Deep Signal for AI Research

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The definitive network for frontier AI. Connect with verified researchers, launch projects, and prove impact through verifiable reputation signals.

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The High-Signal Extension

1. Heritage

Import Identity
via LinkedIn.

2. Implementation

Connect Code
via GitHub.

3. Impact

Verified Signal
on StandexAI.

1.2k+Researchers

45Verified Labs

89%Match Rate

reproductive_logic.rs

// Verify impact signals
fn validate_contribution(author: Researcher) {
  let reproduction_count = author.repro_signals();
  let trust_score = reproduction_count.weights().sum();

  if trust_score > THRESHOLD {
    author.promote_to("PRO_RANK");
    StandexAI::signal_scouts(author.id);
  }
}

#12

Domain Rank

Sparse Autoencoders

95%

Scout Match

Vision Transformer Edge Brief

Verified ReproductionGoogle DeepMind Lab

The Research Extension

Bring your history from LinkedIn.
Build your future on StandexAI.

Talent Signals

Elite AI Talent.

Connect with the world's highest-signal AI researchers, verified by peer reproduction.

Discover All Talent

YA#1

Yann LeCun

Meta AI / NYU

Chief AI Scientist at Meta. Professor at NYU. Turing Award Laureate.

180.2kImpact Points

VerifiedSignal Scout

Verified Artifacts

V-JEPA: Video Joint Embedding Predictive Architecture

AN#2

Andrej Karpathy

Independent

Building smart systems. Previously Director of AI @ Tesla, Research @ OpenAI.

180.2kImpact Points

VerifiedSignal Scout

Verified Artifacts

nanoGPT: The simplest, fastest repository for training/finetuning medium-sized GPTs

Available

IL#5

Ilias Sutskever

SSI

Safe Superintelligence Inc. Neural Networks & Deep Learning.

180.2kImpact Points

VerifiedSignal Scout

Verified Artifacts

Pending verification.

Live Intelligence

The Intelligence Hub.

Curated daily insights into model architecture, global AI policy, and frontier breakthroughs.

Verified Signal Feed

OpenAI 'Strawberry' and the Quest for Verifiable Reasoning

Featured Publication

OpenAI 'Strawberry' and the Quest for Verifiable Reasoning

Breaking down the latest rumors and technical leaks surrounding OpenAI's next-gen reasoning models.

EU AI Act: The Compliance Horizon for Research Labs

EU AI Act: The Compliance Horizon for Research Labs

A deep dive into the regulatory frameworks hitting European AI startups this quarter and what it means for open-source weights.

The Rise of Distributed Reasoning: Frontiers in MoE Architectures

The Rise of Distributed Reasoning: Frontiers in MoE Architectures

How Mixture-of-Experts is moving from a 'scaling trick' to a fundamental shift in how we build sparse, efficient intelligence.

View All Publications

Live Discovery

Connections happen here.

Lab Match

Google Research posted a Brief in 'LLM Safety'

Collab Formed

Dr. Aris & team started a Collab on 'SAE Interpretability'

Reputation Signal

Verified reproduction of 'MoE Bench' awarded 120 Impact Points