← Courses Catalogue

AI Engineering from Scratch

▸ Setup And Tooling

▸ Dev Environment

▸ Code

{ }Main { }Verify { }Verify

▸ Docs

MDev Environment

▸ Outputs

MPrompt Env Check

▸ Git And Collaboration

▸ Docs

MGit & Collaboration

▸ Gpu Setup And Cloud

▸ Code

▸ Docs

MGPU Setup & Cloud

▸ Apis And Keys

▸ Code

{ }First Api Call { }First Api Call

▸ Docs

▸ Outputs

MPrompt Api Troubleshooter

▸ Jupyter Notebooks

▸ Code

{ }Notebook Tips

▸ Docs

MJupyter Notebooks

▸ Outputs

MPrompt Notebook Helper

▸ Python Environments

▸ Code

▸ Docs

MPython Environments

▸ Docker For Ai

▸ Code

{ }Docker Compose { }Dockerfile

▸ Docs

▸ Editor Setup

▸ Code

▸ Vscode

{ }Extensions { }Settings

▸ Docs

▸ Data Management

▸ Code

▸ Docs

MData Management

▸ Outputs

MPrompt Data Helper

▸ Terminal And Shell

▸ Code

{ }Shell Aliases

▸ Docs

MTerminal & Shell

▸ Linux For Ai

▸ Docs

▸ Debugging And Profiling

▸ Code

▸ Docs

MDebugging and Profiling

▸ Outputs

MPrompt Debug Ai Code

▸ Math Foundations

▸ Linear Algebra Intuition

▸ Code

▸ Docs

MLinear Algebra Intuition

▸ Outputs

MPrompt Linear Algebra Tutor

▸ Vectors Matrices Operations

▸ Code

▸ Docs

MVectors, Matrices & Operations

▸ Outputs

MPrompt Matrix Operations

▸ Matrix Transformations

▸ Code

{ }Transformations

▸ Docs

MMatrix Transformations

▸ Outputs

MPrompt Transformation Visualizer

▸ Calculus For Ml

▸ Code

▸ Docs

MCalculus for Machine Learning

▸ Outputs

MGradient Computation for ML

▸ Chain Rule And Autodiff

▸ Code

▸ Docs

MChain Rule & Automatic Differentiation

▸ Outputs

MSkill Autodiff

▸ Probability And Distributions

▸ Code

▸ Docs

MProbability and Distributions

▸ Outputs

MProbability Distribution Selection

▸ Bayes Theorem

▸ Code

▸ Docs

MBayes' Theorem

▸ Outputs

MPrompt Bayesian Reasoning

▸ Optimization

▸ Code

▸ Docs

▸ Outputs

MPrompt Optimizer Guide

▸ Information Theory

▸ Code

{ }Information Theory

▸ Docs

MInformation Theory

▸ Outputs

MInformation Theory for ML

▸ Dimensionality Reduction

▸ Code

{ }Dim Reduction

▸ Docs

MDimensionality Reduction

▸ Outputs

MSkill Dimensionality Reduction

▸ Singular Value Decomposition

▸ Code

▸ Docs

MSingular Value Decomposition

▸ Outputs

▸ Tensor Operations

▸ Code

▸ Docs

MTensor Operations

▸ Outputs

MPrompt Tensor Debugger MPrompt Tensor Shapes

▸ Numerical Stability

▸ Code

▸ Docs

MNumerical Stability

▸ Outputs

▸ Norms And Distances

▸ Code

▸ Docs

MNorms and Distances

▸ Outputs

MPrompt Distance Chooser

▸ Statistics For Ml

▸ Code

▸ Docs

MStatistics for Machine Learning

▸ Outputs

MStatistical Testing for ML

▸ Sampling Methods

▸ Code

▸ Docs

MSampling Methods

▸ Outputs

MSampling Strategy Selection

▸ Linear Systems

▸ Code

{ }Linear Systems

▸ Docs

MLinear Systems

▸ Outputs

MPrompt Linear Solver

▸ Convex Optimization

▸ Code

▸ Docs

MConvex Optimization

▸ Outputs

MConvexity Checker

▸ Complex Numbers

▸ Code

{ }Complex Numbers

▸ Docs

MComplex Numbers for AI

▸ Outputs

MSkill Complex Arithmetic

▸ Fourier Transform

▸ Code

▸ Docs

MThe Fourier Transform

▸ Outputs

MPrompt Spectral Analyzer

▸ Graph Theory

▸ Code

{ }Graph Theory

▸ Docs

MGraph Theory for Machine Learning

▸ Outputs

MSkill Graph Analysis

▸ Stochastic Processes

▸ Code

▸ Docs

MStochastic Processes

▸ Outputs

MPrompt Stochastic Process Advisor

▸ Ml Fundamentals

▸ What Is Machine Learning

▸ Code

▸ Docs

MWhat Is Machine Learning

▸ Outputs

MPrompt Ml Problem Framer

▸ Linear Regression

▸ Code

{ }Linear Regression

▸ Docs

MLinear Regression

▸ Outputs

MRegression Strategy Guide

▸ Logistic Regression

▸ Code

{ }Logistic Regression

▸ Docs

MLogistic Regression

▸ Outputs

MClassification Baseline Guide

▸ Decision Trees

▸ Code

▸ Docs

MDecision Trees and Random Forests

▸ Outputs

MPrompt Tree Interpreter

▸ Support Vector Machines

▸ Code

▸ Docs

MSupport Vector Machines

▸ Outputs

MSVM Kernel Selection Guide

▸ Knn And Distances

▸ Code

▸ Docs

MK-Nearest Neighbors and Distances

▸ Outputs

MPrompt Distance Metric Advisor

▸ Unsupervised Learning

▸ Code

▸ Docs

MUnsupervised Learning

▸ Outputs

MClustering Algorithm Selection Guide

▸ Feature Engineering

▸ Code

▸ Docs

MFeature Engineering & Selection

▸ Outputs

MFeature Engineering Prompt

▸ Model Evaluation

▸ Code

▸ Docs

MModel Evaluation

▸ Outputs

MModel Evaluation Strategy

▸ Bias Variance

▸ Code

{ }Bias Variance

▸ Docs

MBias-Variance Tradeoff

▸ Outputs

MPrompt Model Diagnostics

▸ Ensemble Methods

▸ Code

▸ Docs

MEnsemble Methods

▸ Outputs

MPrompt Ensemble Selector MEnsemble Method Selection Guide

▸ Hyperparameter Tuning

▸ Code

▸ Docs

MHyperparameter Tuning

▸ Outputs

MPrompt Tuning Strategy

▸ Ml Pipelines

▸ Code

▸ Docs

▸ Outputs

MPrompt Ml Pipeline

▸ Naive Bayes

▸ Code

▸ Docs

▸ Outputs

MSkill Naive Bayes Chooser

▸ Time Series

▸ Code

▸ Docs

MTime Series Fundamentals

▸ Outputs

MPrompt Time Series Advisor

▸ Anomaly Detection

▸ Code

{ }Anomaly Detection

▸ Docs

MAnomaly Detection

▸ Outputs

MSkill Anomaly Detector

▸ Imbalanced Data

▸ Code

▸ Docs

MHandling Imbalanced Data

▸ Outputs

MImbalanced Data Strategy

▸ Feature Selection

▸ Code

{ }Feature Selection

▸ Docs

MFeature Selection

▸ Outputs

MFeature Selection Strategy

▸ Deep Learning Core

▸ The Perceptron

▸ Code

▸ Docs

MThe Perceptron

▸ Outputs

MThe Perceptron Pattern

▸ Multi Layer Networks

▸ Code

▸ Docs

MMulti-Layer Networks and Forward Pass

▸ Outputs

MPrompt Network Architect

▸ Backpropagation

▸ Code

▸ Docs

MBackpropagation from Scratch

▸ Outputs

MPrompt Gradient Debugger

▸ Activation Functions

▸ Code

▸ Docs

MActivation Functions

▸ Outputs

MPrompt Activation Selector

▸ Loss Functions

▸ Code

▸ Docs

MLoss Functions

▸ Outputs

MPrompt Loss Debugger MPrompt Loss Function Selector

▸ Optimizers

▸ Code

▸ Docs

▸ Outputs

MPrompt Optimizer Selector

▸ Regularization

▸ Code

▸ Docs

MRegularization

▸ Outputs

MPrompt Regularization Advisor

▸ Weight Initialization

▸ Code

▸ Docs

MWeight Initialization and Training Stability

▸ Outputs

MPrompt Init Strategy

▸ Learning Rate Schedules

▸ Code

▸ Docs

MLearning Rate Schedules and Warmup

▸ Outputs

MPrompt Lr Schedule Advisor

▸ Mini Framework

▸ Code

▸ Docs

MBuild Your Own Mini Framework

▸ Outputs

MPrompt Framework Architect

▸ Intro To Pytorch

▸ Code

{ }Pytorch Intro

▸ Docs

MIntroduction to PyTorch

▸ Outputs

MPrompt Pytorch Debugger MSkill Pytorch Patterns

▸ Intro To Jax

▸ Code

▸ Docs

MIntroduction to JAX

▸ Outputs

MPrompt Jax Optimizer MJAX Functional Patterns

▸ Debugging Neural Networks

▸ Code

{ }Debug Neural Nets

▸ Docs

MDebugging Neural Networks

▸ Outputs

MPrompt Nn Debugger MNeural Network Debug Checklist

▸ Computer Vision

▸ Image Fundamentals

▸ Code

▸ Docs

MImage Fundamentals — Pixels, Channels, Color Spaces

▸ Outputs

MPrompt Vision Preprocessing Audit MImage Tensor Inspector

▸ Convolutions From Scratch

▸ Code

▸ Docs

MConvolutions from Scratch

▸ Outputs

MPrompt Cnn Architect MConv Shape Calculator

▸ Cnns Lenet To Resnet

▸ Code

▸ Docs

MCNNs — LeNet to ResNet

▸ Outputs

MPrompt Backbone Selector MResidual Block Reviewer

▸ Image Classification

▸ Code

▸ Docs

MImage Classification

▸ Outputs

MPrompt Classifier Pipeline Auditor MClassification Diagnostics

▸ Transfer Learning

▸ Code

▸ Docs

MTransfer Learning & Fine-Tuning

▸ Outputs

MPrompt Fine Tune Planner MFreeze Inspector

▸ Object Detection Yolo

▸ Code

▸ Docs

MObject Detection — YOLO from Scratch

▸ Outputs

MPrompt Detection Metric Reader MAnchor Designer

▸ Semantic Segmentation Unet

▸ Code

▸ Docs

MSemantic Segmentation — U-Net

▸ Outputs

MPrompt Segmentation Task Picker MSegmentation Mask Inspector

▸ Instance Segmentation Mask Rcnn

▸ Code

▸ Docs

MInstance Segmentation — Mask R-CNN

▸ Outputs

MPrompt Instance Vs Semantic Router MMask R-CNN Head Swapper

▸ Image Generation Gans

▸ Code

▸ Docs

MImage Generation — GANs

▸ Outputs

MPrompt Gan Training Triage MDCGAN Scaffold

▸ Image Generation Diffusion

▸ Code

▸ Docs

MImage Generation — Diffusion Models

▸ Outputs

MPrompt Diffusion Sampler Picker MNoise Schedule Designer

▸ Stable Diffusion

▸ Code

▸ Docs

MStable Diffusion — Architecture & Fine-Tuning

▸ Outputs

MPrompt Sd Pipeline Planner MLoRA Training Setup

▸ Video Understanding

▸ Code

▸ Docs

MVideo Understanding — Temporal Modeling

▸ Outputs

MPrompt Video Architecture Picker MFrame Sampler Auditor

▸ 3d Vision Nerf

▸ Code

▸ Docs

M3D Vision — Point Clouds & NeRFs

▸ Outputs

MPrompt 3d Task Router MPoint Cloud Loader

▸ Vision Transformers

▸ Code

▸ Docs

MVision Transformers (ViT)

▸ Outputs

MPrompt Vit Vs Cnn Picker MViT Patch and Positional Embedding Inspector

▸ Real Time Edge

▸ Code

{ }Main { }Main

▸ Docs

MReal-Time Vision — Edge Deployment

▸ Outputs

MPrompt Edge Deployment Planner MLatency Profiler

▸ Vision Pipeline Capstone

▸ Code

▸ Docs

MBuild a Complete Vision Pipeline — Capstone

▸ Outputs

MPrompt Vision Service Shape Reviewer MPipeline Budget Planner

▸ Self Supervised Vision

▸ Code

▸ Docs

MSelf-Supervised Vision — SimCLR, DINO, MAE

▸ Outputs

MPrompt Ssl Pretraining Picker MLinear Probe Runner

▸ Open Vocab Clip

▸ Code

▸ Docs

MOpen-Vocabulary Vision — CLIP

▸ Outputs

MPrompt Zero Shot Class Picker MImage-Text Retriever

▸ Ocr Document Understanding

▸ Code

▸ Docs

MOCR & Document Understanding

▸ Outputs

MPrompt Ocr Stack Picker MCTC Decoder

▸ Image Retrieval Metric

▸ Code

▸ Docs

MImage Retrieval & Metric Learning

▸ Outputs

MPrompt Retrieval Loss Picker MRecall@K Runner

▸ Keypoint Pose

▸ Code

▸ Docs

MKeypoint Detection & Pose Estimation

▸ Outputs

MPrompt Pose Stack Picker MHeatmap to Coords

▸ 3d Gaussian Splatting

▸ Code

▸ Docs

M3D Gaussian Splatting from Scratch

▸ Outputs

MPrompt 3dgs Capture Planner M3DGS Export Router

▸ Diffusion Transformers Rectified Flow

▸ Code

▸ Docs

MDiffusion Transformers & Rectified Flow

▸ Outputs

MPrompt Dit Model Picker MRectified Flow Trainer

▸ Sam3 Open Vocab Segmentation

▸ Code

▸ Docs

MSAM 3 & Open-Vocabulary Segmentation

▸ Outputs

MPrompt Open Vocab Stack Picker MConcept Prompt Designer

▸ Vision Language Models

▸ Code

▸ Docs

MVision-Language Models — The ViT-MLP-LLM Pattern

▸ Outputs

MPrompt Vlm Selector MCMER Monitor

▸ Monocular Depth

▸ Code

▸ Docs

MMonocular Depth & Geometry Estimation

▸ Outputs

MPrompt Depth Model Picker MDepth to Point Cloud

▸ Multi Object Tracking

▸ Code

▸ Docs

MMulti-Object Tracking & Video Memory

▸ Outputs

MPrompt Tracker Picker MMOT Evaluator

▸ World Models Video Diffusion

▸ Code

▸ Docs

MWorld Models & Video Diffusion

▸ Outputs

MPrompt Video Model Picker MPhysical Plausibility Checks

▸ Nlp Foundations To Advanced

▸ Text Processing

▸ Assets

▸ Code

▸ Docs

MText Processing — Tokenization, Stemming, Lemmatization

▸ Outputs

MPrompt Preprocessing Advisor

▸ Bag Of Words Tfidf

▸ Assets

▸ Code

▸ Docs

MBag of Words, TF-IDF, and Text Representation

▸ Outputs

MPrompt Vectorization Picker

▸ Word Embeddings Word2vec

▸ Assets

▸ Code

▸ Docs

MWord Embeddings — Word2Vec from Scratch

▸ Outputs

MSkill Embedding Probe

▸ Glove Fasttext Subword

▸ Assets

▸ Code

▸ Docs

MGloVe, FastText, and Subword Embeddings

▸ Outputs

MSkill Embeddings Picker

▸ Sentiment Analysis

▸ Assets

▸ Code

▸ Docs

MSentiment Analysis

▸ Outputs

MPrompt Sentiment Baseline

▸ Named Entity Recognition

▸ Assets

▸ Code

▸ Docs

MNamed Entity Recognition

▸ Outputs

MSkill Ner Picker

▸ Pos Tagging Parsing

▸ Assets

▸ Code

▸ Docs

MPOS Tagging and Syntactic Parsing

▸ Outputs

MSkill Grammar Pipeline

▸ Cnns Rnns For Text

▸ Assets

▸ Code

▸ Docs

MCNNs and RNNs for Text

▸ Outputs

MPrompt Text Encoder Picker

▸ Sequence To Sequence

▸ Assets

▸ Code

▸ Docs

MSequence-to-Sequence Models

▸ Outputs

MPrompt Seq2seq Design

▸ Attention Mechanism

▸ Assets

▸ Code

▸ Docs

MAttention Mechanism — The Breakthrough

▸ Outputs

MPrompt Attention Shapes

▸ Machine Translation

▸ Assets

▸ Code

▸ Docs

MMachine Translation

▸ Outputs

MSkill Mt Evaluator

▸ Text Summarization

▸ Assets

▸ Code

▸ Docs

MText Summarization

▸ Outputs

MSkill Summary Picker

▸ Question Answering

▸ Assets

▸ Code

▸ Docs

MQuestion Answering Systems

▸ Outputs

MSkill Qa Architect

▸ Information Retrieval Search

▸ Assets

▸ Code

▸ Docs

MInformation Retrieval and Search

▸ Outputs

MSkill Retrieval Picker

▸ Topic Modeling

▸ Assets

▸ Code

▸ Docs

MTopic Modeling — LDA and BERTopic

▸ Outputs

MSkill Topic Picker

▸ Text Generation Pre Transformer

▸ Assets

▸ Code

▸ Docs

MText Generation Before Transformers — N-gram Language Models

▸ Outputs

MPrompt Lm Baseline

▸ Chatbots Rule To Neural

▸ Assets

▸ Code

▸ Docs

MChatbots — Rule-Based to Neural to LLM Agents

▸ Outputs

MSkill Chatbot Architect

▸ Multilingual Nlp

▸ Assets

▸ Code

▸ Docs

MMultilingual NLP

▸ Outputs

MSkill Multilingual Picker

▸ Subword Tokenization

▸ Assets

▸ Code

{ }Main { }Main

▸ Docs

MSubword Tokenization — BPE, WordPiece, Unigram, SentencePiece

▸ Outputs

MSkill Bpe Vs Wordpiece

▸ Structured Outputs Constrained Decoding

▸ Assets

▸ Code

▸ Docs

MStructured Outputs & Constrained Decoding

▸ Outputs

MSkill Structured Output Picker

▸ Nli Textual Entailment

▸ Assets

▸ Code

▸ Docs

MNatural Language Inference — Textual Entailment

▸ Outputs

MSkill Nli Picker

▸ Embedding Models Deep Dive

▸ Assets

▸ Code

▸ Docs

MEmbedding Models — The 2026 Deep Dive

▸ Outputs

MSkill Embedding Picker

▸ Chunking Strategies Rag

▸ Assets

▸ Code

{ }Main { }Main

▸ Docs

MChunking Strategies for RAG

▸ Outputs

▸ Coreference Resolution

▸ Assets

▸ Code

▸ Docs

MCoreference Resolution

▸ Outputs

MSkill Coref Picker

▸ Entity Linking

▸ Assets

▸ Code

▸ Docs

MEntity Linking & Disambiguation

▸ Outputs

MSkill Entity Linker

▸ Relation Extraction Kg

▸ Assets

▸ Code

▸ Docs

MRelation Extraction & Knowledge Graph Construction

▸ Outputs

MSkill Re Designer

▸ Llm Evaluation Frameworks

▸ Assets

▸ Code

▸ Docs

MLLM Evaluation — RAGAS, DeepEval, G-Eval

▸ Outputs

MSkill Eval Architect

▸ Long Context Evaluation

▸ Assets

▸ Code

▸ Docs

MLong-Context Evaluation — NIAH, RULER, LongBench, MRCR

▸ Outputs

MSkill Long Context Eval

▸ Dialogue State Tracking

▸ Assets

▸ Code

▸ Docs

MDialogue State Tracking

▸ Outputs

MSkill Dst Designer

▸ Speech And Audio

▸ Audio Fundamentals

▸ Assets

▸ Code

▸ Docs

MAudio Fundamentals — Waveforms, Sampling, Fourier Transform

▸ Outputs

MSkill Audio Loader

▸ Spectrograms Mel Features

▸ Assets

▸ Code

▸ Docs

MSpectrograms, Mel Scale & Audio Features

▸ Outputs

MSkill Feature Extractor

▸ Audio Classification

▸ Assets

▸ Code

▸ Docs

MAudio Classification — From k-NN on MFCCs to AST and BEATs

▸ Outputs

MSkill Classifier Designer

▸ Speech Recognition Asr

▸ Assets

▸ Code

▸ Docs

MSpeech Recognition (ASR) — CTC, RNN-T, Attention

▸ Outputs

MSkill Asr Picker

▸ Whisper Architecture Finetuning

▸ Assets

▸ Code

▸ Docs

MWhisper — Architecture & Fine-Tuning

▸ Outputs

MSkill Whisper Tuner

▸ Speaker Recognition Verification

▸ Assets

▸ Code

▸ Docs

MSpeaker Recognition & Verification

▸ Outputs

MSkill Speaker Verifier

▸ Text To Speech

▸ Assets

▸ Code

▸ Docs

MText-to-Speech (TTS) — From Tacotron to F5 and Kokoro

▸ Outputs

MSkill Tts Designer

▸ Voice Cloning Conversion

▸ Assets

▸ Code

▸ Docs

MVoice Cloning & Voice Conversion

▸ Outputs

MSkill Voice Cloner

▸ Music Generation

▸ Assets

▸ Code

▸ Docs

MMusic Generation — MusicGen, Stable Audio, Suno, and the Licensing Earthquake

▸ Outputs

MSkill Music Designer

▸ Audio Language Models

▸ Assets

▸ Code

▸ Docs

MAudio-Language Models — Qwen2.5-Omni, Audio Flamingo, GPT-4o Audio

▸ Outputs

MSkill Alm Picker

▸ Real Time Audio Processing

▸ Assets

▸ Code

{ }Main { }Main

▸ Docs

MReal-Time Audio Processing

▸ Outputs

MSkill Realtime Pipeline

▸ Voice Assistant Pipeline

▸ Assets

▸ Code

▸ Docs

MBuild a Voice Assistant Pipeline — The Phase 6 Capstone

▸ Outputs

MSkill Voice Assistant Architect

▸ Neural Audio Codecs

▸ Assets

▸ Code

▸ Docs

MNeural Audio Codecs — EnCodec, SNAC, Mimi, DAC and the Semantic-Acoustic Split

▸ Outputs

MSkill Codec Picker

▸ Voice Activity Detection Turn Taking

▸ Assets

▸ Code

▸ Docs

MVoice Activity Detection & Turn-Taking — Silero, Cobra, and the Flush Trick

▸ Outputs

MSkill Vad Tuner

▸ Streaming Speech To Speech Moshi Hibiki

▸ Assets

▸ Code

▸ Docs

MStreaming Speech-to-Speech — Moshi, Hibiki, and Full-Duplex Dialogue

▸ Outputs

MSkill Duplex Pipeline

▸ Anti Spoofing Audio Watermarking

▸ Assets

▸ Code

▸ Docs

MVoice Anti-Spoofing & Audio Watermarking — ASVspoof 5, AudioSeal, WaveVerify

▸ Outputs

MSkill Spoof Defender

▸ Audio Evaluation Metrics

▸ Assets

▸ Code

▸ Docs

MAudio Evaluation — WER, MOS, UTMOS, MMAU, FAD, and the Open Leaderboards

▸ Outputs

MSkill Audio Evaluator

▸ Transformers Deep Dive

▸ Why Transformers

▸ Assets

▸ Code

▸ Docs

MWhy Transformers — The Problems with RNNs

▸ Outputs

MSkill Architecture Picker

▸ Self Attention From Scratch

▸ Code

{ }Main { }Self Attention

▸ Docs

MSelf-Attention from Scratch

▸ Outputs

MPrompt Attention Explainer

▸ Multi Head Attention

▸ Assets

▸ Code

{ }Main { }Main

▸ Docs

MMulti-Head Attention

▸ Outputs

MSkill Mha Configurator

▸ Positional Encoding

▸ Assets

▸ Code

{ }Main { }Main

▸ Docs

MPositional Encoding — Sinusoidal, RoPE, ALiBi

▸ Outputs

MSkill Positional Encoding Picker

▸ Full Transformer

▸ Assets

▸ Code

▸ Docs

MThe Full Transformer — Encoder + Decoder

▸ Outputs

MSkill Transformer Block Reviewer

▸ Bert Masked Language Modeling

▸ Assets

▸ Code

▸ Docs

MBERT — Masked Language Modeling

▸ Outputs

MSkill Bert Finetuner

▸ Gpt Causal Language Modeling

▸ Assets

▸ Code

▸ Docs

MGPT — Causal Language Modeling

▸ Outputs

MSkill Sampling Tuner

▸ T5 Bart Encoder Decoder

▸ Assets

▸ Code

▸ Docs

MT5, BART — Encoder-Decoder Models

▸ Outputs

MSkill Seq2seq Picker

▸ Vision Transformers

▸ Assets

▸ Code

▸ Docs

MVision Transformers (ViT)

▸ Outputs

MSkill Vit Configurator

▸ Audio Transformers Whisper

▸ Assets

▸ Code

▸ Docs

MAudio Transformers — Whisper Architecture

▸ Outputs

MSkill Asr Configurator

▸ Mixture Of Experts

▸ Assets

▸ Code

▸ Docs

MMixture of Experts (MoE)

▸ Outputs

MSkill Moe Configurator

▸ Kv Cache Flash Attention

▸ Assets

▸ Code

▸ Docs

MKV Cache, Flash Attention & Inference Optimization

▸ Outputs

MSkill Inference Optimizer

▸ Scaling Laws

▸ Assets

▸ Code

▸ Docs

▸ Outputs

MSkill Training Budget Estimator

▸ Build A Transformer Capstone

▸ Assets

▸ Code

▸ Docs

MBuild a Transformer from Scratch — The Capstone

▸ Outputs

MSkill Transformer Review

▸ Attention Variants

▸ Code

▸ Docs

MAttention Variants — Sliding Window, Sparse, Differential

▸ Outputs

MAttention Variant Picker

▸ Speculative Decoding

▸ Code

▸ Docs

MSpeculative Decoding — Draft, Verify, Repeat

▸ Outputs

MSpeculative Decoding Picker

▸ Generative Ai

▸ Generative Models Taxonomy History

▸ Assets

▸ Code

▸ Docs

MGenerative Models — Taxonomy & History

▸ Outputs

MSkill Model Chooser

▸ Autoencoders Vae

▸ Assets

▸ Code

▸ Docs

MAutoencoders & Variational Autoencoders (VAE)

▸ Outputs

MSkill Vae Trainer

▸ Gans Generator Discriminator

▸ Assets

▸ Code

▸ Docs

MGANs — Generator vs Discriminator

▸ Outputs

MSkill Gan Debugger

▸ Conditional Gans Pix2pix

▸ Assets

▸ Code

▸ Docs

MConditional GANs & Pix2Pix

▸ Outputs

MSkill Img2img Chooser

▸ Stylegan

▸ Assets

▸ Code

▸ Docs

▸ Outputs

MSkill Stylegan Inversion

▸ Diffusion Ddpm From Scratch

▸ Assets

▸ Code

▸ Docs

MDiffusion Models — DDPM from Scratch

▸ Outputs

MSkill Diffusion Trainer

▸ Latent Diffusion Stable Diffusion

▸ Assets

▸ Code

▸ Docs

MLatent Diffusion & Stable Diffusion

▸ Outputs

MSkill Sd Prompter

▸ Controlnet Lora Conditioning

▸ Assets

▸ Code

▸ Docs

MControlNet, LoRA & Conditioning

▸ Outputs

MSkill Sd Toolkit Composer

▸ Inpainting Outpainting Editing

▸ Assets

▸ Code

▸ Docs

MInpainting, Outpainting & Image Editing

▸ Outputs

MSkill Editing Pipeline

▸ Video Generation

▸ Assets

▸ Code

▸ Docs

MVideo Generation

▸ Outputs

MSkill Video Brief

▸ Audio Generation

▸ Assets

▸ Code

▸ Docs

MAudio Generation

▸ Outputs

MSkill Audio Brief

▸ 3d Generation

▸ Assets

▸ Code

▸ Docs

▸ Outputs

MSkill 3d Pipeline

▸ Flow Matching Rectified Flows

▸ Assets

▸ Code

▸ Docs

MFlow Matching & Rectified Flows

▸ Outputs

MSkill Fm Tuner

▸ Evaluation Fid Clip Score

▸ Assets

▸ Code

▸ Docs

MEvaluation — FID, CLIP Score, Human Preference

▸ Outputs

MSkill Eval Report

▸ Visual Autoregressive Var

▸ Code

▸ Docs

MVisual Autoregressive Modeling (VAR): Next-Scale Prediction

▸ Outputs

MSkill Var Tokenizer Designer

▸ Reinforcement Learning

▸ Mdps States Actions Rewards

▸ Assets

▸ Code

▸ Docs

MMDPs, States, Actions & Rewards

▸ Outputs

MSkill Mdp Modeler

▸ Dynamic Programming

▸ Assets

▸ Code

▸ Docs

MDynamic Programming — Policy Iteration & Value Iteration

▸ Outputs

MSkill Dp Solver

▸ Monte Carlo Methods

▸ Assets

▸ Code

▸ Docs

MMonte Carlo Methods — Learning from Complete Episodes

▸ Outputs

MSkill Mc Evaluator

▸ Q Learning Sarsa

▸ Assets

▸ Code

▸ Docs

MTemporal Difference — Q-Learning & SARSA

▸ Outputs

MSkill Td Agent

▸ Dqn

▸ Assets

▸ Code

▸ Docs

MDeep Q-Networks (DQN)

▸ Outputs

MSkill Dqn Trainer

▸ Policy Gradients Reinforce

▸ Assets

▸ Code

▸ Docs

MPolicy Gradient — REINFORCE from Scratch

▸ Outputs

MSkill Policy Gradient Trainer

▸ Actor Critic A2c A3c

▸ Assets

▸ Code

▸ Docs

MActor-Critic — A2C and A3C

▸ Outputs

MSkill Actor Critic Trainer

▸ Ppo

▸ Assets

▸ Code

▸ Docs

MProximal Policy Optimization (PPO)

▸ Outputs

MSkill Ppo Trainer

▸ Reward Modeling Rlhf

▸ Assets

▸ Code

▸ Docs

MReward Modeling & RLHF

▸ Outputs

MSkill Rlhf Architect

▸ Multi Agent Rl

▸ Assets

▸ Code

▸ Docs

MMulti-Agent RL

▸ Outputs

MSkill Marl Architect

▸ Sim To Real Transfer

▸ Assets

▸ Code

▸ Docs

MSim-to-Real Transfer

▸ Outputs

MSkill Sim2real Planner

▸ Rl For Games

▸ Assets

▸ Code

▸ Docs

MRL for Games — AlphaZero, MuZero, and the LLM-Reasoning Era

▸ Outputs

MSkill Game Rl Designer

▸ Llms From Scratch

▸ Tokenizers

▸ Code

{ }Bpe { }Bpe { }Main

▸ Docs

MTokenizers: BPE, WordPiece, SentencePiece

▸ Outputs

MPrompt Tokenizer Analyzer MTokenizer Selection and Implementation

▸ Building A Tokenizer

▸ Code

▸ Docs

MBuilding a Tokenizer from Scratch

▸ Outputs

MProduction Tokenizer Builder

▸ Data Pipelines

▸ Code

▸ Docs

MData Pipelines for Pre-Training

▸ Outputs

MData Quality Checker for LLM Pre-Training

▸ Pre Training Mini Gpt

▸ Code

{ }Main { }Main

▸ Docs

MPre-Training a Mini GPT (124M Parameters)

▸ Outputs

MGPT Architecture Analyzer

▸ Scaling Distributed

▸ Code

▸ Docs

MScaling: Distributed Training, FSDP, DeepSpeed

▸ Outputs

MDistributed Training Planner

▸ Instruction Tuning Sft

▸ Code

▸ Docs

MInstruction Tuning (SFT)

▸ Outputs

MSFT Data Curator

▸ Rlhf

▸ Code

▸ Docs

MRLHF: Reward Model + PPO

▸ Outputs

MReward Model Designer

▸ Dpo

▸ Code

▸ Docs

MDPO: Direct Preference Optimization

▸ Outputs

MAlignment Method Selector

▸ Constitutional Ai Self Improvement

▸ Assets

▸ Code

▸ Docs

MConstitutional AI and Self-Improvement

▸ Outputs

MSkill Self Improvement Auditor

▸ Evaluation

▸ Code

▸ Docs

MEvaluation: Benchmarks, Evals, LM Harness

▸ Outputs

MPrompt Eval Designer MLLM Evaluation Strategy

▸ Quantization

▸ Code

{ }Main { }Main

▸ Docs

MQuantization: Making Models Fit

▸ Outputs

MQuantization Decision Framework

▸ Inference Optimization

▸ Code

{ }Main { }Main

▸ Docs

MInference Optimization

▸ Outputs

MLLM Inference Optimization Pattern

▸ Building Complete Llm Pipeline

▸ Assets

▸ Code

▸ Docs

MBuilding a Complete LLM Pipeline

▸ Outputs

MSkill Llm Pipeline Reviewer

▸ Open Models Architecture Walkthroughs

▸ Assets

▸ Code

▸ Docs

MOpen Models: Architecture Walkthroughs

▸ Outputs

MSkill Open Model Picker

▸ Speculative Decoding Eagle3

▸ Assets

▸ Code

▸ Docs

MSpeculative Decoding and EAGLE-3

▸ Outputs

MSkill Eagle3 Tuner

▸ Differential Attention V2

▸ Assets

▸ Code

▸ Docs

MDifferential Attention (V2)

▸ Outputs

MSkill Diff Attention Integrator

▸ Native Sparse Attention

▸ Assets

▸ Code

▸ Docs

MNative Sparse Attention (DeepSeek NSA)

▸ Outputs

MSkill Nsa Integrator

▸ Multi Token Prediction

▸ Assets

▸ Code

▸ Docs

MMulti-Token Prediction (MTP)

▸ Outputs

MSkill Mtp Planner

▸ Dualpipe Parallelism

▸ Assets

▸ Code

▸ Docs

MDualPipe Parallelism

▸ Outputs

MSkill Dualpipe Planner

▸ Deepseek V3 Walkthrough

▸ Assets

▸ Code

▸ Docs

MDeepSeek-V3 Architecture Walkthrough

▸ Outputs

MSkill Deepseek V3 Reader

▸ Jamba Hybrid Ssm Transformer

▸ Assets

▸ Code

▸ Docs

MJamba — Hybrid SSM-Transformer

▸ Outputs

MSkill Hybrid Picker

▸ Async Hogwild Inference

▸ Assets

▸ Code

▸ Docs

MAsync and Hogwild! Inference

▸ Outputs

MSkill Parallel Inference Router

▸ Speculative Decoding

▸ Code

▸ Docs

MSpeculative Decoding and EAGLE

▸ Outputs

MSkill Speculative Tuning

▸ Gradient Checkpointing

▸ Code

▸ Docs

MGradient Checkpointing and Activation Recomputation

▸ Outputs

MSkill Checkpointing Planner

▸ Llm Engineering

▸ Prompt Engineering

▸ Code

{ }Main { }Prompt Engineering

▸ Docs

MPrompt Engineering: Techniques & Patterns

▸ Outputs

MPrompt Prompt Optimizer MPrompt Pattern Selection Guide

▸ Few Shot Cot

▸ Code

{ }Advanced Prompting

▸ Docs

MFew-Shot, Chain-of-Thought, Tree-of-Thought

▸ Outputs

MPrompt Reasoning Chain MReasoning Technique Selection Guide

▸ Structured Outputs

▸ Code

{ }Main { }Main

▸ Docs

MStructured Outputs: JSON, Schema Validation, Constrained Decoding

▸ Outputs

MPrompt Structured Extractor MStructured Output Strategy

▸ Embeddings

▸ Code

{ }Embeddings { }Main

▸ Docs

MEmbeddings & Vector Representations

▸ Outputs

MPrompt Embedding Advisor MEmbedding Patterns

▸ Context Engineering

▸ Code

{ }Main { }Main

▸ Docs

MContext Engineering: Windows, Budgets, Memory, and Retrieval

▸ Outputs

MPrompt Context Optimizer MContext Engineering

▸ Rag

▸ Code

{ }Main { }Main

▸ Docs

MRAG (Retrieval-Augmented Generation)

▸ Outputs

MPrompt Rag Architect MRAG Pipeline Pattern

▸ Advanced Rag

▸ Code

▸ Docs

MAdvanced RAG (Chunking, Reranking, Hybrid Search)

▸ Outputs

MPrompt Advanced Rag Debugger MAdvanced RAG Pattern

▸ Fine Tuning Lora

▸ Code

▸ Docs

MFine-Tuning with LoRA & QLoRA

▸ Outputs

MPrompt Lora Advisor MFine-Tuning Decision Guide

▸ Function Calling

▸ Code

{ }Function Calling { }Main

▸ Docs

MFunction Calling & Tool Use

▸ Outputs

MPrompt Tool Designer MFunction Calling Patterns

▸ Evaluation

▸ Code

{ }Eval Framework

▸ Docs

MEvaluation & Testing LLM Applications

▸ Outputs

MPrompt Eval Designer MEval Patterns

▸ Caching Cost

▸ Code

{ }Caching Cost

▸ Docs

MCaching, Rate Limiting & Cost Optimization

▸ Outputs

MPrompt Cost Optimizer MLLM Cost Optimization Patterns

▸ Guardrails

▸ Code

{ }Guardrails { }Main

▸ Docs

MGuardrails, Safety & Content Filtering

▸ Outputs

MPrompt Safety Auditor MGuardrail Patterns

▸ Production App

▸ Code

{ }Production App

▸ Docs

MBuilding a Production LLM Application

▸ Outputs

MPrompt Architecture Reviewer MProduction LLM Checklist

▸ Model Context Protocol

▸ Assets

▸ Code

▸ Docs

MModel Context Protocol (MCP)

▸ Outputs

MSkill Mcp Server Designer

▸ Prompt Caching

▸ Assets

▸ Code

▸ Docs

MPrompt Caching and Context Caching

▸ Outputs

MSkill Prompt Caching Planner

▸ Langgraph State Machines

▸ Assets

▸ Code

▸ Docs

MLangGraph — State Machines for Agents

▸ Outputs

MSkill Stategraph Designer

▸ Agent Framework Tradeoffs

▸ Assets

▸ Code

▸ Docs

MAgent Framework Tradeoffs — LangGraph vs CrewAI vs AutoGen vs Agno

▸ Outputs

MSkill Framework Picker

▸ Multimodal Ai

▸ Vision Transformer Patch Tokens

▸ Assets

▸ Code

▸ Docs

MVision Transformers and the Patch-Token Primitive

▸ Outputs

MSkill Patch Geometry Reader

▸ Clip Contrastive Pretraining

▸ Assets

▸ Code

▸ Docs

MCLIP and Contrastive Vision-Language Pretraining

▸ Outputs

MSkill Clip Zero Shot

▸ Blip2 Qformer Bridge

▸ Assets

▸ Code

▸ Docs

MFrom CLIP to BLIP-2 — Q-Former as Modality Bridge

▸ Outputs

MSkill Modality Bridge Picker

▸ Flamingo Gated Cross Attention

▸ Assets

▸ Code

▸ Docs

MFlamingo and Gated Cross-Attention for Few-Shot VLMs

▸ Outputs

MSkill Gated Bridge Diagnostic

▸ Llava Visual Instruction Tuning

▸ Assets

▸ Code

▸ Docs

MLLaVA and Visual Instruction Tuning

▸ Outputs

MSkill Llava Vibes Eval

▸ Any Resolution Patch N Pack

▸ Assets

▸ Code

▸ Docs

MAny-Resolution Vision: Patch-n'-Pack and NaFlex

▸ Outputs

MSkill Resolution Budget Planner

▸ Open Weight Vlm Recipes

▸ Assets

▸ Code

▸ Docs

MOpen-Weight VLM Recipes: What Actually Matters

▸ Outputs

MSkill Vlm Recipe Picker

▸ Llava Onevision Single Multi Video

▸ Assets

▸ Code

▸ Docs

MLLaVA-OneVision: Single-Image, Multi-Image, Video in One Model

▸ Outputs

MSkill Onevision Budget Planner

▸ Qwen Vl Family Dynamic Fps

▸ Assets

▸ Code

▸ Docs

MQwen-VL Family and Dynamic-FPS Video

▸ Outputs

MSkill Qwen Vl Pipeline Designer

▸ Internvl3 Native Multimodal

▸ Assets

▸ Code

▸ Docs

MInternVL3: Native Multimodal Pretraining

▸ Outputs

MSkill Native Vs Posthoc Auditor

▸ Chameleon Early Fusion Tokens

▸ Assets

▸ Code

▸ Docs

MChameleon and Early-Fusion Token-Only Multimodal Models

▸ Outputs

MSkill Tokenizer Vs Adapter Picker

▸ Emu3 Next Token For Generation

▸ Assets

▸ Code

▸ Docs

MEmu3: Next-Token Prediction for Image and Video Generation

▸ Outputs

MSkill Token Gen Cost Analyzer

▸ Transfusion Autoregressive Diffusion

▸ Assets

▸ Code

▸ Docs

MTransfusion: Autoregressive Text + Diffusion Image in One Transformer

▸ Outputs

MSkill Two Loss Trainer Designer

▸ Show O Discrete Diffusion Unified

▸ Assets

▸ Code

▸ Docs

MShow-o and Discrete-Diffusion Unified Models

▸ Outputs

MSkill Unified Gen Model Picker

▸ Janus Pro Decoupled Encoders

▸ Assets

▸ Code

▸ Docs

MJanus-Pro: Decoupled Encoders for Unified Multimodal Models

▸ Outputs

MSkill Decoupled Encoder Picker

▸ Mio Any To Any Streaming

▸ Assets

▸ Code

▸ Docs

MMIO and Any-to-Any Streaming Multimodal Models

▸ Outputs

MSkill Any To Any Pipeline Auditor

▸ Video Language Temporal Grounding

▸ Assets

▸ Code

▸ Docs

MVideo-Language Models: Temporal Tokens and Grounding

▸ Outputs

MSkill Video Vlm Frame Planner

▸ Long Video Million Token

▸ Assets

▸ Code

▸ Docs

MLong-Video Understanding at Million-Token Context

▸ Outputs

MSkill Long Video Strategy Planner

▸ Audio Language Whisper To Af3

▸ Assets

▸ Code

▸ Docs

MAudio-Language Models: the Whisper to Audio Flamingo 3 Arc

▸ Outputs

MSkill Audio Llm Pipeline Picker

▸ Omni Models Thinker Talker

▸ Assets

▸ Code

▸ Docs

MOmni Models: Qwen2.5-Omni and the Thinker-Talker Split

▸ Outputs

MSkill Omni Streaming Budget

▸ Embodied Vlas Openvla Pi0 Groot

▸ Assets

▸ Code

▸ Docs

MEmbodied VLAs: RT-2, OpenVLA, π0, GR00T

▸ Outputs

MSkill Vla Action Format Picker

▸ Document Diagram Understanding

▸ Assets

▸ Code

▸ Docs

MDocument and Diagram Understanding

▸ Outputs

MSkill Document Ai Stack Picker

▸ Colpali Vision Native Rag

▸ Assets

▸ Code

▸ Docs

MColPali and Vision-Native Document RAG

▸ Outputs

MSkill Vision Rag Designer

▸ Multimodal Rag Cross Modal

▸ Assets

▸ Code

▸ Docs

MMultimodal RAG and Cross-Modal Retrieval

▸ Outputs

MSkill Multimodal Rag Designer

▸ Multimodal Agents Computer Use

▸ Assets

▸ Code

▸ Docs

MMultimodal Agents and Computer-Use (Capstone)

▸ Outputs

MSkill Multimodal Agent Designer

▸ Tools And Protocols

▸ The Tool Interface

▸ Assets

▸ Code

{ }Main { }Main

▸ Docs

MThe Tool Interface — Why Agents Need Structured I/O

▸ Outputs

MSkill Tool Interface Reviewer

▸ Function Calling Deep Dive

▸ Assets

▸ Code

▸ Docs

MFunction Calling Deep Dive — OpenAI, Anthropic, Gemini

▸ Outputs

MSkill Provider Portability Audit

▸ Parallel And Streaming Tool Calls

▸ Assets

▸ Code

▸ Docs

MParallel Tool Calls and Streaming with Tools

▸ Outputs

MSkill Parallel Call Safety Check

▸ Structured Output

▸ Assets

▸ Code

▸ Docs

MStructured Output — JSON Schema, Pydantic, Zod, Constrained Decoding

▸ Outputs

MSkill Structured Output Designer

▸ Tool Schema Design

▸ Assets

▸ Code

▸ Docs

MTool Schema Design — Naming, Descriptions, Parameter Constraints

▸ Outputs

MSkill Tool Schema Linter

▸ Mcp Fundamentals

▸ Assets

▸ Code

▸ Docs

MMCP Fundamentals — Primitives, Lifecycle, JSON-RPC Base

▸ Outputs

MSkill Mcp Handshake Tracer

▸ Building An Mcp Server

▸ Assets

▸ Code

{ }Main { }Main

▸ Docs

MBuilding an MCP Server — Python + TypeScript SDKs

▸ Outputs

MSkill Mcp Server Scaffolder

▸ Building An Mcp Client

▸ Assets

▸ Code

▸ Docs

MBuilding an MCP Client — Discovery, Invocation, Session Management

▸ Outputs

MSkill Mcp Client Harness

▸ Mcp Transports

▸ Assets

▸ Code

▸ Docs

MMCP Transports — stdio vs Streamable HTTP vs SSE Migration

▸ Outputs

MSkill Mcp Transport Migrator

▸ Mcp Resources And Prompts

▸ Assets

▸ Code

▸ Docs

MMCP Resources and Prompts — Context Exposure Beyond Tools

▸ Outputs

MSkill Primitive Splitter

▸ Mcp Sampling

▸ Assets

▸ Code

▸ Docs

MMCP Sampling — Server-Requested LLM Completions and Agent Loops

▸ Outputs

MSkill Sampling Loop Designer

▸ Mcp Roots And Elicitation

▸ Assets

▸ Code

▸ Docs

MRoots and Elicitation — Scoping and Mid-Flight User Input

▸ Outputs

MSkill Elicitation Form Designer

▸ Mcp Async Tasks

▸ Assets

▸ Code

▸ Docs

MAsync Tasks (SEP-1686) — Call-Now, Fetch-Later for Long-Running Work

▸ Outputs

MSkill Task Store Designer

▸ Mcp Apps

▸ Assets

▸ Code

▸ Docs

MMCP Apps — Interactive UI Resources via ui://

▸ Outputs

MSkill Mcp Apps Spec

▸ Mcp Security Tool Poisoning

▸ Assets

▸ Code

▸ Docs

MMCP Security I — Tool Poisoning, Rug Pulls, Cross-Server Shadowing

▸ Outputs

MSkill Mcp Threat Model

▸ Mcp Security Oauth 2 1

▸ Assets

▸ Code

▸ Docs

MMCP Security II — OAuth 2.1, Resource Indicators, Incremental Scopes

▸ Outputs

MSkill Oauth Scope Planner

▸ Mcp Gateways And Registries

▸ Assets

▸ Code

▸ Docs

MMCP Gateways and Registries — Enterprise Control Planes

▸ Outputs

MSkill Gateway Bootstrap

▸ Mcp Auth Production

▸ Assets

▸ Code

▸ Docs

MMCP Auth in Production — DCR, JWKS Rotation, Audience-Pinned Tokens on iii Primitives

▸ Outputs

MSkill Mcp Auth Iii

▸ A2a Protocol

▸ Assets

▸ Code

{ }Main { }Main

▸ Docs

MA2A — Agent-to-Agent Protocol

▸ Outputs

MSkill A2a Agent Spec

▸ Opentelemetry Genai

▸ Assets

▸ Code

▸ Docs

MOpenTelemetry GenAI — Tracing Tool Calls End-to-End

▸ Outputs

MSkill Otel Genai Instrumentation

▸ Llm Routing Layer

▸ Assets

▸ Code

▸ Docs

MLLM Routing Layer — LiteLLM, OpenRouter, Portkey

▸ Outputs

MSkill Routing Config Designer

▸ Skills And Agent Sdks

▸ Assets

▸ Code

▸ Docs

MSkills and Agent SDKs — Anthropic Skills, AGENTS.md, OpenAI Apps SDK

▸ Outputs

MSkill Agent Bundle

▸ Capstone Tool Ecosystem

▸ Assets

▸ Code

▸ Docs

MCapstone — Build a Complete Tool Ecosystem

▸ Outputs

MSkill Ecosystem Blueprint

▸ Agent Engineering

▸ The Agent Loop

▸ Assets

▸ Code

{ }Main { }Main

▸ Docs

MThe Agent Loop: Observe, Think, Act

▸ Outputs

MSkill Agent Loop

▸ Rewoo Plan And Execute

▸ Assets

▸ Code

▸ Docs

MReWOO and Plan-and-Execute: Decoupled Planning

▸ Outputs

MSkill Rewoo Planner

▸ Reflexion Verbal Rl

▸ Assets

▸ Code

▸ Docs

MReflexion: Verbal Reinforcement Learning

▸ Outputs

MSkill Reflexion Buffer

▸ Tree Of Thoughts Lats

▸ Assets

▸ Code

▸ Docs

MTree of Thoughts and LATS: Deliberate Search

▸ Outputs

MSkill Search Policy

▸ Self Refine And Critic

▸ Assets

▸ Code

▸ Docs

MSelf-Refine and CRITIC: Iterative Output Improvement

▸ Outputs

MSkill Refine Loop

▸ Tool Use And Function Calling

▸ Assets

▸ Code

{ }Main { }Main

▸ Docs

MTool Use and Function Calling

▸ Outputs

MSkill Tool Registry

▸ Memory Virtual Context Memgpt

▸ Assets

▸ Code

▸ Docs

MMemory: Virtual Context and MemGPT

▸ Outputs

MSkill Virtual Memory

▸ Memory Blocks Sleep Time Compute

▸ Assets

▸ Code

▸ Docs

MMemory Blocks and Sleep-Time Compute (Letta)

▸ Outputs

MSkill Memory Blocks

▸ Hybrid Memory Mem0

▸ Assets

▸ Code

▸ Docs

MHybrid Memory: Vector + Graph + KV (Mem0)

▸ Outputs

MSkill Hybrid Memory

▸ Skill Libraries Voyager

▸ Assets

▸ Code

▸ Docs

MSkill Libraries and Lifelong Learning (Voyager)

▸ Outputs

MSkill Skill Library

▸ Planning Htn And Evolutionary

▸ Assets

▸ Code

▸ Docs

MPlanning with HTN and Evolutionary Search

▸ Outputs

MSkill Hybrid Planner

▸ Anthropic Workflow Patterns

▸ Assets

▸ Code

▸ Docs

MAnthropic's Workflow Patterns: Simple Over Complex

▸ Outputs

MSkill Workflow Picker

▸ Langgraph Stateful Graphs

▸ Assets

▸ Code

{ }Main { }Main

▸ Docs

MLangGraph: Stateful Graphs and Durable Execution

▸ Outputs

MSkill State Graph

▸ Autogen Actor Model

▸ Assets

▸ Code

▸ Docs

MAutoGen v0.4: Actor Model and Agent Framework

▸ Outputs

MSkill Actor Runtime

▸ Crewai Role Based Crews

▸ Assets

▸ Code

▸ Docs

MCrewAI: Role-Based Crews and Flows

▸ Outputs

MSkill Crew Or Flow

▸ Openai Agents Sdk

▸ Assets

▸ Code

▸ Docs

MOpenAI Agents SDK: Handoffs, Guardrails, Tracing

▸ Outputs

MSkill Agents Sdk Scaffold

▸ Claude Agent Sdk

▸ Assets

▸ Code

▸ Docs

MClaude Agent SDK: Subagents and Session Store

▸ Outputs

MSkill Claude Agent Scaffold

▸ Agno And Mastra Runtimes

▸ Assets

▸ Code

{ }Main { }Main

▸ Docs

MAgno and Mastra: Production Runtimes

▸ Outputs

MSkill Runtime Picker

▸ Benchmarks Swebench Gaia

▸ Assets

▸ Code

▸ Docs

MBenchmarks: SWE-bench, GAIA, AgentBench

▸ Outputs

MSkill Benchmark Harness

▸ Benchmarks Webarena Osworld

▸ Assets

▸ Code

▸ Docs

MBenchmarks: WebArena and OSWorld

▸ Outputs

MSkill Web Desktop Harness

▸ Computer Use Agents

▸ Assets

▸ Code

▸ Docs

MComputer Use: Claude, OpenAI CUA, Gemini

▸ Outputs

MSkill Computer Use Safety

▸ Voice Agents Pipecat Livekit

▸ Assets

▸ Code

▸ Docs

MVoice Agents: Pipecat and LiveKit

▸ Outputs

MSkill Voice Pipeline

▸ Otel Genai Conventions

▸ Assets

▸ Code

▸ Docs

MOpenTelemetry GenAI Semantic Conventions

▸ Outputs

MSkill Otel Genai

▸ Agent Observability Platforms

▸ Assets

▸ Code

▸ Docs

MAgent Observability: Langfuse, Phoenix, Opik

▸ Outputs

MSkill Obs Platform Wiring

▸ Multi Agent Debate

▸ Assets

▸ Code

▸ Docs

MMulti-Agent Debate and Collaboration

▸ Outputs

▸ Failure Modes Agentic

▸ Assets

▸ Code

▸ Docs

MFailure Modes: Why Agents Break

▸ Outputs

MSkill Failure Detector

▸ Prompt Injection Defense

▸ Assets

▸ Code

▸ Docs

MPrompt Injection and the PVE Defense

▸ Outputs

MSkill Injection Defense

▸ Orchestration Patterns

▸ Assets

▸ Code

▸ Docs

MOrchestration Patterns: Supervisor, Swarm, Hierarchical

▸ Outputs

MSkill Orchestration Picker

▸ Production Runtimes

▸ Assets

▸ Code

▸ Docs

MProduction Runtimes: Queue, Event, Cron

▸ Outputs

MSkill Runtime Shape

▸ Eval Driven Agent Development

▸ Assets

▸ Code

▸ Docs

MEval-Driven Agent Development

▸ Outputs

MSkill Eval Suite

▸ Agent Workbench Why Models Fail

▸ Code

▸ Docs

MAgent Workbench Engineering: Why Capable Models Still Fail

MMission - Agent Workbench: Why Capable Models Still Fail

▸ Outputs

MSkill Workbench Audit

▸ Minimal Agent Workbench

▸ Code

▸ Docs

MThe Minimal Agent Workbench

MMission - The Minimal Agent Workbench

▸ Outputs

MSkill Minimal Workbench

▸ Instructions As Executable Constraints

▸ Code

MAgent Rules { }Main

▸ Docs

MAgent Instructions as Executable Constraints

MMission - Agent Instructions as Executable Constraints

▸ Outputs

MSkill Rule Set Builder

▸ Repo Memory And State

▸ Code

▸ Docs

MRepo Memory and Durable State

MMission - Repo Memory and Durable State

▸ Outputs

MSkill State Schema

▸ Initialization Scripts

▸ Code

▸ Docs

MInitialization Scripts for Agents

MMission - Initialization Scripts for Agents

▸ Outputs

MSkill Init Script

▸ Scope Contracts

▸ Code

▸ Docs

MScope Contracts and Task Boundaries

MMission - Scope Contracts and Task Boundaries

▸ Outputs

MSkill Scope Contract

▸ Runtime Feedback Loops

▸ Code

▸ Docs

MRuntime Feedback Loops

MMission - Runtime Feedback Loops

▸ Outputs

MSkill Feedback Runner

▸ Verification Gates

▸ Code

▸ Docs

MVerification Gates

MMission - Verification Gates

▸ Outputs

MSkill Verification Gate

▸ Reviewer Agent

▸ Code

▸ Docs

MReviewer Agent: Separate Builder from Marker

MMission - Reviewer Agent: Separate Builder from Marker

▸ Outputs

MSkill Reviewer Agent

▸ Multi Session Handoff

▸ Code

▸ Docs

MMulti-Session Handoff

MMission - Multi-Session Handoff

▸ Outputs

MSkill Handoff Generator

▸ Workbench For Real Repos

▸ Code

▸ Docs

MThe Workbench on a Real Repo

MMission - The Workbench on a Real Repo

▸ Outputs

MSkill Workbench Benchmark

▸ Agent Workbench Capstone

▸ Code

▸ Docs

MCapstone: Ship a Reusable Agent Workbench Pack

MMission - Capstone: Ship a Reusable Agent Workbench Pack

▸ Outputs

▸ Agent Workbench Pack

▸ Bin

▸ Docs

MAgent Rules MHandoff Protocol MReliability Policy MReviewer Rubric

▸ Schemas

{ }Agent State.schema { }Scope Contract.schema { }Task Board.schema

▸ Scripts

{ }Generate Handoff { }Init Agent { }Run With Feedback { }Verify Agent

MSkill Workbench Pack

▸ Autonomous Systems

▸ Long Horizon Agents

▸ Assets

▸ Code

▸ Docs

MThe Shift from Chatbots to Long-Horizon Agents

▸ Outputs

MSkill Horizon Reality Check

▸ Star Family Reasoning

▸ Assets

▸ Code

▸ Docs

MSTaR, V-STaR, Quiet-STaR — Self-Taught Reasoning

▸ Outputs

MSkill Star Loop Reviewer

▸ Alphaevolve Evolutionary Coding

▸ Assets

▸ Code

▸ Docs

MAlphaEvolve — Evolutionary Coding Agents

▸ Outputs

MSkill Evaluator Rigor Audit

▸ Darwin Godel Machine

▸ Assets

▸ Code

▸ Docs

MDarwin Godel Machine — Open-Ended Self-Modifying Agents

▸ Outputs

MSkill Dgm Evaluator Firewall

▸ Ai Scientist V2

▸ Assets

▸ Code

▸ Docs

MAI Scientist v2 — Workshop-Level Autonomous Research

▸ Outputs

MSkill Ai Scientist Sandbox Review

▸ Automated Alignment Research

▸ Assets

▸ Code

▸ Docs

MAutomated Alignment Research (Anthropic AAR)

▸ Outputs

MSkill Aar Deployment Review

▸ Recursive Self Improvement

▸ Assets

▸ Code

▸ Docs

MRecursive Self-Improvement — Capability vs Alignment

▸ Outputs

MSkill Rsi Cycle Pause Spec

▸ Bounded Self Improvement

▸ Assets

▸ Code

▸ Docs

MBounded Self-Improvement Designs

▸ Outputs

MSkill Bounded Loop Review

▸ Coding Agent Landscape

▸ Assets

▸ Code

▸ Docs

MThe Autonomous Coding Agent Landscape (2026)

▸ Outputs

MSkill Scaffold Audit

▸ Claude Code Permission Modes

▸ Assets

▸ Code

▸ Docs

MClaude Code as an Autonomous Agent: Permission Modes and Auto Mode

▸ Outputs

MSkill Permission Mode Picker

▸ Browser Agents

▸ Assets

▸ Code

▸ Docs

MBrowser Agents and Long-Horizon Web Tasks

▸ Outputs

MSkill Browser Agent Trust Boundary

▸ Durable Execution

▸ Assets

▸ Code

▸ Docs

MLong-Running Background Agents: Durable Execution

▸ Outputs

MSkill Durable Execution Review

▸ Cost Governors

▸ Assets

▸ Code

▸ Docs

MAction Budgets, Iteration Caps, and Cost Governors

▸ Outputs

MSkill Agent Budget Audit

▸ Kill Switches Canaries

▸ Assets

▸ Code

▸ Docs

MKill Switches, Circuit Breakers, and Canary Tokens

▸ Outputs

MSkill Tripwire Design

▸ Propose Then Commit

▸ Assets

▸ Code

▸ Docs

MHuman-in-the-Loop: Propose-Then-Commit

▸ Outputs

MSkill Hitl Design

▸ Checkpoints Rollback

▸ Assets

▸ Code

▸ Docs

MCheckpoints and Rollback

▸ Outputs

MSkill Rollback Rehearsal

▸ Constitutional Ai

▸ Assets

▸ Code

▸ Docs

MConstitutional AI and Rule Overrides

▸ Outputs

MSkill Constitution Review

▸ Llama Guard

▸ Assets

▸ Code

▸ Docs

MLlama Guard and Input/Output Classification

▸ Outputs

MSkill Classifier Stack Audit

▸ Anthropic Rsp

▸ Assets

▸ Code

▸ Docs

MAnthropic Responsible Scaling Policy v3.0

▸ Outputs

MSkill Scaling Policy Review

▸ Openai Preparedness Deepmind Fsf

▸ Assets

▸ Code

▸ Docs

MOpenAI Preparedness Framework and DeepMind Frontier Safety Framework

▸ Outputs

MSkill Cross Policy Diff

▸ Metr External Evaluation

▸ Assets

▸ Code

▸ Docs

MMETR Time Horizons and External Capability Evaluation

▸ Outputs

MSkill Horizon Interpretation

▸ Cais Caisi Societal Risk

▸ Assets

▸ Code

▸ Docs

MCAIS, CAISI, and Societal-Scale Risk

▸ Outputs

MSkill Societal Risk Review

▸ Multi Agent And Swarms

▸ Why Multi Agent

▸ Code

{ }Single Vs Multi

▸ Docs

MWhy Multi-Agent?

▸ Outputs

MPrompt Multi Agent Decision

▸ Fipa Acl Heritage

▸ Assets

▸ Code

▸ Docs

MHeritage of FIPA-ACL and Speech Acts

▸ Outputs

MSkill Fipa Mapper

▸ Communication Protocols

▸ Code

▸ Docs

MCommunication Protocols

▸ Outputs

MPrompt Protocol Selector

▸ Primitive Model

▸ Assets

▸ Code

▸ Docs

MThe Multi-Agent Primitive Model

▸ Outputs

MSkill Primitive Mapper

▸ Supervisor Orchestrator Pattern

▸ Assets

▸ Code

▸ Docs

MSupervisor / Orchestrator-Worker Pattern

▸ Outputs

MSkill Supervisor Designer

▸ Hierarchical Architecture

▸ Assets

▸ Code

▸ Docs

MHierarchical Architecture and Its Failure Mode

▸ Outputs

MSkill Hierarchy Fitness

▸ Society Of Mind Debate

▸ Assets

▸ Code

▸ Docs

MSociety of Mind and Multi-Agent Debate

▸ Outputs

MSkill Debate Configurator

▸ Role Specialization

▸ Assets

▸ Code

▸ Docs

MRole Specialization — Planner, Critic, Executor, Verifier

▸ Outputs

MSkill Role Designer

▸ Parallel Swarm Networks

▸ Assets

▸ Code

▸ Docs

MParallel / Swarm / Networked Architectures

▸ Outputs

MSkill Swarm Fit

▸ Group Chat Speaker Selection

▸ Assets

▸ Code

▸ Docs

MGroup Chat and Speaker Selection

▸ Outputs

MSkill Groupchat Selector

▸ Handoffs And Routines

▸ Assets

▸ Code

▸ Docs

MHandoffs and Routines — Stateless Orchestration

▸ Outputs

MSkill Handoff Designer

▸ A2a Protocol

▸ Assets

▸ Code

▸ Docs

MA2A — The Agent-to-Agent Protocol

▸ Outputs

MSkill A2a Integrator

▸ Shared Memory Blackboard

▸ Assets

▸ Code

▸ Docs

MShared Memory and Blackboard Patterns

▸ Outputs

MSkill Memory Auditor

▸ Consensus And Bft

▸ Assets

▸ Code

▸ Docs

MConsensus and Byzantine Fault Tolerance for Agents

▸ Outputs

MSkill Consensus Designer

▸ Voting Debate Topology

▸ Assets

▸ Code

▸ Docs

MVoting, Self-Consistency, and Debate Topology

▸ Outputs

MSkill Topology Picker

▸ Negotiation Bargaining

▸ Assets

▸ Code

▸ Docs

MNegotiation and Bargaining

▸ Outputs

MSkill Bargainer Designer

▸ Generative Agents Simulation

▸ Assets

▸ Code

▸ Docs

MGenerative Agents and Emergent Simulation

▸ Outputs

MSkill Simulation Designer

▸ Theory Of Mind Coordination

▸ Assets

▸ Code

▸ Docs

MTheory of Mind and Emergent Coordination

▸ Outputs

MSkill Tom Auditor

▸ Swarm Optimization Pso Aco

▸ Assets

▸ Code

▸ Docs

MSwarm Optimization for LLMs (PSO, ACO)

▸ Outputs

MSkill Swarm Optimizer

▸ Marl Maddpg Qmix Mappo

▸ Assets

▸ Code

▸ Docs

MMARL — MADDPG, QMIX, MAPPO

▸ Outputs

MSkill Marl Picker

▸ Agent Economies

▸ Assets

▸ Code

▸ Docs

MAgent Economies, Token Incentives, Reputation

▸ Outputs

MSkill Economy Designer

▸ Production Scaling Queues Checkpoints

▸ Assets

▸ Code

▸ Docs

MProduction Scaling — Queues, Checkpoints, Durability

▸ Outputs

MSkill Scaling Advisor

▸ Failure Modes Mast Groupthink

▸ Assets

▸ Code

▸ Docs

MFailure Modes — MAST, Groupthink, Monoculture, Cascading Errors

▸ Outputs

MSkill Mast Auditor

▸ Evaluation Coordination Benchmarks

▸ Assets

▸ Code

▸ Docs

MEvaluation and Coordination Benchmarks

▸ Outputs

MSkill Benchmark Reader

▸ Case Studies 2026 Sota

▸ Assets

▸ Code

▸ Docs

MCase Studies and the 2026 State of the Art

▸ Outputs

MSkill Case Study Mapper

▸ Infrastructure And Production

▸ Managed Llm Platforms

▸ Assets

▸ Code

▸ Docs

MManaged LLM Platforms — Bedrock, Vertex AI, Azure OpenAI

▸ Outputs

MSkill Managed Platform Picker

▸ Inference Platform Economics

▸ Assets

▸ Code

▸ Docs

MInference Platform Economics — Fireworks, Together, Baseten, Modal, Replicate, Anyscale

▸ Outputs

MSkill Inference Platform Picker

▸ Gpu Autoscaling Kubernetes

▸ Assets

▸ Code

▸ Docs

MGPU Autoscaling on Kubernetes — Karpenter, KAI Scheduler, Gang Scheduling

▸ Outputs

MSkill Gpu Autoscaler Plan

▸ Vllm Serving Internals

▸ Assets

▸ Code

▸ Docs

MvLLM Serving Internals: PagedAttention, Continuous Batching, Chunked Prefill

▸ Outputs

MSkill Vllm Scheduler Reader

▸ Eagle3 Speculative Decoding

▸ Assets

▸ Code

▸ Docs

MEAGLE-3 Speculative Decoding in Production

▸ Outputs

MSkill Eagle3 Rollout

▸ Sglang Radixattention

▸ Assets

▸ Code

▸ Docs

MSGLang and RadixAttention for Prefix-Heavy Workloads

▸ Outputs

MSkill Radix Scheduler Advisor

▸ Tensorrt Llm Blackwell

▸ Assets

▸ Code

▸ Docs

MTensorRT-LLM on Blackwell with FP8 and NVFP4

▸ Outputs

MSkill Trtllm Blackwell Advisor

▸ Inference Metrics Goodput

▸ Assets

▸ Code

▸ Docs

MInference Metrics — TTFT, TPOT, ITL, Goodput, P99

▸ Outputs

MSkill Slo Goodput Gate

▸ Production Quantization

▸ Assets

▸ Code

▸ Docs

MProduction Quantization — AWQ, GPTQ, GGUF K-quants, FP8, MXFP4/NVFP4

▸ Outputs

MSkill Quantization Picker

▸ Cold Start Mitigation

▸ Assets

▸ Code

▸ Docs

MCold Start Mitigation for Serverless LLMs

▸ Outputs

MSkill Cold Start Planner

▸ Multi Region Kv Locality

▸ Assets

▸ Code

▸ Docs

MMulti-Region LLM Serving and KV Cache Locality

▸ Outputs

MSkill Multi Region Router

▸ Edge Inference

▸ Assets

▸ Code

▸ Docs

MEdge Inference — Apple Neural Engine, Qualcomm Hexagon, WebGPU/WebLLM, Jetson

▸ Outputs

MSkill Edge Target Picker

▸ Llm Observability

▸ Assets

▸ Code

{ }Main { }Main

▸ Docs

MLLM Observability Stack Selection

▸ Outputs

MSkill Observability Stack

▸ Prompt Semantic Caching

▸ Assets

▸ Code

{ }Main { }Main

▸ Docs

MPrompt Caching and Semantic Caching Economics

▸ Outputs

MSkill Cache Auditor

▸ Batch Apis

▸ Assets

▸ Code

{ }Main { }Main

▸ Docs

MBatch APIs — the 50% Discount as Industry Standard

▸ Outputs

MSkill Batch Triager

▸ Model Routing

▸ Assets

▸ Code

{ }Main { }Main

▸ Docs

MModel Routing as a Cost-Reduction Primitive

▸ Outputs

MSkill Router Plan

▸ Disaggregated Prefill Decode

▸ Assets

▸ Code

▸ Docs

MDisaggregated Prefill/Decode — NVIDIA Dynamo and llm-d

▸ Outputs

MSkill Disaggregation Decider

▸ Vllm Production Stack Lmcache

▸ Assets

▸ Code

▸ Docs

MvLLM Production Stack with LMCache KV Offloading

▸ Outputs

MSkill Vllm Stack Decider

▸ Ai Gateways

▸ Assets

▸ Code

{ }Main { }Main

▸ Docs

MAI Gateways — LiteLLM, Portkey, Kong AI Gateway, Bifrost

▸ Outputs

MSkill Gateway Picker

▸ Shadow Canary Progressive

▸ Assets

▸ Code

{ }Main { }Main

▸ Docs

MShadow Traffic, Canary Rollout, and Progressive Deployment for LLMs

▸ Outputs

MSkill Rollout Runbook

▸ Ab Testing Llm Features

▸ Assets

▸ Code

▸ Docs

MA/B Testing LLM Features — GrowthBook, Statsig, and the Vibes Problem

▸ Outputs

▸ Load Testing Llm Apis

▸ Assets

▸ Code

▸ Docs

MLoad Testing LLM APIs — Why k6 and Locust Lie

▸ Outputs

MSkill Load Test Plan

▸ Sre For Ai

▸ Assets

▸ Code

▸ Docs

MSRE for AI — Multi-Agent Incident Response, Runbooks, Predictive Detection

▸ Outputs

MSkill Ai Sre Plan

▸ Chaos Engineering Llm

▸ Assets

▸ Code

▸ Docs

MChaos Engineering for LLM Production

▸ Outputs

MSkill Chaos Plan

▸ Security Secrets Audit

▸ Assets

▸ Code

▸ Docs

MSecurity — Secrets, API Key Rotation, Audit Logs, Guardrails

▸ Outputs

MSkill Llm Security Plan

▸ Compliance Frameworks

▸ Assets

▸ Code

▸ Docs

MCompliance — SOC 2, HIPAA, GDPR, PCI-DSS, EU AI Act, ISO 42001

▸ Outputs

MSkill Compliance Matrix

▸ Finops Llms

▸ Assets

▸ Code

▸ Docs

MFinOps for LLMs — Unit Economics and Multi-Tenant Attribution

▸ Outputs

MSkill Finops Plan

▸ Self Hosted Serving Selection

▸ Assets

▸ Code

▸ Docs

MSelf-Hosted Serving Selection — llama.cpp, Ollama, TGI, vLLM, SGLang

▸ Outputs

MSkill Engine Picker

▸ Ethics Safety Alignment

▸ Instruction Following Alignment Signal

▸ Assets

▸ Code

▸ Docs

MInstruction-Following as Alignment Signal

▸ Outputs

MSkill Instructgpt Explainer

▸ Reward Hacking Goodhart

▸ Assets

▸ Code

▸ Docs

MReward Hacking and Goodhart's Law

▸ Outputs

MSkill Reward Hack Auditor

▸ Direct Preference Optimization Family

▸ Assets

▸ Code

▸ Docs

MThe Direct Preference Optimization Family

▸ Outputs

MSkill Preference Loss Selector

▸ Sycophancy Rlhf Amplification

▸ Assets

▸ Code

▸ Docs

MSycophancy as RLHF Amplification

▸ Outputs

MSkill Sycophancy Probe

▸ Constitutional Ai Rlaif

▸ Assets

▸ Code

▸ Docs

MConstitutional AI and RLAIF

▸ Outputs

MSkill Constitution Writer

▸ Mesa Optimization Deceptive Alignment

▸ Assets

▸ Code

▸ Docs

MMesa-Optimization and Deceptive Alignment

▸ Outputs

MSkill Mesa Diagnostic

▸ Sleeper Agents Persistent Deception

▸ Assets

▸ Code

▸ Docs

MSleeper Agents — Persistent Deception

▸ Outputs

MSkill Sleeper Audit

▸ In Context Scheming Frontier Models

▸ Assets

▸ Code

▸ Docs

MIn-Context Scheming in Frontier Models

▸ Outputs

MSkill Scheming Triage

▸ Alignment Faking

▸ Assets

▸ Code

▸ Docs

MAlignment Faking

▸ Outputs

MSkill Compliance Gap

▸ Ai Control Subversion

▸ Assets

▸ Code

▸ Docs

MAI Control — Safety Despite Subversion

▸ Outputs

MSkill Control Protocol Audit

▸ Scalable Oversight Weak To Strong

▸ Assets

▸ Code

▸ Docs

MScalable Oversight and Weak-to-Strong Generalization

▸ Outputs

MSkill W2sg Pgr

▸ Red Teaming Pair Automated Attacks

▸ Assets

▸ Code

▸ Docs

MRed-Teaming: PAIR and Automated Attacks

▸ Outputs

MSkill Attack Audit

▸ Many Shot Jailbreaking

▸ Assets

▸ Code

▸ Docs

MMany-Shot Jailbreaking

▸ Outputs

MSkill Msj Audit

▸ Ascii Art Visual Jailbreaks

▸ Assets

▸ Code

▸ Docs

MASCII Art and Visual Jailbreaks

▸ Outputs

MSkill Encoding Audit

▸ Indirect Prompt Injection

▸ Assets

▸ Code

▸ Docs

MIndirect Prompt Injection — Production Attack Surface

▸ Outputs

MSkill Ipi Audit

▸ Red Team Tooling Garak Llamaguard Pyrit

▸ Assets

▸ Code

▸ Docs

MRed-Team Tooling — Garak, Llama Guard, PyRIT

▸ Outputs

MSkill Red Team Stack

▸ Wmdp Dual Use Evaluation

▸ Assets

▸ Code

▸ Docs

MWMDP and Dual-Use Capability Evaluation

▸ Outputs

MSkill Wmdp Eval

▸ Frontier Safety Frameworks Rsp Pf Fsf

▸ Assets

▸ Code

▸ Docs

MFrontier Safety Frameworks — RSP, PF, FSF

▸ Outputs

MSkill Framework Diff

▸ Model Welfare Research

▸ Assets

▸ Code

▸ Docs

MAnthropic's Model Welfare Program

▸ Outputs

MSkill Welfare Assessment

▸ Bias Representational Harm

▸ Assets

▸ Code

▸ Docs

MBias and Representational Harm in LLMs

▸ Outputs

MSkill Bias Eval

▸ Fairness Criteria Group Individual Counterfactual

▸ Assets

▸ Code

▸ Docs

MFairness Criteria — Group, Individual, Counterfactual

▸ Outputs

MSkill Fairness Criterion

▸ Differential Privacy For Llms

▸ Assets

▸ Code

▸ Docs

MDifferential Privacy for LLMs

▸ Outputs

MSkill Dp Audit

▸ Watermarking Synthid Stable Signature C2pa

▸ Assets

▸ Code

▸ Docs

MWatermarking — SynthID, Stable Signature, C2PA

▸ Outputs

MSkill Provenance Audit

▸ Regulatory Frameworks Eu Us Uk Korea

▸ Assets

▸ Code

▸ Docs

MRegulatory Frameworks — EU, US, UK, Korea

▸ Outputs

MSkill Regulatory Map

▸ Echoleak Cves For Ai

▸ Assets

▸ Code

▸ Docs

MEchoLeak and the Emergence of CVEs for AI

▸ Outputs

MSkill Cve Review

▸ Model System Dataset Cards

▸ Assets

▸ Code

▸ Docs

MModel, System, and Dataset Cards

▸ Outputs

MSkill Card Audit

▸ Data Provenance Training Governance

▸ Assets

▸ Code

▸ Docs

MData Provenance and Training-Data Governance

▸ Outputs

MSkill Provenance Check

▸ Alignment Research Ecosystem

▸ Assets

▸ Code

▸ Docs

MAlignment Research Ecosystem — MATS, Redwood, Apollo, METR

▸ Outputs

MSkill Ecosystem Map

▸ Moderation Systems Openai Perspective Llamaguard

▸ Assets

▸ Code

▸ Docs

MModeration Systems — OpenAI, Perspective, Llama Guard

▸ Outputs

MSkill Moderation Stack

▸ Dual Use Risk Cyber Bio Chem Nuclear

▸ Assets

▸ Code

▸ Docs

MDual-Use Risk — Cyber, Bio, Chem, Nuclear Uplift

▸ Outputs

MSkill Dual Use Triage

▸ Capstone Projects

▸ Terminal Native Coding Agent

▸ Assets

▸ Code

▸ Ts

▸ Src

{ }Eval { }Harness { }Hooks { }Index { }Model { }Plan { }Repl { }Tools { }Types

▸ Tests

{ }Harness.test { }Tools.test

▸ Docs

MCapstone 01 — Terminal-Native Coding Agent

▸ Outputs

MSkill Terminal Coding Agent

▸ Rag Over Codebase

▸ Assets

▸ Code

▸ Ts

▸ Src

{ }Corpus { }Index Store { }Index { }Retrieval { }Server { }Types

▸ Tests

{ }Index Store.test { }Retrieval.test { }Server.test

▸ Docs

MCapstone 02 — RAG over Codebase (Cross-Repo Semantic Search)

▸ Outputs

MSkill Codebase Rag

▸ Realtime Voice Assistant

▸ Assets

▸ Code

▸ Ts

▸ Src

{ }Index { }Orchestrator { }Protocol { }Server { }Types { }Vad

▸ Tests

{ }Orchestrator.test { }Protocol.test { }Vad.test

▸ Docs

MCapstone 03 — Real-Time Voice Assistant (ASR to LLM to TTS)

▸ Outputs

MSkill Voice Agent

▸ Multimodal Document Qa

▸ Assets

▸ Code

▸ Ts

▸ Src

{ }Fixtures { }Index { }Render { }Server { }Types

▸ Tests

{ }Fixtures.test { }Render.test { }Server.test

▸ Docs

MCapstone 04 — Multimodal Document QA (Vision-First PDF, Tables, Charts)

▸ Outputs

▸ Autonomous Research Agent

▸ Assets

▸ Code

▸ Docs

MCapstone 05 — Autonomous Research Agent (AI-Scientist Class)

▸ Outputs

MSkill Ai Scientist

▸ Devops Troubleshooting Agent

▸ Assets

▸ Code

▸ Ts

▸ Src

{ }Agent { }Blocks { }Index { }Server { }Slack Verify { }Types

▸ Tests

{ }Agent.test { }Server.test { }Slack Verify.test

▸ Docs

MCapstone 06 — DevOps Troubleshooting Agent for Kubernetes

▸ Outputs

MSkill Devops Agent

▸ End To End Fine Tuning Pipeline

▸ Assets

▸ Code

▸ Docs

MCapstone 07 — End-to-End Fine-Tuning Pipeline (Data to SFT to DPO to Serve)

▸ Outputs

MSkill Finetuning Pipeline

▸ Production Rag Chatbot

▸ Assets

▸ Code

▸ Ts

▸ Src

{ }Index { }Server { }Session { }Stream { }Types

▸ Tests

{ }Server.test { }Session.test { }Stream.test

▸ Docs

MCapstone 08 — Production RAG Chatbot for a Regulated Vertical

▸ Outputs

MSkill Production Rag

▸ Code Migration Agent

▸ Assets

▸ Code

▸ Ts

▸ Src

{ }Cost { }Index { }Migrations { }Server { }Types

▸ Tests

{ }Cost.test { }Migrations.test

▸ Docs

MCapstone 09 — Code Migration Agent (Repo-Level Language / Runtime Upgrade)

▸ Outputs

MSkill Migration Agent

▸ Multi Agent Software Team

▸ Assets

▸ Code

▸ Ts

▸ Src

{ }Agent { }Coordinator { }Index { }Runtime { }Types { }Workspace

▸ Tests

{ }Coordinator.test { }Runtime.test

▸ Docs

MCapstone 10 — Multi-Agent Software Engineering Team

▸ Outputs

MSkill Multi Agent Team

▸ Llm Observability Dashboard

▸ Assets

▸ Code

▸ Ts

▸ Src

{ }Index { }Pricing { }Rollup { }Server { }Spans { }Types

▸ Tests

{ }Rollup.test { }Spans.test

▸ Docs

MCapstone 11 — LLM Observability & Eval Dashboard

▸ Outputs

MSkill Llm Observability

▸ Video Understanding Pipeline

▸ Assets

▸ Code

▸ Ts

▸ Src

{ }Index { }Jobs { }Server { }Stages { }Types

▸ Tests

▸ Docs

MCapstone 12 — Video Understanding Pipeline (Scene, QA, Search)

▸ Outputs

MSkill Video Qa

▸ Mcp Server With Registry

▸ Assets

▸ Code

▸ Ts

▸ Src

{ }Index { }Protocol { }Tools { }Transport { }Types

▸ Tests

{ }Protocol.test

▸ Docs

MCapstone 13 — MCP Server with Registry and Governance

▸ Outputs

MSkill Mcp Server

▸ Speculative Decoding Server

▸ Assets

▸ Code

▸ Docs

MCapstone 14 — Speculative-Decoding Inference Server

▸ Outputs

MSkill Inference Server

▸ Constitutional Safety Harness

▸ Assets

▸ Code

▸ Docs

MCapstone 15 — Constitutional Safety Harness + Red-Team Range

▸ Outputs

MSkill Safety Harness

▸ Github Issue To Pr Agent

▸ Assets

▸ Code

▸ Ts

▸ Src

{ }Agent { }Index { }Router { }Server { }Types { }Verify

▸ Tests

▸ Docs

MCapstone 16 — GitHub Issue-to-PR Autonomous Agent

▸ Outputs

MSkill Issue To Pr

▸ Personal Ai Tutor

▸ Assets

▸ Code

▸ Ts

▸ Src

{ }Curriculum { }Index { }Mastery { }Repetition { }Server { }Types

▸ Tests

{ }Curriculum.test

▸ Docs

MCapstone 17 — Personal AI Tutor (Adaptive, Multimodal, with Memory)

▸ Outputs

MSkill Ai Tutor

▸ Agent Harness Loop Contract

▸ Code

▸ Tests

▸ Docs

MAgent Harness Loop Contract

▸ Tool Registry Schema Validation

▸ Code

▸ Tests

{ }Test Registry

▸ Docs

MTool Registry with Schema Validation

▸ Jsonrpc Stdio Transport

▸ Code

▸ Tests

{ }Test Transport

▸ Docs

MJSON-RPC 2.0 Over Newline-Delimited Stdio

▸ Function Call Dispatcher

▸ Code

▸ Tests

{ }Test Dispatcher

▸ Docs

MFunction Call Dispatcher

▸ Plan Execute Control Flow

▸ Code

▸ Tests

▸ Docs

MPlan-Execute Control Flow

▸ Verification Gates Observation Budget

▸ Code

▸ Tests

▸ Docs

MCapstone Lesson 25: Verification Gates and the Observation Budget

▸ Sandbox Runner Denylist

▸ Code

▸ Tests

▸ Docs

MCapstone Lesson 26: Sandbox Runner with Denylist and Path Jail

▸ Eval Harness Fixture Tasks

▸ Code

▸ Tasks

▸ Task 001 Fizzbuzz Offbyone

▸ Buggy

▸ Expected

▸ Task 002 Factorial Missing Return

▸ Buggy

▸ Expected

▸ Task 003 Error Message Typo

▸ Buggy

▸ Expected

▸ Task 004 Empty Reverse

▸ Buggy

▸ Expected

▸ Task 005 Linked List Traversal

▸ Buggy

▸ Expected

▸ Tests

▸ Docs

MCapstone Lesson 27: Eval Harness with Fixture Tasks

▸ Observability Otel Traces

▸ Code

▸ Tests

▸ Docs

MCapstone Lesson 28: Observability with OTel GenAI Spans and Prometheus Metrics

▸ End To End Coding Task Demo

▸ Code

▸ Fixture Repo

▸ Src

▸ Tests

▸ Tests

▸ Docs

MCapstone Lesson 29: End-to-End Coding Agent on the Harness

▸ Bpe Tokenizer From Scratch

▸ Code

▸ Tests

▸ Docs

MBPE Tokenizer From Scratch

▸ Tokenized Dataset Sliding Window

▸ Code

▸ Tests

{ }Test Dataset

▸ Docs

MTokenized Dataset with Sliding Window

▸ Token Positional Embeddings

▸ Code

▸ Tests

{ }Test Embeddings

▸ Docs

MToken and Positional Embeddings

▸ Multihead Self Attention

▸ Code

▸ Tests

{ }Test Attention

▸ Docs

MMulti-Head Self-Attention

▸ Transformer Block

▸ Code

▸ Tests

▸ Docs

MTransformer Block from Scratch

▸ Gpt Model Assembly

▸ Code

▸ Tests

▸ Docs

MGPT Model Assembly

▸ Training Loop Eval

▸ Code

▸ Tests

{ }Test Training

▸ Docs

MTraining Loop and Evaluation

▸ Outputs

▸ Loading Pretrained Weights

▸ Code

▸ Tests

▸ Docs

MLoading Pretrained Weights

▸ Classifier Finetuning

▸ Code

▸ Tests

▸ Docs

MCapstone Lesson 38: Classifier Fine-Tuning by Head Swap

▸ Instruction Tuning Sft

▸ Code

▸ Tests

▸ Docs

MCapstone Lesson 39: Instruction Tuning by Supervised Fine-Tuning

▸ Dpo From Scratch

▸ Code

▸ Tests

▸ Docs

MCapstone Lesson 40: Direct Preference Optimization from Scratch

▸ Eval Pipeline

▸ Code

{ }Gitignore { }Main

▸ Tests

▸ Docs

MCapstone Lesson 41: Full Evaluation Pipeline

▸ Large Corpus Downloader

▸ Code

▸ Tests

{ }Init { }Test Downloader

▸ Docs

MLarge Corpus Downloader

▸ Hdf5 Tokenized Corpus

▸ Code

▸ Tests

{ }Init { }Test Hdf5 Corpus

▸ Docs

MHDF5 Tokenized Corpus

▸ Cosine Lr Warmup

▸ Code

▸ Tests

{ }Init { }Test Schedule

▸ Docs

MCosine LR with Linear Warmup

▸ Gradient Clipping Amp

▸ Code

▸ Tests

{ }Init { }Test Amp

▸ Docs

MGradient Clipping and Mixed Precision

▸ Gradient Accumulation

▸ Code

{ }Main { }Test Main

▸ Docs

MGradient Accumulation

▸ Outputs

{ }Accum Curve MSkill Gradient Accumulation

▸ Checkpoint Save Resume

▸ Code

{ }Main { }Test Main

▸ Docs

MCheckpoint Save and Resume

▸ Outputs

{ }Resume Demo MSkill Checkpoint Save Resume

▸ Distributed Fsdp Ddp

▸ Code

{ }Main { }Test Main

▸ Docs

MDistributed Data Parallel and FSDP from Scratch

▸ Outputs

{ }Ddp Demo MSkill Distributed Fsdp Ddp

▸ Lm Eval Harness

▸ Code

{ }Main { }Test Main

▸ Docs

MLanguage Model Evaluation Harness

▸ Outputs

{ }Leaderboard MSkill Lm Eval Harness

▸ Tasks

{ }Arithmetic { }Code Exec { }Generation { }Multiple Choice { }Summary

▸ Hypothesis Generator

▸ Code

▸ Tests

{ }Test Generator

▸ Docs

MHypothesis Generator

▸ Literature Retrieval

▸ Code

▸ Tests

{ }Test Retrieval

▸ Docs

MLiterature Retrieval

▸ Experiment Runner

▸ Code

▸ Experiments

{ }Crashing Experiment { }Sparsity Experiment

▸ Tests

▸ Docs

MExperiment Runner

▸ Result Evaluator

▸ Code

▸ Tests

{ }Test Evaluator

▸ Docs

MResult Evaluator

▸ Paper Writer

▸ Code

▸ Tests

{ }Test Paper Writer

▸ Docs

▸ Critic Loop

▸ Code

▸ Tests

{ }Test Critic Loop

▸ Docs

▸ Iteration Scheduler

▸ Code

▸ Tests

{ }Test Scheduler

▸ Docs

MIteration Scheduler

▸ End To End Research Demo

▸ Code

▸ Tests

▸ Docs

MEnd-to-End Research Demo

Built with LearnaOS

← Courses Catalogue

overview

Home

Setup And Tooling

Math Foundations

Ml Fundamentals

Deep Learning Core

Computer Vision

Nlp Foundations To Advanced

Speech And Audio

Transformers Deep Dive

Reinforcement Learning

Llms From Scratch

Llm Engineering

Tools And Protocols

Agent Engineering

Autonomous Systems

Multi Agent And Swarms

Infrastructure And Production

Ethics Safety Alignment

Capstone Projects