# tokens
標記為「tokens」的 4 篇文章
Token 優化技術
實作 token 層級優化演算法以發掘對抗輸入,包括 GCG、AutoDAN 與自訂梯度型取徑。
exploit-devtokensoptimizationadversarial
Token Counting and Estimation
理解 符元ization by counting and estimating 符元s across different models and encoders.
labstokenscountingbeginner
實作：符元操控基礎
理解 how 符元ization affects LLM behavior and practice basic 符元-level manipulation 技術.
labstokensmanipulationbeginner
AI Rate Limiting 導覽
Step-by-step walkthrough for implementing token-aware rate limiting for AI applications: request-level limiting, token budget enforcement, sliding window algorithms, abuse detection, and production deployment.
rate-limitingdefenseabuse-preventiontokensthrottlingimplementationwalkthrough