Hacktoberfest 2026: the issues maintainers tagged for October, open and beginner-friendly. Browse Hacktoberfest issues

polyglot programming best practice ?

Open
#1,985 0 comments 0 reactions 0 assignees View on GitHub

Nobody has claimed this yet.

Assessment

Difficulty
5/5
Estimated time
Over a week
Newbie friendliness
25/100
Issue type
Feature
Clarity
Needs clarification
Activity status
Quiet
Tech stack
java
Domain
backend-api-design, distributed-systems

Research direction

Start by reviewing linked pull request #1976 and the SDK's current agent and runtime capabilities. Compare the proposed A2A, package-manager, IPC/FFI, and embedded-runtime approaches; done means a documented recommendation or concrete scope for supporting polyglot concurrent runtimes.

Written by the indexing model from the issue text.

Description

question

Hi, I'm not sure what's the best approach to make polyglot runtime with multiple agents, with local inference.

This appeared on my feedback for a reason :

https://github.com/github/copilot-sdk/pull/1976

I guess Microsoft agent framework is the way to go but I'm also keeping an eye on this repo .

A2A with multiple concurrent runtimes? with a package manager like mise-en-place ? or all embedded in one IPC like FFI I keen to the later but would like to hear opinions and if something is easily achievable with this SDK.

Dominant language
Java
Stars
10.5k
Forks
1.5k
Avg merge
1d 9h
Merged PRs (30d)
131

Contributor guide

Open the contributing guide

First steps

  1. Read the whole issue, then the project's contributing guide.
  2. Comment on the issue to say you are picking it up — it saves two people doing the same work.
  3. Fork the repository and make your change on a branch.
  4. Open a pull request that references the issue number.

More from github/copilot-sdk

All issues in github/copilot-sdk

Similar issues

More Java issues

Get new issues in your inbox

A short digest of beginner-friendly GitHub issues.