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2026 / 09

Audit state, authority, recovery, observability, and cost before migrating production agents to OpenAI's managed Codex harness.
Web Bot Auth 只能验证签名身份。机器人访问治理还需要站点偏好、用途声明、名录分类、本地策略和可审计的边缘执行。
Web Bot Auth verifies a signing key. Robot access needs declared purpose, directory classification, local policy, and auditable edge enforcement.
KV cache 操作让预训练模型并发观察、思考和响应成为可能。机制已有实验,生产运行时仍在形成,状态治理将成为新的系统边界。
实验室 Agent 的能力上限由测量信号、通过条件与异常升级机制共同决定。MIT 六量子比特校准案例给出了一份可迁移的测量合同。
DseWiki 事件说明,只读网络应按外部副作用定义,而非按 HTTP 方法名称定义。本文分层审计公开档案、官方承认、站长证词与研究者推断。
KV-cache manipulation lets pretrained LLMs observe, reason, and respond concurrently. The mechanism works; the production runtime is still emerging.
Quantum calibration AI agents need every action tied to a measurable signal, a pass condition, and an escalation path. MIT's case shows the contract.
The DseWiki incident shows why read-only web access must be defined by side effects, not HTTP method names. Here is what the public evidence proves.
Astra 在不同 Harness 下得到 62.7% 和 99.9%。本文拆解分数语义、状态管理差异,以及速度和 token 数据的适用边界。
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