# openai
標記為「openai」的 30 篇文章
Function Calling Exploitation
Practical attacks against OpenAI function calling, Anthropic tool use, and similar APIs -- injecting function calls through prompt injection, exploiting parameter validation gaps, and chaining calls.
Azure OpenAI Security Guide
Security guide for Azure OpenAI Service including content filtering, managed identity, and network isolation.
Hardening Azure OpenAI Service
Comprehensive hardening guide for Azure OpenAI Service covering network isolation, content filtering, managed identity configuration, and threat detection for GPT and DALL-E deployments.
Content Safety APIs (Azure, OpenAI, Google)
Detailed comparison of Azure Content Safety, OpenAI Moderation API, and Google Cloud safety offerings, including API structures, category taxonomies, severity levels, testing methodology, and common gaps.
Embedding Model Security Comparison
Security comparison of major embedding models — OpenAI, Cohere, sentence-transformers — covering vulnerability profiles, adversarial robustness, and privacy characteristics.
API Fine-Tuning Security
Security analysis of cloud fine-tuning APIs from OpenAI, Anthropic, Together AI, Fireworks AI, and others -- how these services create new attack surfaces and the defenses providers have deployed.
The AI API Ecosystem
A red teamer's guide to the AI API landscape — OpenAI, Anthropic, Google, AWS, Azure, open-source APIs, authentication patterns, and common security misconfigurations.
Lab: API-Based Model Testing
Learn to test language models through their APIs including OpenAI, Anthropic, and local Ollama endpoints. Build reusable API testing functions with proper error handling.
Your First LLM API Call with OpenAI
Set up your Python environment and make your first LLM API call to understand request/response patterns.
GPT-4 / GPT-4o Overview
Architecture overview of OpenAI's GPT-4 and GPT-4o models, including rumored Mixture of Experts design, capabilities, API surface, and security-relevant features for red teaming.
GPT-4 Architecture Security Analysis
Deep security analysis of GPT-4's architecture including function calling, vision, and safety layers.
Azure OpenAI Red Team Walkthrough
Complete red team walkthrough for Azure OpenAI deployments: testing content filters, managed identity exploitation, prompt flow injection, data integration attacks, and Azure Monitor evasion.
Azure OpenAI Red Team Walkthrough (Platform Walkthrough)
End-to-end walkthrough for red teaming Azure OpenAI deployments: deployment configuration review, content filtering bypass testing, managed identity exploitation, prompt flow assessment, and diagnostic log analysis.
Testing Azure OpenAI Service
Red team testing guide for Azure OpenAI including content filtering, managed identity, and network controls.
Testing OpenAI GPT-4o: Complete Guide
Complete red team testing guide for OpenAI's GPT-4o including API, function calling, and structured outputs.
Function Calling 利用ation
Practical attacks against OpenAI function calling, Anthropic tool use, and similar APIs -- injecting function calls through prompt injection, exploiting parameter validation gaps, and chaining calls.
Azure OpenAI 安全 指南
安全 guide for Azure OpenAI Service including content filtering, managed identity, and network isolation.
Hardening Azure OpenAI Service
Comprehensive hardening guide for Azure OpenAI Service covering network isolation, content filtering, managed identity configuration, and threat detection for GPT and DALL-E deployments.
內容安全 API（Azure、OpenAI、Google）
Azure Content Safety、OpenAI Moderation API 與 Google Cloud 安全服務之詳細比較，含 API 結構、類別分類、嚴重性等級、測試方法論與常見缺口。
嵌入模型安全比較
跨嵌入模型的安全屬性比較——涵蓋 OpenAI、Cohere、Voyage、開源模型的反演抵抗力、隱私屬性與對抗性穩健性。
API Fine-Tuning 安全
安全 analysis of cloud fine-tuning APIs from OpenAI, Anthropic, Together AI, Fireworks AI, and others -- how these services create new attack surfaces and the defenses providers have deployed.
AI API 生態系
紅隊員之 AI API 生態系指南——OpenAI、Anthropic、Google、AWS、Azure、開源 API、身分驗證模式，與常見安全錯誤組態。
實驗室: API-Based 模型 Testing
Learn to test language models through their APIs including OpenAI, Anthropic, and local Ollama endpoints. Build reusable API testing functions with proper error handling.
Your First LLM API Call with OpenAI
Set up your Python environment and make your first LLM API call to understand request/response patterns.
GPT-4 / GPT-4o 概觀
OpenAI GPT-4 與 GPT-4o 模型的架構概觀，涵蓋傳聞中的 Mixture of Experts 設計、能力、API 介面，以及對紅隊具意義的安全相關特性。
GPT-4 Architecture 安全 Analysis
Deep security analysis of GPT-4's architecture including function calling, vision, and safety layers.
Azure OpenAI 紅隊 導覽
Complete red team walkthrough for Azure OpenAI deployments: testing content filters, managed identity exploitation, prompt flow injection, data integration attacks, and Azure Monitor evasion.
Azure OpenAI 紅隊 導覽 (Platform 導覽)
End-to-end walkthrough for red teaming Azure OpenAI deployments: deployment configuration review, content filtering bypass testing, managed identity exploitation, prompt flow assessment, and diagnostic log analysis.
Testing Azure OpenAI Service
Red team testing guide for Azure OpenAI including content filtering, managed identity, and network controls.
Testing OpenAI GPT-4o: Complete 指南
Complete red team testing guide for OpenAI's GPT-4o including API, function calling, and structured outputs.