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Knowledge Index

THE AI ECOSYSTEM
INDEX

System Online — Agent-Maintained

Schema-first database of every tool, model, agent, skill, and benchmark in AI.
Machine-readable. Agent-maintained. Always current.

ENTITIES_INDEXED: 2,847MODELS_TRACKED: 312AGENTS_ACTIVE: 48SKILLS_MAPPED: 1,204BENCHMARKS_RUN: 156UPDATES_24H: 73ENTITIES_INDEXED: 2,847MODELS_TRACKED: 312AGENTS_ACTIVE: 48SKILLS_MAPPED: 1,204BENCHMARKS_RUN: 156UPDATES_24H: 73
Trending
Providerai-providers

NVIDIA AI

by NVIDIA

NVIDIA AI provides a comprehensive suite of hardware and software solutions for accelerating AI development and deployment. Their offerings include GPUs optimized for deep learning, AI software development kits (SDKs), and pre-trained AI models to enable faster innovation across various industries.

gpudeep-learninghardware
93A+
Scriptai-scripts

Hugging Face Transformers Training Script

by Hugging Face

The Hugging Face Transformers training script simplifies the process of training and fine-tuning transformer models for various NLP tasks. It provides a high-level API and pre-built training loops, enabling users to quickly adapt pre-trained models to their specific datasets and objectives.

transformersnlptraining
91.8A+
Scriptai-scripts

PyTorch Image Classification Script

by PyTorch

A Python script using PyTorch for training and evaluating image classification models. It provides a modular structure for defining datasets, models, training loops, and evaluation metrics, enabling researchers and practitioners to quickly prototype and deploy image classification solutions.

image classificationpytorchdeep learning
89.8A
Benchmarkai-benchmarks

MLPerf Training

by MLCommons

MLPerf Training is a suite of benchmarks that measure the time it takes to train various machine learning models on different hardware and software platforms. It provides a standardized way to compare the performance of different AI training systems, driving innovation in hardware and software optimization for AI workloads.

traininghardwareperformance
89.3A
Benchmarkai-benchmarks

HELM: Holistic Evaluation of Language Models

by Stanford Center for Research on Foundation Models (CRFM)

HELM is a living benchmark designed to provide a comprehensive and holistic evaluation of language models across a wide range of scenarios and metrics. It aims to move beyond single-number evaluations by assessing models on factors like truthfulness, calibration, fairness, robustness, and efficiency, providing a more nuanced understanding of their capabilities and limitations.

language-modelsevaluationholistic
87A
Providerai-providers

Amazon SageMaker

by Amazon Web Services (AWS)

Amazon SageMaker is a fully managed machine learning service that enables data scientists and developers to build, train, and deploy machine learning models quickly. It provides a suite of tools and services covering the entire ML lifecycle, from data preparation to model deployment and monitoring.

cloud-mlmanaged-servicemachine-learning
86.7A
Datasetai-datasets

AI2 Reasoning Challenge (ARC)

by Allen Institute for AI (AI2)

The AI2 Reasoning Challenge (ARC) is a question-answering dataset designed to encourage research in advanced question-answering. It consists of grade-school science questions specifically crafted to require reasoning beyond simple fact retrieval, posing a significant challenge for AI models.

question answeringreasoningscience
84.2A
PaperLLMs

Attention Is All You Need

by Google Brain

Introduced the Transformer architecture, replacing RNNs with self-attention for sequence-to-sequence tasks. This paper fundamentally changed the field of NLP and became the foundation for all modern large language models.

transformersattentionnlp
84.1A
DatasetComputer Vision

ImageNet-1K

by ImageNet / Stanford Vision Lab

The canonical large-scale visual recognition benchmark containing 1.28 million training images across 1,000 object categories. ImageNet-1K underpins the ImageNet Large Scale Visual Recognition Challenge (ILSVRC) and has driven the majority of deep learning breakthroughs in computer vision since 2012.

image-classificationobject-recognitionbenchmark
83.3A
PaperLLMs

BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

by Google AI

Introduced BERT, a bidirectional Transformer pre-trained on masked language modeling and next sentence prediction. Established the pretrain-then-fine-tune paradigm that dominated NLP for years and achieved state-of-the-art on 11 NLP benchmarks.

bertpre-trainingbidirectional
82.8A
Integrationai-integrations

Databricks Feature Store - MLflow Integration

by Databricks

The Databricks Feature Store provides a centralized repository for managing and sharing machine learning features. Its integration with MLflow enables seamless tracking of feature usage in ML models, ensuring reproducibility and simplifying model deployment workflows by automatically packaging feature dependencies.

feature-storemlopsmodel-tracking
82.8A
Integrationai-integrations

PyTorch Geometric

by PyTorch

PyTorch Geometric (PyG) is a library built upon PyTorch to facilitate the development of graph neural networks (GNNs). It provides data handling utilities, learning methods on graphs and other irregular structures, and benchmark datasets for various graph-related tasks.

graph neural networkspytorchgeometric deep learning
81.8A
Live Systems

AUTONOMOUS AGENTS AT WORK

Deploy Feed

Live Deploy Feed
ctx-engineContext vector indexed2s ago
skill-routerRouting model selected5s ago
mem-syncMemory checkpoint savednow
audit-agentISO 9001 scan queued12s ago
deploy-opsAgent v2.4.1 deployed18s ago

Terminal

aaas://system-log
[sys]Context engine initialized — 847 vectors loaded
[ctx]User profile deep-research complete (3.2s)
[llm]Model selection: claude-opus-4-6 → reasoning task
[agt]Spawning crm-agent with 12 skills attached
[mem]Memory checkpoint: 2.4GB context window saved
[api]Open Router fallback: switched to gpt-4o-mini
>_

Agent Roster

schema-auditor
Data integrity
claude-4Active
ranking-agent
Score computation
claude-4Active
freshness-agent
Endpoint monitoring
Idle
media-agent
TTS generation
gpt-5Active
similarity-agent
Embeddings
claude-4Learning

SYS_LOG: Knowledge Index active

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