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datawhalechina / zero-to-sglang

Official SGLang x Datawhale course on LLM inference: understand inference, build a mini-sglang from scratch, then read the real SGLang source and land your first PR. Available in English and Chinese.

▲ ~49/7d ★ 1.5k Python today
heaven999b / hello-agent-system

👋 Hello Agent System — learn enterprise AI agent system design by building every production layer from scratch. 17 bilingual lessons (EN/中文) with tested exercises: tools, architectures, reliability, security, evals, distributed execution, cost, RAG, release ops. 企业级 Agent 系统设计训练营

▲ ~28/7d ★ 272 Python 22d ago
fancyboi999 / ai-engineering-from-scratch-zh

Agent工程师最全学习路径 · 从零精通 AI 工程 · 20 阶段 542 课 · 中文全量翻译 + 配套站点 + 动画讲解视频 · 如何成为 AI Agent 工程师的修成指南

▲ ~21/7d ★ 1.3k Python today
NVIDIA-NeMo / DataDesigner

🎨 NeMo Data Designer: Generate high-quality synthetic data from scratch or from seed data.

▲ ~14/7d ★ 2.4k Python today
TrenTorch / TrenTorch

Don't memorize ML. Understand it from first principles including Inference, Cuda, Deep Learning, Data Science and Reinforcement Learning

▲ ~14/7d ★ 584 Python today
OnlyTerp / toolrush

Kill the tool-call tax: harness tool latency back below model TPS. Fast local lanes, persistent pools, session caches. Scratch lab turned real.

▲ ~7/7d ★ 158 Python 1mo ago
neonwatty / machine-learning-refined

Master the fundamentals of machine learning, deep learning, and mathematical optimization by building key concepts and models from scratch using Python.

▲ ~0/7d ★ 2.3k Python 9d ago
datawhalechina / hello-claw

哈喽!龙虾 🙋‍♀️ Adopt from scratch and build your first claw 🦞 来领养你的第一只龙虾!

▲ ~0/7d ★ 2.2k Python 8d ago
jrottenberg / ffmpeg

Docker build for FFmpeg on Ubuntu / Alpine / Centos / Scratch / nvidia / vaapi

▲ ~0/7d ★ 1.6k Python 22d ago
volotat / mini-AGI

Continual learning model trained from scratch on 8GB VRAM laptop with batch-1 stream of data.

▲ ~0/7d ★ 1.3k Python today
ahmedfgad / NumPyCNN

Building Convolutional Neural Networks From Scratch using NumPy

▲ ~0/7d ★ 599 Python 4d ago
zengxiao-he / tessera

From teacher to tiles — a from-scratch LLM distillation & serving engine: custom Triton/CUDA kernels, FSDP distillation, paged-KV continuous batching, speculative decoding, a Rust gateway, a JAX oracle, and interpretability tooling.

▲ ~0/7d ★ 561 Python 11d ago
bahayonghang / academic-writing-skills

AI-powered post-writing toolkit for academic papers — format validation, grammar/style polishing, de-AI editing, reference checking, and reviewer-style paper audits. 5 skills for LaTeX, Typst & PDF. Focused on enhancing existing text quality, not generating from scratch.

▲ ~0/7d ★ 511 Python 6d ago
Zhao-Yian / MiniWorld

[Tech Report] Democratizing the Training of Video World Models from Scratch. 🔥 🔥 🔥

▲ ~0/7d ★ 135 Python 2mo ago
erfnzdeh / mini-c-compiler

A compiler for a small C-like language, written from scratch in Python: table-driven DFA scanner, transition-diagram predictive parser generated from a plain-text grammar with FIRST/FOLLOW sets, semantic analysis and three-address code generation onto a 12-instruction stack VM.

▲ ~0/7d ★ 75 Python 2mo ago
Kai26-Han / miniLLM

从 0 训练大模型,单卡训练一个 200M 参数模型的全流程(train a 200M‑parameter model from scratch)

▲ ~0/7d ★ 62 Python 28d ago
Skyltliu / LocoAgent

A lightweight coding agent 🧑‍💻 built from scratch, with tool calling, session persistence, workspace context, memory, and multi-provider LLM support 🛠️.

▲ ~0/7d ★ 48 Python 1d ago
TimRots / kimi3

Independent from-scratch implementation of the Kimi K3 architecture (arXiv:2607.24653v1): KDA, NoPE, latent-space MoE, and the systems co-designs. Table 1 reproduced to 0.09%.

▲ ~0/7d ★ 42 Python 2mo ago
dev-luigi / neural-network-digits

Neural network from scratch in pure Python + NumPy that recognises handwritten digits (MNIST), with an educational GUI: watch it learn, tweak it while it trains, look inside every layer.

▲ ~0/7d ★ 41 Python 19d ago
vincenzo-afk / Zen-2

A modern 124M-parameter decoder-only LLM built from scratch. RoPE · RMSNorm · SwiGLU · GQA · KV Cache · BPE Tokenizer · Full training pipeline. Research-grade, production-quality.

▲ ~0/7d ★ 38 Python 1mo ago
Leoxia55 / agent-from-scratch

从零手写一个 AI Agent 的教学型 Python 项目:不依赖任何智能体框架实现核心循环,用约 3700 行可通读的代码,把 Agent 拆成乐高积木式的基础部件——模型调用、工具协议、执行上下文、记忆、RAG、Skills、E2B 沙箱与多智能体编排,逐层拼装、每一步都能追到源码。附 20 个可运行示例、21 章系统课程与 30 篇分层文档,配有单元与集成测试、mypy 严格类型检查。学操作系统要写迷你 OS,学数据库要写迷你数据库,学 Agent 就该亲手写一个:先建知识底座,再上生产框架。适合初学者、大学生与用过框架想补原理的工程师。MIT 开源,Python 3.13。

▲ ~0/7d ★ 31 Python 25d ago
adityarajIITj / adios

An ultra-lightweight, zero-bloat bare-metal operating system built from scratch for a custom RISC-V (RV32I) simulation layer. Featuring preemptive multitasking, page frame allocation, a custom toolchain, and an interactive shell.

▲ ~0/7d ★ 28 Python 1mo ago
walkinglabs / hands-on-world-models

Build world models from scratch — from perception and latent dynamics to planning, JEPA, VLA, and 3D/4D intelligence.

▲ ~0/7d ★ 27 Python 1mo ago
jingyaogong / minimind-o

🎙️ A 0.1B Omni model trained from scratch, capable of listening, speaking, and seeing!

▲ ~-7/7d ★ 2.7k Python 28d ago
liiiiiiiiil / coding-agent-from-scratch

Build an AI Coding Agent from Scratch in Pure Python, Step by Step | 用纯 Python 从零搭建 AI 编程 Agent,边实现边理解其工作原理