yunfengzhou-hub opened a new issue, #1112:
URL: https://github.com/apache/flink-agents/issues/1112

   ### Search before asking
   
   - [x] I searched in the 
[issues](https://github.com/apache/flink-agents/issues) and found nothing 
similar.
   
   ### Description
   
   This is a sub-increment of the sub-agent work already designed in #909 and 
scoped in #1082 — specifically the "chat-model tool calls" step that #1082 
listed as a later deliverable. The framework and `AGENT` resource type landed 
in #938; the remaining work is being split into several sub-issues/PRs, and 
this one covers exposing declared sub-agents to the chat model as callable 
tools, so the model can delegate a sub-task to a sub-agent the way it calls a 
function.
   
   As agreed in #909, this reuses the existing tool-call dispatch path 
(`ToolCallAction`): internally the same durable `submit` / `await` sub-agent 
invocation, wrapped by the chat model's ReAct-style loop. Full Java/Python 
parity.
   
   ### Scope
   
   - Sub-agent callables are advertised under a reserved `subagent_` prefix, 
keeping the `AGENT` and `TOOL` namespaces distinct; a chat-model setup declares 
its delegatable sub-agents via a `subagents` argument.
   - A sub-agent is exposed only if it can produce a JSON input schema 
(explicit or derived from its input type); otherwise it is skipped. 
Cross-language bridge handles are rejected.
   - Dispatch stays durable; results are normalized to JSON-compatible content, 
and a failed sub-agent returns its reason to the model instead of failing the 
job.
   
   This is one of several sub-issues/PRs splitting the sub-agent roadmap; it 
does not add a built-in internal sub-agent (a separate track). End-to-end 
out-of-the-box UX lands when that track completes.
   
   ### References
   
   - Design discussion: #909
   - Parent feature issue: #1082
   - Framework PR: #938
   - Background: #660
   
   A reference implementation (Java + Python with mirrored tests) is ready; 
willing to submit the PR once there's committer agreement.
   
   ### Are you willing to submit a PR?
   
   - [x] I'm willing to submit a PR!


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