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

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