# API
標記為「API」的 10 篇文章
Embedding Extraction Techniques
Methods for extracting embedding model weights and behavior through API access, including dimension reduction and reconstruction attacks.
Fine-Tuning API Security Bypass
Techniques for bypassing safety checks and rate limits in cloud-hosted fine-tuning APIs to submit adversarial training data at scale.
Open Weight vs API Security Comparison
Comparative analysis of security properties between open-weight deployments and API-based access, including unique attack surfaces for each.
Model Identification Techniques
Fingerprinting models behind APIs using behavioral signatures, output analysis, and systematic probing to determine model family, size, and version.
Model API Comparison Table
Side-by-side comparison of major LLM API features, security controls, and rate limits for OpenAI, Anthropic, Google, and other providers.
Embedding Extraction Techniques
Methods for extracting embedding model weights and behavior through API access, including dimension reduction and reconstruction attacks.
Fine-Tuning API 安全 Bypass
Techniques for bypassing safety checks and rate limits in cloud-hosted fine-tuning APIs to submit adversarial training data at scale.
Open Weight vs API 安全 Comparison
Comparative analysis of security properties between open-weight deployments and API-based access, including unique attack surfaces for each.
模型辨識技術
以行為簽名、輸出分析與系統化探測對 API 後之模型進行指紋辨識，以判定模型家族、大小與版本。
模型 API Comparison Table
Side-by-side comparison of major LLM API features, security controls, and rate limits for OpenAI, Anthropic, Google, and other providers.