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博客园 - 司徒正美
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aimingoo的专栏
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Apple Machine Learning Research
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IT之家
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Blog — PlanetScale
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GbyAI

Hacker News - Newest: "LLM"

The LLM Is Not a Junior Engineer GitHub - pleasedodisturb/llm-safe-haven: The missing security guide for solo developers running autonomous AI coding agents GitHub - vassiliylakhonin/agenda-intelligence-md: A markdown protocol for AI agents that analyze public agenda instead of summarizing it badly. Firefox for Web Developers (@firefoxwebdevs@mastodon.social) Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning Easy VM sandboxes for LLM agents on MacOS, Miami & Paris travel GitHub - TauricResearch/TradingAgents: TradingAgents: Multi-Agents LLM Financial Trading Framework LLM 0.32a0 is a major backwards-compatible refactor IKP — Incompressible Knowledge Probes The 6-Lever LLM Cost Stack: A Production Playbook (One Backfired, One I'd Reverse Today) GitHub - Javierlozo/llm-audit: Static analysis for TypeScript / JavaScript LLM-application code. OWASP LLM Top 10 at commit time. A complement to Semgrep's p/ai-best-practices for the TS/JS ecosystem. RFC 0010: Workflow Composition Extension | PromptPack GitHub - allocz/slm: zero-dependency TUI LLM chat GitHub - stevefan1999-personal/demcstify: Decompile Minecraft using Vineflower, reconstruct the code using LLM GitHub - victornominista/anp: The economic layer for agent-to-agent negotiation. Binary protocol, Ed25519 identity, price oracle. GitHub - lazyville/qsh: q - Slim LLM CLI I built OWASP-style security skill packs for LLM apps (NPM install) Incompressible Knowledge Probes: Estimating Black-Box LLM Parameter Counts via Factual Capacity We Upgraded to a Frontier Model and Our Costs Went Down [PUBLIC] 03/21/26 vLLM-compile @ KCD vLLM meetup Ask HN: What happens when you paste a screenshot, and ask questions in LLM? GitHub - gfernandf/agent-skills: Agents should execute whenever possible — runtime for composable AI agent skills Understanding the LLM Bubble - American Affairs Journal LLM Budget Guard — Hard Cutoffs Before Your Agents Burn You GitHub - vnmoorthy/pavo-bench: A 50K-turn voice pipeline benchmark and an 85K-param meta-controller that cuts P95 latency 10.3% and energy 71% vs fixed cloud. TMLR 2026. GitHub - redcaller/voice-goat: A purposely vulnerable voice agent application for security practitioners to practice exploiting voice-based (and text based) AI systems. HeLa-Mem: Hebbian Learning and Associative Memory for LLM Agents Machina Mirabilis - Michael Hla GitHub - xoai/sage-wiki: An LLM-compiled personal knowledge base. Drop in your papers, articles, and notes. sage-wiki compiles them into a structured, interlinked wiki — with concepts extracted, cross-references discovered, and everything searchable. GitHub - MTimma/knowerage: Local MCP server that tracks AI analysis coverage against your codebase The Environment Rewrites the Question Before I Ask It GitHub - epscylonb/1386.ai.rocm: A lightweight transformer language model built from scratch in PyTorch, trained on a single consumer GPU with a full pipeline for data processing, pretraining, and instruction tuning. AeSlides: Incentivizing Aesthetic Layout in LLM-Based Slide Generation via Verifiable Rewards I build my LLM a Brain GitHub - glama-ai/lightport: A lightweight AI gateway that makes LLM providers OpenAI-compatible. Vibe-exploring Stunt Island Customizing Karpathy's LLM wiki for fighting disease AI Usage Analytics – Real-time budget enforcement and PII redaction for LLM My Workflow for Understanding LLM Architectures Museum of Code: alphafold_2018 InterviewDeck — Master 50 LLM Interview Questions GitHub - fkyah3/opencode-fkyah3: The open source coding agent. GitHub - poinsettiaclg-gif/AETHER-core: The open-source core compiler for the AETHER Agent Reliability Framework. Replaces fuzzy prompts with strict Weighted Intent Token (WIT) vectors to prevent Context Rot. The New Linux Kernel AI Bot Uncovering Bugs Is A Local LLM On Framework Desktop + AMD Ryzen AI Max GitHub - rlops/rlix: Run more RL experiments. Wait less for GPUs. GitHub - lace-ai/gai: 🤖 GAI is a flexible Go library for building agent-style applications on top of LLMs GitHub - starface77/Neuro-Adaptive-Reasoning-Engine GitHub - artem-mangilev/ctxbrew: 📦 Ship & Use AI-friendly package context. Could creativy in LLM emerge by reframing language? Cowork on 3P: How to Run Any LLM in Claude Cowork and Claude Code
GitHub - barvhaim/llm-learning-path: 🎓 结构化大语言模型学习路径——从零到研究者。八阶段课程涵盖 Transformer、预训练、微调、对齐、智能体及高级研究。
bignet · 2026-05-24 · via Hacker News - Newest: "LLM"

一有章法、自定进度的课程,以通晓大型语言模型及基于LLM之智能体。

时序五个月(若有先前的下载经验,可缩短为三个月)

课程概览

阶段 论题 时辰之长 状态
根基 二至三周
Transformers 二至三周
预训练&扩展 二至三周
微调&对齐 二至三周
推论及部署 一至二周
提示及推理 一至二周
大语言模型代理 二至四周
高等研究 持续中

🗺️ 如何使用此仓库

  1. 逐阶段进行 — 每个文件夹皆有自备README,载明目标、阅读材料及习题
  2. 完成事项后,请勾选之(编辑各阶段之复选框)
  3. 录笔记notes/之匣 — 每段一檔
  4. 习习题 — 实践方为真学之境
  5. 记所读之文之读录

📐先决条件

  • Python编程(中上)
  • 线性代数基础(向量、矩阵、点积)
  • 微积分基础(导数、链式法则)
  • 概率论基础(分布、贝叶斯定理)

🔑核心资源(速取)

资源 类型 链接
Karpathy — 机器学习:从零到英雄 视频系列 YouTube
HuggingFace 之 LLM 课程 课程 HF 学之
Lilian Weng 之博客 博客 lilianweng.github.io
Papers With Code 参考 paperswithcode.com
arXiv cs.CL 论文 arxiv.org/list/cs.CL

📜 许可

此学径乃开源。任君分岐,改之,而共之。