Databricks 出了个 Unity Gateway,专门帮团队管 AI token 的花销,省下折腾成本的时间去写代码。
#Unity Gateway
Databricks 放了个演示,讲怎么用 Genie Ontology 加 MCP,让智能体查数据时带上业务含义和护栏,做数据智能体的可以看看。
Databricks 用户注意了,GPT-6.1 Terra 已经可以直接在 Lakehouse 上用,还能通过 Unity Gateway 统一管控调用,搭智能体方便不少。
The framing shifts agent architecture from per-agent tooling to a shared platform layer, which changes how teams budget for governance and observability at scale. Platform and ML engineering leads evaluating agent frameworks should compare this stack against assembling separate harnesses, gateways and monitoring tools themselves. No regional availability or pricing details were given in the announcement.
Databricks 把纽约办公室扩到 12 万平方英尺,还专门加了一层工程研究楼层,Genie 这些产品就是那边团队做的。
Databricks 首发测试了 Google 新模型 Gemini 4 Argon,编码和企业智能体基准成绩是测过的 Gemini 里最强的,还能直接跑在自家 Lakehouse 数据上。
Central governance of agent fleets is the real shift here: model choice, MCP servers and spend limits move from per-developer config files to an admin-controlled layer, which is how larger engineering organisations will actually adopt coding agents. Platform and DevEx teams evaluating Claude Code, Codex or Cursor rollouts should compare Unity Gateway's single-rollout model against managing each tool's settings separately.
Databricks 演示了 Unity Gateway 怎么追踪团队用了哪些模型、花了多少钱,Omnigent 还能把你手头的编码智能体拼在一起用。
Databricks 分享了自家排障实录:用 Unity Gateway 和 Genie One 追踪 MCP-server,一年白烧 49.9 万美元 token 的 Bug 全揪出来了,做智能体运维的可以抄作业。
Databricks 出了个 Unity Gateway CLI,让你在 Claude Code、Codex 这些编程智能体之间换模型不用重配,管理员一处改全队生效,还能看花费。