Research lab or companyUser-requested source
Scale Labs
research lab/company
Executable agent benchmarks, human-feedback research, data, safety, and evaluation.
AI Thought Leadership
Sources we monitor
A searchable directory of primary researchers, laboratories, institutions, open ecosystems, technical publications, and expert interpreters used to trace claims and monitor contrary evidence.
Evidence current through: August 16, 2026
Editorial rule: inclusion means relevant public evidence or unusually useful interpretation; it is not endorsement. Product claims and personal forecasts must be traced to technical evidence before they are used as fact.
How sources are used
- Primary research: papers, technical reports, system cards, benchmarks, official repositories, university research, or government evaluations.
- Open ecosystem: code, weights, datasets, model cards, evaluation tooling, and reproducibility work. Verify license and provenance separately.
- Expert synthesis: interpretation by a named researcher or practitioner. Link through to the underlying evidence.
- Market signal: startup, investor, or portfolio activity. Use to detect direction of interest, not as proof of capability.
- Publication/index: discovery infrastructure. A listing establishes publication or preprint status, not correctness.
Search the directory
Inclusion supports research provenance and monitoring; it does not imply endorsement. Individual profiles remain supporting reference pages.
75 of 75 monitored sources
Research lab or companyUser-requested source
Anthropic Research
research lab/company
Frontier-model safety, interpretability, agents, human-use studies, and system-level trust.
Research lab or companyUser-requested source
OpenAI Research
research lab/company
Frontier models, agents, multimodal systems, safety, and AI-for-science programs.
Research lab or companyUser-requested source
NVIDIA Research
research lab/company
Accelerators, efficient training and inference, simulation, robotics, and physical AI.
Open ecosystemUser-requested source
Hugging Face
open ecosystem/company
Models, datasets, libraries, model cards, community experiments, and education.
InstitutionUser-requested source
MIT CSAIL
university lab
Major work across agents, robotics, ML systems, HCI, and theory.
Publication / indexUser-requested source
arXiv
publication/index
The main rapid-discovery layer for current AI preprints.
InstitutionUser-requested source
Stanford HAI
university institute
Human-centered AI, policy, adoption, economics, applications, and public-interest research.
InstitutionUser-requested source
Stanford SAIL / CRFM
university labs
Foundational and current AI research; foundation-model evaluation and transparency.
Market signalUser-requested source
Y Combinator
startup ecosystem
Early market signal for applied AI categories, teams, and product formation.
Research lab or companyUser-requested source
Isomorphic Labs
AI-for-science company
Major program in AI-driven drug design and digital biology.
Publication / indexUser-requested source
Andrew Ng / DeepLearning.AI
individual and expert publication
Influential ML educator and practitioner with implementation-oriented analysis.
IndividualUser-requested source
Yann LeCun
individual researcher
Foundational convolutional learning; prominent advocate for representation learning and world models.
IndividualUser-requested source
Andrej Karpathy
individual researcher/educator
Clear, inspectable implementations of neural networks, language models, and AI engineering.
Research lab or companyUser-requested source
Google DeepMind
research lab/company
Frontier models, reinforcement learning, robotics, science, and safety.
IndividualUser-requested source
Demis Hassabis
individual research leader
Influential research strategy connecting general AI, games, biology, and scientific discovery.
Practitioner podcastUser-requested source
Claire Vo / How I AI
practitioner podcast
Concrete workflow demonstrations and task-oriented model comparisons.
Investor podcastUser-requested source
Redpoint Ventures / Unsupervised Learning
investor podcast
High-quality interviews on AI research, markets, and company building.
Research lab or companyAdditional primary research lab or institution
Meta AI / FAIR
Research lab or institution
Open models, multimodal learning, vision, representation, and robotics.
Research lab or companyAdditional primary research lab or institution
Google Research
Research lab or institution
ML systems, efficiency, algorithms, and applied research beyond DeepMind.
Research lab or companyAdditional primary research lab or institution
Microsoft Research AI
Research lab or institution
Agents, systems, multimodal models, science, and human–AI collaboration.
Research lab or companyAdditional primary research lab or institution
Apple Machine Learning Research
Research lab or institution
On-device learning, privacy, efficiency, multimodal systems, and HCI.
InstitutionAdditional primary research lab or institution
Berkeley AI Research
Research lab or institution
Robot learning, RL, vision, language, and foundational ML.
InstitutionAdditional primary research lab or institution
Carnegie Mellon AI and ML
Research lab or institution
Robotics, agents, planning, language, theory, and systems.
InstitutionAdditional primary research lab or institution
Mila
Research lab or institution
Deep learning, RL, generative models, scientific ML, and safety.
InstitutionAdditional primary research lab or institution
Vector Institute
Research lab or institution
ML research, responsible AI, and industry collaboration.
InstitutionAdditional primary research lab or institution
Allen Institute for AI
Research lab or institution
Open models, language, agents, and AI for science.
Research lab or companyAdditional primary research lab or institution
Mistral AI
Research lab or institution
Open-weight and commercial language models, efficiency, and agents.
Research lab or companyAdditional primary research lab or institution
Cohere Research / Cohere For AI
Research lab or institution
Enterprise language models, multilingual research, retrieval, and open research.
Research lab or companyAdditional primary research lab or institution
EleutherAI
Research lab or institution
Open LLMs, datasets, evaluation, and interpretability.
Research lab or companyAdditional primary research lab or institution
LAION
Research lab or institution
Open datasets and multimodal research.
Research lab or companyAdditional primary research lab or institution
Epoch AI
Research lab or institution
Quantitative research on compute, scaling, data, and forecasting.
Research lab or companyAdditional primary research lab or institution
METR
Research lab or institution
Long-horizon capability and risk evaluation.
Research lab or companyAdditional primary research lab or institution
ARC Prize Foundation
Research lab or institution
Generalization research and ARC-AGI benchmark ecosystem.
InstitutionAdditional primary research lab or institution
UK AI Security Institute
Research lab or institution
Public-sector frontier evaluation and safety research.
InstitutionAdditional primary research lab or institution
NIST AI Safety Institute
Research lab or institution
Standards, measurement, evaluation, and safety coordination.
Research lab or companyAdditional primary research lab or institution
World Labs
Research lab or institution
Spatial intelligence and learned world models.
Research lab or companyAdditional primary research lab or institution
AMI Labs
Research lab or institution
World models and advanced machine intelligence.
Research lab or companyAdditional primary research lab or institution
Physical Intelligence
Research lab or institution
General-purpose robot policies and real-robot learning.
Research lab or companyAdditional primary research lab or institution
Sakana AI
Research lab or institution
Evolutionary methods, agents, efficient models, and open experiments.
Research lab or companyAdditional primary research lab or institution
Thinking Machines Lab
Research lab or institution
Frontier multimodal models and research systems.
IndividualAdditional person profiled
Richard Sutton
Individual researcher
Temporal-difference learning, Dyna, reinforcement learning, continual experience.
IndividualAdditional person profiled
Geoffrey Hinton
Individual researcher
Backpropagation, distributed representations, deep learning; later AI-risk commentary.
IndividualAdditional person profiled
Yoshua Bengio
Individual researcher
Neural language modeling, representation learning, deep learning, scientific ML, safety.
IndividualAdditional person profiled
Fei-Fei Li
Individual researcher
ImageNet, computer vision, human-centered AI, and spatial intelligence.
IndividualAdditional person profiled
Judea Pearl
Individual researcher
Bayesian networks and causal reasoning.
IndividualAdditional person profiled
Stuart Russell
Individual researcher
AI foundations, rational agents, and beneficial-AI research.
IndividualAdditional person profiled
Percy Liang
Individual researcher
Foundation models, holistic evaluation, transparency, and policy.
IndividualAdditional person profiled
Chelsea Finn
Individual researcher
Meta-learning, robot learning, adaptation, and foundation policies.
IndividualAdditional person profiled
Sergey Levine
Individual researcher
Reinforcement learning and real-world robot learning.
IndividualAdditional person profiled
Emma Brunskill
Individual researcher
Reinforcement learning, decision making, education and healthcare applications.
IndividualAdditional person profiled
David Silver
Individual researcher
Reinforcement learning, search, AlphaGo, and general decision-making systems.
IndividualAdditional person profiled
Chris Olah
Individual researcher
Neural-network interpretability and technical communication.
IndividualAdditional person profiled
Lilian Weng
Individual researcher
Deep technical synthesis on agents, RL, language-model methods, and safety.
IndividualAdditional person profiled
Pieter Abbeel
Individual researcher
Robotics, reinforcement learning, imitation learning, and embodied AI.
IndividualAdditional person profiled
Sepp Hochreiter
Individual researcher
LSTM and deep-learning methods.
IndividualAdditional person profiled
Jürgen Schmidhuber
Individual researcher
LSTM, recurrent learning, compression and predictive models.
IndividualAdditional person profiled
Dawn Song
Individual researcher
Security, privacy, machine learning, and agent security.
IndividualAdditional person profiled
Noam Brown
Individual researcher
Search, self-play, games, reasoning, and agents.
IndividualAdditional person profiled
Jim Fan
Individual researcher
Embodied AI, agents, simulation, and foundation models.
IndividualAdditional person profiled
Ilya Sutskever / Safe Superintelligence
Individual researcher and current organization
Recurrent language modeling, deep-network optimization, sequence-to-sequence learning, and scaled autoregressive models.
IndividualAdditional person profiled
Adam Coates
Individual researcher
Reviewed authorship in autonomous helicopter control, unsupervised feature learning, and end-to-end speech recognition.
Single-layer unsupervised feature learning (opens in a new tab)
IndividualAdditional person profiled
Alex Graves
Individual researcher
Reviewed authorship in differentiable external-memory systems.
IndividualAdditional person profiled
Yuke Zhu
Individual researcher
Reviewed authorship in multimodal robot prompting and in-context reinforcement learning.
Expert synthesisPractitioner and research-synthesis source
Simon Willison
Practitioner or research-synthesis source
rapid, source-linked experiments with language-model tools, agents, security, and open models.
Expert synthesisPractitioner and research-synthesis source
Sebastian Raschka
Practitioner or research-synthesis source
detailed paper and implementation reviews focused on language models and training.
Expert synthesisPractitioner and research-synthesis source
Nathan Lambert / Interconnects
Practitioner or research-synthesis source
open models, post-training, policy, and research synthesis.
Expert synthesisPractitioner and research-synthesis source
Jack Clark / Import AI
Practitioner or research-synthesis source
long-running AI research and policy digest; disclose Anthropic affiliation.
Expert synthesisPractitioner and research-synthesis source
Chip Huyen
Practitioner or research-synthesis source
machine-learning systems and AI engineering.
Expert synthesisPractitioner and research-synthesis source
Ethan Mollick
Practitioner or research-synthesis source
workplace, education, and organizational adoption research and experiments.
Expert synthesisPractitioner and research-synthesis source
Latent Space
Practitioner or research-synthesis source
technical builder interviews; verify product claims against primary sources.
Expert synthesisPractitioner and research-synthesis source
Dwarkesh Podcast
Practitioner or research-synthesis source
long-form interviews with researchers; guest statements are not peer review.
Expert synthesisPractitioner and research-synthesis source
The Gradient
Practitioner or research-synthesis source
independent research synthesis and criticism.
Expert synthesisPractitioner and research-synthesis source
No Priors
Practitioner or research-synthesis source
research and company-building interviews with an operator/investor lens.
Expert synthesisPractitioner and research-synthesis source
SemiAnalysis
Practitioner or research-synthesis source
semiconductor and infrastructure analysis; some content is paywalled and forecasts remain uncertain.