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Contents

Large Language Model Papers·2022

InstructGPT: Training Language Models to Follow Instructions with Human Feedback

Long Ouyang, Jeff Wu +4·OpenAI

Made reinforcement learning from human feedback (RLHF) the standard alignment recipe: collect demonstrations and preference rankings, train a reward model, then optimize with PPO. A 1.3B aligned model was preferred over the 175B GPT-3 by human raters.

#openai#RL#paper#LLM#NLP
GitHub
AI Coding Tutorials·2022
GitHub

openai-cookbook

OpenAI

Official collection of example notebooks and guides for building with the OpenAI API — text generation, embeddings, function calling, RAG, fine-tuning, and more. Mostly runnable Jupyter notebooks (~93%); mirrored at cookbook.openai.com.

#openai#gitHub#ai-api#tutorial#python+3
GitHub
AI Infra·2022
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NVIDIA Warp

NVIDIA

Compiles plain Python functions into GPU or CPU kernels at runtime via a JIT decorator, with differentiable output that plugs into PyTorch, JAX, and Paddle. Ships physics, robotics, geometry, and FEM primitives — particles, meshes, ray-casting, FFT.

#nvidia#python#ai-framework#pytorch#physics+2
GitHub
AI Audio·2022
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edge-tts

rany2

edge-tts is a Python module that enables the use of Microsoft Edge's online text-to-speech service directly from Python code or via command-line tools like edge-tts and edge-playback, without requiring Microsoft Edge, Windows, or an API key.

#github#ai-tools#audio#microsoft#ai-library
GitHub
AI Image·2022
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Umi-OCR

hiroi-sora

Offline desktop OCR for Windows and Linux that extracts text from screenshots, image batches, and scanned PDFs without requiring a network connection. Bundles multilingual offline engines (PaddleOCR / RapidOCR), supports ignore-regions, searchable PDF output, CLI and HTTP interfaces for automation and integration.

#ocr#python#cli#gitHub#ai-tools+1
GitHub
AI Image·2022
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ArtCraft

Storytold, ArtCraft Team

Interactive IDE for composing AI-generated 2D and 3D scenes and producing images and videos. Provides visual scene-blocking, 3D image compositing, character posing, image-to-3D conversion, and multi-provider model integrations to make generation consistent and repeatable.

#ai-image#ai-video#multimodal#IDE#rust+5
AI Agent·2022
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Warp: The Agentic Development Environment

Warp (company)·Warp

Terminal rebuilt around AI agents: orchestrate Claude Code, Codex, and Warp's own agent in parallel, each with codebase indexing and scoped permissions. Run them locally or in the cloud, and bring your own model via Bedrock, LiteLLM, OpenRouter.

#ai-agent#agent-skills#ai-development#ai-tools#cli+3
Hugging Face
AI Dataset·2022
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Grade School Math 8K (GSM8K)

OpenAI

Benchmark dataset of ~8.5k grade-school math word problems with step-by-step solutions and calculator annotations for evaluating multi-step arithmetic reasoning in language models. Provided in two configs (main and socratic) and commonly used for chain-of-thought prompting, fine-tuning, and verifier training.

#math#nlp#openai#huggingface#paper+1
Hugging Face
AI Dataset·2022
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ILSVRC/imagenet-1k

ILSVRC

Canonical ILSVRC ImageNet-1k for 1,000-way image classification — provides roughly 1.2M labeled images (train/val/test) packaged as optimized Parquet for easy loading with Hugging Face Datasets, Dask, and Polars. Verify licensing and distribution constraints before use.

#vision#image#huggingface#ai-image
Large Language Model Tutorials·2022

The Annotated Transformer

Alexander Rush·Harvard University

A line-by-line PyTorch reimplementation of the Transformer paper as a runnable notebook, where each part of the paper sits next to the code that implements it — turning a dense architecture into something you can read and run end to end.

#NLP#LLM#30u30#blog#tutorial
GitHub
AI Infra·2022
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Cordis

Cordiverse

Provides runtime support for reversible effects and reactive coeffects so components can be declared, composed, and hot-replaced safely; includes effect tracking, coeffect resolution, a declarative component loader and HMR — aimed at plugin-driven agent harnesses and dynamic systems.

#plugin#deepseek#ai-framework#ai-agent#ai-development+3
GitHub
AI Infra·2022
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FlashAttention

Dao-AILab, Tri Dao +4·Dao AI Lab

Fused CUDA kernels that compute exact attention without ever writing the full N×N score matrix to GPU memory, cutting memory from quadratic to linear and speeding up training and inference on A100/H100. Ships FlashAttention-2/3 plus KV-cache decode paths.

#pytorch#ai-inference#ai-train#ai-library#nvidia+3
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