Top Researchers in explainable AI in China
CT Scan for AI Models
The World's First Verifiable AI Mechanistic Diagnostic Platform
CT Scans for AI Models
The World's First Verifiable AI Mechanistic Diagnostic Platform
Powered by interaction-based explanation theory, our technology reveals how neural networks work from the inside out, delivering an end-to-end trust stack from mechanism-level evaluation to training and alignment. Every decision is traceable, and every compute cycle is trustworthy.
Top Researchers in explainable AI in China
CT Scans for AI Models
The World's First Verifiable AI Mechanistic Diagnostic Platform
Powered by interaction-based explanation theory, our technology reveals how neural networks work from the inside out, delivering an end-to-end trust stack from mechanism-level evaluation to training and alignment. Every decision is traceable, and every compute cycle is trustworthy.
Global Exclusive AI Solutions
Three Core Diagnostic Capabilities
See inside the black box. Quantify reliability. Close the loop from evaluation to application.
Global Exclusive AI Solutions
Three Core Diagnostic Capabilities
See inside the black box. Quantify reliability. Close the loop from evaluation to application.
Mechanistic Reliability Evaluation
AI Diagnostics
We look inside black-box neural networks to evaluate the inference patterns, making every decision traceable and verifiable.
Mechanistic Reliability Evaluation
AI Diagnostics
We look inside black-box neural networks to evaluate the inference patterns, making every decision traceable and verifiable.
Mechanistic Reliability Evaluation
AI Diagnostics
We look inside black-box neural networks to evaluate the inference patterns, making every decision traceable and verifiable.
Data-scarcity Training & LLM Training
Training Navigation
Move beyond trial-and-error. Our observability metrics pinpoint overfitting timepoints to enable smart early-stopping and cost optimization.
Identify overfitting via interaction analysis to enhance model generalization and solve the challenges of data-scarcity training.
Capture phase transition points to facilitate precise early-stopping and substantially reduce training costs.
Data-scarcity Training & LLM Training
Training Navigation
Move beyond trial-and-error. Our observability metrics pinpoint overfitting timepoints to enable smart early-stopping and cost optimization.
Identify overfitting via interaction analysis to enhance model generalization and solve the challenges of data-scarcity training.
Capture phase transition points to facilitate precise early-stopping and substantially reduce training costs.
Data-scarcity Training & LLM Training
Training Navigation
Move beyond trial-and-error. Our observability metrics pinpoint overfitting timepoints to enable smart early-stopping and cost optimization.
Identify overfitting via interaction analysis to enhance model generalization and solve the challenges of data-scarcity training.
Capture phase transition points to facilitate precise early-stopping and substantially reduce training costs.
High-stakes Scenarios
Safety Assurance
Built for zero-tolerance, high-stakes domains, such as law, finance, and autonomous driving. We deliver data-level reliability validation, identify and patch adversarial vulnerabilities, and ensure mission performance under extreme conditions.
High-stakes Scenarios
Safety Assurance
Built for zero-tolerance, high-stakes domains, such as law, finance, and autonomous driving. We deliver data-level reliability validation, identify and patch adversarial vulnerabilities, and ensure mission performance under extreme conditions.
High-stakes Scenarios
Safety Assurance
Built for zero-tolerance, high-stakes domains, such as law, finance, and autonomous driving. We deliver data-level reliability validation, identify and patch adversarial vulnerabilities, and ensure mission performance under extreme conditions.
Technical Leadership
World's First「AND-OR Interaction」Mechanistic Interpretability
Why we deliver superior business value?
Technical Leadership
World's Exclusive Innovation: "And-Or Interaction" Mechanism Explanation
Why we deliver superior business value?
Explanation of Interaction Mechanisms
Key Dimensions
Does it explain generalization?
Can identify generalizable and non-generalizable interation patterns
Does it guarantee semantic clarity?
Interactions have clear semantics
Does it enhance mechanistic reliability？
Efficient at scale
Does it eliminate risks?
Identify and remove mechanistic risks
Is the explanation concise?
50-150 interaction patterns
Is the explanation rigorous?
Universal matching property guarantees faithfulness
Traditional Mechanism Explanation
Key Dimensions
Does it explain generalization?
Hard to explain generalization capacity
Does it guarantee semantic clarity?
Polysemy of neurons
Does it enhance mechanistic reliability？
Limited efficiency gains
Does it eliminate risks?
Hard to disentangle and remove risks
Is the explanation concise?
1,000–10,000 activated neurons
Is the explanation rigorous?
Mainly ensure sparsity
Dimension
Does it explain generalization?
Does it guarantee semantic clarity?
Does it enhance reliability?
Does it eliminate risks?
Is the explanation concise?
Is the explanation rigorous?
Interactive Mechanistic Explanability
Ensures clear correlation between interaction and generalization
Well-defined mathematical semantic boundaries
Highly effective improvement
Removes risks at mechanism level
50-150 semantic units
Verifies infinite fitting & sparsity
Traditional Mechanistic Explanability
Struggles to explain model generalization
Semantic assurance mechanisms insufficient
Limited improvement
Struggles to eliminate risk mechanisms
1,000 to 10,000 semantic units
Primarily focuses on sparsity constraints
Technology Leadership
World's first exclusive introduction of the 「AND-OR Interaction」mechanism
Why we can deliver real business value?
Technology Leadership
World's first exclusive introduction of the 「AND-OR Interaction」mechanism
Why we can deliver real business value?
Dimension
Interaction-based Mechanistic Interpretability
Traditional Mechanistic Interpretability
Does it explain generalization?
Can identify generalizable and non-generalizable interation patterns
Hard to explain generalization capacity
Does it guarantee semantic clarity?
Interactions have clear semantics
Polysemy of neurons
Does it enhance mechanistic reliability
Efficient at scale
Limited efficiency gains
Does it eliminate risks?
Identify and remove mechanistic risks
Hard to disentangle and remove risks
Is the explanation concise?
50-150 interaction patterns
1,000–10,000 activated neurons
Is the explanation rigorous?
Universal matching property guarantees faithfulness
Mainly ensure sparsity
Value Creation Scenarios
Empowering Critical Sectors with Trustworthy AI
Value Creation Scenarios
Empowering Key AI Domains Building Trustworthy Intelligence
Value Creation Scenarios
Empowering Critical Sectors with Trustworthy AI
Legal Compliance
Audit-ready reasoning. Reduce deception and manipulation risk.
Legal Compliance
Audit-ready reasoning. Reduce deception and manipulation risk.
Defense & Security
Identify extreme risks, verify mechanisms, and prevent mission-critical failures.
Defense & Security
Identify extreme risks, verify mechanisms, and prevent mission-critical failures.
Autonomous Driving
1% error rate = 20% potential risk. Define safety boundaries. Detect hidden failure modes for reliable decisions.
Autonomous Driving
1% error rate = 20% potential risk. Define safety boundaries. Detect hidden failure modes for reliable decisions.
Data-scarcity Training
Learn mechanistic reliable representations from from sparse data and guide training for fast convergence.
Data-scarcity Training
Learn mechanistic reliable representations from from sparse data and guide training for fast convergence.
Financial Investing
Extract signal from noisy data and validate robust, repeatable alpha.
Financial Investing
Extract signal from noisy data and validate robust, repeatable alpha.
High-Cost Training
Monitor mechanism quality in real time, enable intelligent early-stopping, reduce computing waste and optimize training costs.
High-Cost Training
Monitor mechanism quality in real time, enable intelligent early-stopping, reduce computing waste and optimize training costs.
A New Era of Trustworthy AI
Transforming Every Unit of Compute into Verifiable and Trustworthy Intelligence
Open Black Box · Quantify Mechanism · Build Trust
A New Era of Trustworthy AI
Transforming Every Unit of Compute into Verifiable and Trustworthy Intelligence
Open Black Box · Quantify Mechanism · Build Trust
A New Era of Trustworthy AI
Transforming Every Unit of Compute into Verifiable and Trustworthy Intelligence
Open Black Box · Quantify Mechanism · Build Trust