Please share your thoughts here in this mailing list thread or directly as comments on the linked github discussion
On Sun, Jul 12, 2026 at 17:01 vinothchandar (via GitHub) <[email protected]> wrote: > > GitHub user vinothchandar edited a discussion: [DISCUSS] New Agentic > lakehouse module & built-in AI agent gateway > > (Also mirrored to dev ML) > > Hi all, > > I'd like to propose adding an optional, self-hostable AI serving layer to > Hudi — making every Hudi table something you can talk to, and over time, > something agents can help operate. > > Concretely: a set of Helm charts deploying Trino + a new agent gateway > service that hosts an LLM agent loop with guarded read-only SQL tools over > the lakehouse, exposes the same tools to external agents via MCP, and ships > a small chat UI. Local inference (Ollama) is the out-of-box default; API > providers and vLLM are values-file choices. Nothing about existing Hudi > APIs, configs, or storage changes — it's all additive. > > Why in the project rather than as external glue: the tools can be > engine-native (catalog introspection today; incremental queries and table > services operations next), the stack stays fully open and self-hostable, > and > answer quality can build on Hudi-specific knowledge. The longer arc is > agents that assist with operating tables — tuning, inspection, maintenance > — > not just querying them. > > - Umbrella feature issue with the breakdown: #19256 > - Initial implementation (charts + gateway + local dev environment): #19265 > > Would love feedback on the direction, the proposed breakdown, and interest > in contributing — especially from folks running Hudi with Trino, or with > opinions on inference deployment and agent tooling. If the direction lands > well here, we'll firm up designs on the individual sub-issues (and RFCs > if engine/format surfaces are touched). > > > > > > > GitHub link: https://github.com/apache/hudi/discussions/19264 > > ---- > This is an automatically sent email for [email protected]. > To unsubscribe, please send an email to: [email protected] > >
