Token 效率 (Token Efficiency)
• token-superposition-training — Token Superposition Training (TST)
• tool-bootstrapped-rft — Tool-Bootstrapped GUI RFT
• tool-efficient-path-reward — Tool-Efficient Path Reward
• tool-interface — Tool Interface & Protocol Layer（工具接口与协议层）
• tool-registry — ToolRegistry
• trace-native-evaluation — Trace-Native Evaluation（踪迹原生评估）
• trading-lifecycle-driven-eviction — Trading-Lifecycle Driven Eviction (交易生命周期驱动淘汰)
• trajectory-balance-objective — Trajectory Balance (TB) 目标
• transfer-learning — Transfer Learning (迁移学习)
• two-phase-pretraining — Two-Phase Pre-Training
• ultradata — UltraData
• unconditional-generation-latent — Unconditional Generation via Latent Reasoning
• unified-rft — 统一拒绝采样微调 (Unified RFT)
• unsupervised-rlvr — 无监督可验证奖励强化学习 (URLVR)
• update-magnitude-imbalance — GRPO 更新幅度不平衡
• userspace-kernel — 用户空间内核
• van-der-waerden-theorem — van der Waerden Theorem
• verification-evaluation — Verification & Evaluation（验证与评估）
• visual-primitives — 视觉原语 (Visual Primitives)
• wavemask-wavemix — WaveMask / WaveMix
• width-based-scaling — Width-Based Scaling（宽度扩展）
• window-attention — 窗口注意力 (Window Attention)
• worst-case-threat-model — 最坏情况威胁模型
• x-prediction-parameterization — x-Prediction Parameterization
• zero-cost-proxies — Zero-Cost Proxies (ZCP)

Papers

• agarwal-bayesian-attention-geometry — The Bayesian Geometry of Transformer Attention
• agent-harness-engineering-survey — Agent Harness Engineering: A Survey
• bartoldson-tba-2025 — TBA: 异步轨迹平衡 — 解耦探索与学习以实现快速可扩展的 LLM 后训练
• behrouz-memory-caching-rnn — Memory Caching: RNNs with Growing Memory
• clawless-ai-agent-security — ClawLess: AI 代理安全模型
• dai-mathforge-2026 — MathForge: Harder Is Better — 难度感知GRPO与多维度问题改写
• darlow-ctm-2025 — Continuous Thought Machines (CTM)
• deepseek-v4-million-token-context — DeepSeek-V4: 迈向高效百万 Token 上下文智能
• dou-cl-bench — CL-bench: 上下文学习基准——首篇定义context learning范式的论文
• elf-embedded-language-flows — ELF: Embedded Language Flows
• godel-incompleteness-tutorial — 哥德尔不完备定理教程
• gram-generative-recursive-reasoning-paper — Generative Recursive Reasoning (GRAM)
• he-urlvr-sharpening-2026 — How Far Can Unsupervised RLVR Scale LLM Training?
• hunyuan-team-cl-bench-life — CL-Bench Life: 真实生活上下文学习基准
• kore-knowledge-injection — KORE: Knowledge-Oriented Controls for Knowledge Injection
• laban-llms-corrupt-documents-delegate — LLMs Corrupt Your Documents When You Delegate
• li-amd-human-perception — "Are You Sure?": Human Perception Vulnerability in LLM Agents
• liu-koopa-2023 — Koopa: Koopman 预测器驱动的非平稳时间序列学习
• llm-attention-survey-2026 — 大语言模型注意力机制全面分析
• lou-autoharness-2026 — AutoHarness: LLM Agent 的自动代码 Harness 合成
• nikolopoulos-spurious-predictability — Spurious Predictability in Financial Machine Learning
• odrzywolek-eml-single-operator — All elementary functions from a single binary operator
• peng-tst-2026 — Token Superposition Training: 高效 LLM 预训练的 Token 叠加方法
• pre-train-space-reinforcement-learning — Pre-train Space Reinforcement Learning (PreRL/DSRL)
• qin-prfaas-cross-datacenter — Prefill-as-a-Service: KVCache Goes Cross-Datacenter
• ramsey-numbers-survey — 拉姆齐数的数学综述
• song-agent-network-taxonomy — Complex networks of AI agentic systems: 拓扑-记忆-更新三层分类法
• streaming-llm — StreamingLLM: 基于注意力汇的高效流式语言模型
• tao-klowden-ai-mathematical-methods — Mathematical methods and human thought in the age of AI
• thinking-with-visual-primitives — Thinking with Visual Primitives — 以视觉原语思考
• toolcua-optimal-gui-tool-orchestration — ToolCUA: Optimal GUI-Tool Path Orchestration for Computer Use Agents
• when-large-multimodal-models-confront-evolving-knowledge — When Large Multimodal Models Confront Evolving Knowledge
• xing-trails-2024 — Trails: Database Native Model Selection (VLDB 2024)
• yang-skillopt-2026 — SkillOpt: Agent Skill 的文本空间优化器
• zeng-dynamic-model-slicing-2024 — Powering In-Database Dynamic Model Slicing for Structured Data Analytics (VLDB 2
• zeng-neurida-2025 — NeurIDA: Dynamic Modeling for Effective In-Database Analytics
• zhang-hyperagents — Hyperagents: Self-Referential Agents with Metacognitive Self-Modification
• zhao-neurdb-2025 — NeurDB: On the Design and Implementation of an AI-powered Autonomous Database (C
• zhou-agent-symbolic-learning-2024 — Agent Symbolic Learning: 用符号学习实现自进化 Agent
• zhu-moda-mixture-of-depths — Mixture-of-Depths Attention (MoDA)

Articles

• caddy-reverse-proxy-auth — Caddy 反向代理认证方案
• claw-eval — Claw-Eval：面向自主Agent的端到端评测框架
• crawl4ai-open-source-web-crawler — Crawl4AI：赋能AI用户的开源智能网页爬虫与数据提取工具
• distributed-agent-cache-sync-2026 — 分布式Agent缓存同步：从单机到多机的Prompt Caching架构升级
• gpt-image2-prompt-collection — GPT-Image-2 绘图 Prompt 方法论与风格合集
• lyu-model-harness-evolution-2026 — Model与Harness的关系演进：从AutoHarness到Heuristic Learning
• lyu-skillopt-deep-dive-2026 — SkillOpt深度解读：自进化Agent技能的'反向传播'与工程化Continued Evolve
• mini-agent-harness — 从零搭建 Mini Agent Harness
• oppo-multimodal-data-lake — OPPO 多模态数据湖架构实践
• prompt-caching-architecture — Prompt Caching 架构工程手册
• ramsey-context-construction — 上下文构造与拉姆齐数
• temporal-patch-shuffle-tps — 时序预测增强方法综述：从频域到 TPS
• ultradata-l3-open-source-2026 — UltraData：面壁智能L3数据开源与数据分级治理体系

Special Pages

• index —
• log —
• README —
• SCHEMA —

Reviews

• toolcua-review-20260531 — ToolCUA Review: GUI-Tool路径编排的概念网络分析

• agent-harness-engineering-review-20260523 — Review: Agent Harness Engineering Survey

• agent-network-taxonomy-review-20260501 — Agent网络三层分类法 — Review 报告

• cl-bench-life-review-20260501 — CL-Bench Life 论文集成 Review

• cl-bench-review-20260501 — CL-bench 论文集成 Review

• clawless-review-20260422 — ClawLess: AI 代理安全模型 - Review 报告

• ctm-review-20260515 — Continuous Thought Machines 论文集成 Review

• delegate52-review-20260514 — DELEGATE-52 Review

• distributed-agent-cache-sync-review — Review: 分布式Agent缓存同步

• elf-embedded-language-flows-review-20260513 — Review: ELF — Embedded Language Flows

• godel-tutorial-review-20260428 — 哥德尔不完备定理教程 — Review 报告

• hyperagents-review-20260420 — 📚 Wiki 添加 Review 报告 - Hyperagents 论文

• koopa-review-20260511 — Review: Koopa — Koopman 预测器驱动的非平稳时序学习

• kore-review-20260521 — KORE Review

• llm-attention-survey-review-20260429 — Review: 大语言模型注意力机制全面分析

• lou-autoharness-review — Review: AutoHarness — 自动合成代码 Harness 改进 LLM Agent

• lyu-model-harness-review — Review: Model与Harness的关系演进

• lyu-skillopt-deep-dive-review — Review: SkillOpt深度解读 — 自进化Agent的'反向传播'

• mathforge-review-20260512 — MathForge Review — 2026-05-12

• neurida-review-20260515 — NeurIDA 论文集成 Review

• peng-tst-2026-review — Review: Token Superposition Training

• pretrain-space-rl-review-20260518 — Review: Pre-train Space Reinforcement Learning

• prompt-caching-architecture-review-20260511 — Review: Prompt Caching 架构工程手册

• ramsey-context-construction-review-20260511 — Review: 上下文构造与拉姆齐数

• ramsey-numbers-survey-review-20260511 — Review: 拉姆齐数的数学综述

• streaming-llm-review-20260514 — Review: StreamingLLM — 基于注意力汇的无限长流式语言模型

• tba-review-20260512 — TBA Review — 2026-05-12

• thinking-with-visual-primitives-review-20260430 — Review — Thinking with Visual Primitives

• ultradata-l3-review — Review: UltraData — 大模型数据分级治理的开源实践

• yang-skillopt-review — Review: SkillOpt — Agent Skill 的文本空间优化器

• zhou-agent-symbolic-learning-review — Review: Agent Symbolic Learning — 符号学习驱动的自进化Agent