LLM 访问控制和路由论文强调成本、安全和可靠性风险

报道来源 [10]

1. arXiv cs.AI TIER_1 English(EN) · Guannan Lai, Long Chen, Han-Jia Ye · 2026-11-06 05:00

   当大型语言模型路由器过度支付：偏好强模型的代价

   arXiv:2602.03478v2 Announce Type: replace Abstract: LLM routing aims to reduce inference costs by assigning easy queries to less expensive models and reserving stronger models for cases in which they are needed. However, we find that existing routers often violate this principle …

2. arXiv cs.AI TIER_1 English(EN) · Xiaodong Wu, Zhimin Zhao, Qi Li, Chaklam Cheong, Xiangman Li, Jianbing Ni · 2026-11-06 05:00

   中间商的交付：LLM API中继中的答案行为、工具权限和计费使用量

   arXiv:2611.07650v1 Announce Type: cross Abstract: Third-party application programming interface (API) relays offer access to large language models (LLMs), often at lower prices. Users depend on these services for model quality, instruction compliance, and accurate billing. Howeve…

3. dev.to — LLM tag TIER_1 English(EN) · Christian Anderson · 2026-11-06 09:00

   设置模型雷达：捕捉真正支持工具调用的免费LLM

   <p><a href="https://github.com/casareanderson/model-radar" rel="noopener noreferrer">model-radar</a> is two small commands I run for my AI agents:</p> <ul> <li> <code>model-radar</code> lists the free models on OpenRouter and actually asks each new one to make a tool call. Loads …

4. dev.to — LLM tag TIER_1 English(EN) · Marina Kovalchuk · 2026-11-06 01:25

   对LLM可靠性的过度自信导致root访问风险：解决安全与合规问题

   <h2> Introduction: The Growing Reliance on LLM Agents </h2> <p>In the race to leverage AI’s potential, organizations are increasingly deploying Large Language Model (LLM) agents in production environments. These agents, often perceived as infallible due to recent performance impr…

5. dev.to — LLM tag TIER_1 English(EN) · RESK · 2026-11-04 13:30

   LLM访问控制与监控：什么能真正阻止一个“困惑副官”代理

   <h2> The question </h2> <p>Engineers searching for best practices on LLM access controls usually want one thing: a concrete answer to how an agent should be allowed to touch real systems. This article explains the mechanism, the failure mode it prevents, and the order in which th…

6. dev.to — LLM tag TIER_1 English(EN) · nRouter · 2026-11-04 13:19

   什么才算最好的 LLM 网关？我们将用哪些标准来测试任何网关

   <p>Every "best LLM gateway" list we've read ranks products by feature checklist: routing ✓, caching ✓, guardrails ✓. Checklists are where evaluation goes to die — every gateway claims every feature, and the differences that decide whether your production traffic survives a bad Tu…

7. dev.to — LLM tag TIER_1 English(EN) · Guillermo Baigorria · 2026-11-03 20:28

   一个语音笔记，三个请求：我们如何构建了一个LLM路由器

   <p>In the <a href="https://blog.getwerk.ai/posts/rent-the-model-own-the-harness" rel="noopener noreferrer">first post</a> of this series, a four-second voice note helped us separate what the model does from what the harness does: "Done with the Novak job." That was the easy case.…

8. dev.to — LLM tag TIER_1 English(EN) · RESK · 2026-11-03 13:30

   LLM访问控制与监控：为何工具调用是攻击面

   <h2> The problem is not the output </h2> <p>Most teams secure an LLM deployment by filtering what comes out of it. That is the wrong boundary. The dangerous artifact is not the text the model returns to the user. It is the tool call the model emits on the way there.</p> <p>An age…

9. dev.to — LLM tag TIER_1 English(EN) · Sucheta Dhiman · 2026-11-03 05:23

   面向企业的LLM网关参考架构

   <p>A single developer calling a model through a gateway needs little more than a base URL and a key. An enterprise running hundreds of AI features across many teams, regions, and regulatory regimes needs something more carefully structured. This article lays out a reference archi…

10. dev.to — LLM tag TIER_1 English(EN) · RESK · 2026-11-01 13:30

    实施 LLM 访问控制和监控：实用指南

    <h2> Introduction </h2> <p>LLM access controls are often treated as prompt-level guardrails. That framing misses the real risk: an agent that can call tools is a software principal making requests on behalf of a user. If those requests are not authenticated and authorized at the …