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2026

LLM 的下一步：从“会答”到“会想”——Planning as Data 与思考范式重构

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LLM 的下一步：从“会答”到“会想”——Planning as Data 与思考范式重构
探寻实时学习新路径：挖掘极致高效的“子空间微调”
RL新范式：从经验到更高质量数据——我们不再训练模型，而是在制造数据
Training-Free RL：当“训练”不再更新参数，而是更新上下文
从 OpenClaw 再谈 AI Coding：我们还剩下什么

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GraphQL Grid Grammar Growth H2O-Danube HMM Hard-SVM Hinge Loss Hope Host-only HuggingLLM Human-in-Loop Human-in-the-Loop IDE IE IQR IcePop Imbalance Data Impossible-Triangle In-Context Learning Industry Inference Scaling Information Extraction Information Theory Instruct InstructGPT Instruction Following Instruction Inference Intuitor Isolation Forest ItemCF Jaccard Java Jax Job Jupyter JustGRPO K2 KAT KKT KL KS Kernel Kernel Function Kernel Method Keyword Kimi Knowledge Graph L1 LCPO LIMD LIMO LIMR LLM LLM-Colosseum LLaDA LM LOF LR LSTM Labeling Language Model LayerNorm Lexical Semantics Lexicalism Lexicalized CFG Lexicalized Grammars Life Linear Algebra Linear Sturcture Linked List LinkedList Linux Listen Llama LoRA LoRA-XS Real-time Learning Logistic Regression Lucene Luong Attention MDLM MEMM MF MIO MM Fusion MOPD MR-Search MTL Machine Machine Learning Machine Translation Manacher Managemnt MarkBERT Markov Materialized Views Math Matplotlib Matrix Factorization Median MemAPO Meta Learning Meta RL Metric MiCA MiMo MiniMax Minimum Edit Distance Minkowski MoE Model Evaluation Module Monad Monkey Patch Multi-Head Attention Multi-Modal MultiModal Multitask Multiway Tree NAT NER NLG NLM NLP NLU NMT NNW NOVER NTP Naive Bayes Neo4j Network Ngram NodeJS Normalizing Flow NumPy Numba Numpy OEL OMNI ORZ Occupation One-Shot Online Learning Online Softmax Online-DPO-R1 OpenAI OpenClaw OpenSource OpenSpec Orientation P-R PCCG PCFG PEGASUS PLM PPMI PPO PTM PageRank Palindromic Pandarallel Pandas Partial Parsing Passion Pearson Philosophy Phrase Structure Grammar Phrase Structure Grammars Planning PoS Polars Pooling Position-Encoding Post-Training Post-training Postgres Pragmatic Automatic Processing Pre-Trained Pre-Training Pre-training Precision Pretrain Pretrained Pretraining Probabilistic Grammar Probabilistic Model Promote Prompt ProtoBERT Pruning Psychology PyPI Python QA Quant Quantization Query Queue Qwen Qwen3 Qwen3-Next R-Drop R1 R1-Zero R3 RAG RAVR REER RELU RENT 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