Fundamental AI

Public

The frameworks, tools, and research powering artificial intelligence. This portfolio maps the full AI stack — from foundational research papers to production infrastructure: - Deep learning frameworks (PyTorch, TensorFlow, JAX) - Large language models and inference (Transformers, vLLM, Ollama, llama.cpp) - Computer vision (OpenCV, YOLO, Stable Diffusion) - NLP and speech (spaCy, Whisper, LangChain) - Reinforcement learning (Gymnasium, Stable Baselines) - MLOps and experiment tracking (MLflow, Weights & Biases, Ray) - Seminal research (Attention Is All You Need, ResNet, BERT, GPT, and thousands more) PRSM reveals what's underneath: the hidden dependencies, the infrastructure nobody credits, the actual foundations of AI.

Created 3/27/2026 - Last updated 7/26/2026

2.6K

Projects

2.8M commits

89.7K

Recognition

73.4K citing papers · 64 canonical works

1.6M

Reach

81.4K external users · 2114.2M downloads

256

Repositories at risk

10% of 2.6K evaluated · 2.3K healthy

2.5K

Without canonical credit

of 2.6K · 2% have detected canonical

7.7K unwrapped

Metadata coverage

repo → publication funnel

Projects in this portfolio2,562100%

with any publication linkage1466%

with canonical paper detected562%

distinct canonical works582%

canonical

mentions

243

paper

Of 2,562 projects in this portfolio, 2,416 (94%) have no detected publication linkage of any kind. These gaps are part of the story — software metadata in the wild is often missing.

Top recognized work

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Most-cited publications representing software in this portfolio — the academic credit going to these projects. Items marked "detection gap" are likely portfolio software whose canonical link our pipeline failed to record.

1.
Matplotlib: A 2D Graphics Environment
37,869 citations · 10.1109/mcse.2007.55
2.
Array programming with NumPy
detection gap
20,849 citations · should be canonical for numpy · 10.1038/s41586-020-2649-2
3.
scikit-image: image processing in Python
6,689 citations · 10.7717/peerj.453
4.
Optuna
6,488 citations · 10.1145/3292500.3330701
5.
Julia: A Fresh Approach to Numerical Computing
6,011 citations · 10.1137/141000671
6.
pandas-dev/pandas: Pandas
1,690 citations · 10.5281/zenodo.3509134
7.
xarray: N-D labeled Arrays and Datasets in Python
1,589 citations · 10.5334/jors.148
8.
SymPy: symbolic computing in Python
1,573 citations · 10.7717/peerj-cs.103
9.
PyMC: a modern, and comprehensive probabilistic programming framework in Python
698 citations · 10.7717/peerj-cs.1516
10.
ultralytics/yolov5: v7.0 - YOLOv5 SOTA Realtime Instance Segmentation
582 citations · canonical for 2 repos · 10.5281/zenodo.3908559

External foundational dependencies

Upstream tools the portfolio depends on whose home repos are not in this portfolio. The citation counts here belong to the cited work — they show what these projects are built on, not what this portfolio is cited for.

1.
Data Structures for Statistical Computing in Python
10,787 citations · used by 1 repo · 10.25080/majora-92bf1922-00a
2.
Overcoming catastrophic forgetting in neural networks
6,805 citations · used by 1 repo · 10.1073/pnas.1611835114
3.
On the Dangers of Stochastic Parrots
4,867 citations · used by 1 repo · 10.1145/3442188.3445922
4.
Software Framework for Topic Modelling with Large Corpora
3,798 citations · used by 1 repo · 10.13140/2.1.2393.1847
5.
Instant neural graphics primitives with a multiresolution hash encoding
3,438 citations · used by 1 repo · 10.1145/3528223.3530127
6.
A theory of learning from different domains
3,379 citations · used by 1 repo · 10.1007/s10994-009-5152-4
7.
Learning nonlinear operators via DeepONet based on the universal approximation theorem of operators
2,481 citations · used by 1 repo · 10.1038/s42256-021-00302-5
8.
Crystal Graph Convolutional Neural Networks for an Accurate and Interpretable Prediction of Material Properties
2,446 citations · used by 1 repo · 10.1103/physrevlett.120.145301
9.
Attention mechanisms in computer vision: A survey
2,242 citations · used by 1 repo · 10.1007/s41095-022-0271-y
10.
A Survey on Evaluation of Large Language Models
2,210 citations · used by 1 repo · 10.1145/3641289

People & places

Bridge contributors

6,625

people contribute to 2+ projects in this portfolio · 19% of all contributors

Top citing institutions

Centre National de la Recherche Scientifique(FR)21,314
Chinese Academy of Sciences(CN)12,880
Harvard University(US)9,727
University of Oxford(GB)8,339
University of Cambridge(GB)7,412

Explore Full Interactive Graph

Impact

89.7K

Total Citations

73.4K

Citing Papers

356

Linked Publications

64.3K

Software Dependents

1.7M

Citing Authors

48.5K

Citing Institutions

Computer Science

Top Citing Field

	Portfolio	Citing
Domains	4	4
Fields	25	26
Subfields	182	251
Topics	1114	4402

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Dependencies

114.3K

Total Dependencies

Ecosystems

565

Research SW Links

1.7K

Hidden Found

Ecosystem	Packages
pypi	63630
actions	18645
conda	14303
npm	2700

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Community

1921 items at risk — review sustainability

50.3K

Total People

Retention Rate

21.7%

Intl. Collaboration

307 pubs · 1614 repos

At Risk

	Pubs	Repos
Core	2231	...
Active	13	35691
Bus Factor	-	1

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MCP Ecosystem

7701 entities have no MCP wrapper — potential funding gaps

7.7K

Unwrapped Entities

7.8K

Portfolio Entities

355

Wrapping Servers

99%

Gap Rate

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