GEPA optimize_anything makes the evaluator the stable interface for prompts, code, agents, and configs. Here is how to design one safely.
ChatGPT Health 可以在普通对话中读取连接的病历。本文拆解权限、记忆、删除、HIPAA 和端到端验证边界。
ChatGPT Health can read connected medical records across conversations. Evaluate its permissions, memory, deletion, HIPAA, and verification boundaries
一套可落地的数学 Agent 工作流：用持久状态、敌意审计、盲重构和证据晋升，把开放探索转化为可信知识。
审计 GigaToken 约 1000 倍加速的测试条件、独立复现和兼容风险，并判断 CPU Tokenization 何时真正影响 LLM 吞吐。
AI Agent Sandbox 的持久化语义取决于生命周期动作。本文用五层状态模型核验文件、内存、快照、外部存储、连接与副作用。
A practical workflow for AI agents in mathematical proofs: durable state, hostile audits, blind reconstruction, and evidence-gated knowledge.
An audit of GigaToken's 1000x claim, independent results, compatibility risks, and when CPU tokenization changes LLM throughput.
AI agent sandbox persistence varies by lifecycle action. Use this five-layer model to verify files, memory, volumes, connections, and side effects.
"把 Tokenizer 视为 checkpoint ABI，用可验证的迁移契约原地扩展预训练模型词表，并守住生成质量与真实性能。"
