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gemini-4IMAGE

GraphJin 用 Gemini 4 Argon 测 3351 次零越权

开发者称 GraphJin 把数据/API/文件编译成受控图查询,跨 10 个模型含 Gemini 4 Argon 的 3351 次尝试无一次不安全操作。

spacy
@dosco21 天前收录原推发布于 2026.10.15
GraphJin 用 Gemini 4 Argon 测 3351 次零越权
spacy @dosco原推发布于 2026.10.15
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it is a literal crime that i haven’t posted about this yet. the industry is wasting billions on model-side reasoning when the real bottleneck is just the deterministic boundary. if you are writing custom mcp tools or hand-crafting brittle text-to-sql prompts to connect an agent to a database, you are ngmi. http://graphjin.com is the correct architecture here. it treats data, apis, and files as a single governed graph. it’s not an agent gateway; it’s a compiler harness. the agent reasons by emitting dynamic graphql, which the engine immediately compiles into a single, highly optimized query. zero n+1. zero resolver slop. because the model interacts through the compiler harness rather than raw sql, you get total safety guaranteed at the engine level. 3,351 attempts on deeporg across 10 different models—including gemini-4-argon—and literally 0 unsafe effects. stop letting llms do all the heavy lifting you don’t need a smarter prompt. you need a compiler.

x.com/dosco/status/2110717332414939605采集于 2026.10.16 10:11