Aleena: Open-Source AI Agent Aligns Research Software Engineering Teams
An AI agent that tracks decisions from Slack to GitHub, preserving project rationale across scattered artifacts.
Research software collaborations are notoriously fragmented—decisions born in Slack threads, refined in meetings, and implemented in pull requests often lose their original rationale across these artifacts. This leads to divergent mental models between domain researchers and software engineers, risking project misalignment and wasted effort. To solve this, a team from university-based research software engineering (RSE) centers introduces Aleena, an open-source lifecycle alignment agent. Aleena uses GitHub as a central collaboration surface, automatically pulling in data from Slack, meeting notes, issues, and PRs to build structured, decision-preserving project records.
The agent doesn't replace human judgment—it supports stakeholder alignment by surfacing risks, tracking open questions, and maintaining decision continuity across the project lifecycle. Grounded in real-world RSE center experiences, Aleena was presented at the AgenticSE @ KDD '26 workshop. Its open-source nature invites the community to adapt and extend it. For teams juggling complex, multi-tool workflows, Aleena offers a practical way to keep everyone on the same page, reducing costly misunderstandings and preserving the scientific rigor of collaborative research software engineering.
- Aleena uses GitHub as a shared surface to capture and structure interactions from Slack, meetings, and pull requests.
- It surfaces risks, tracks open questions, and preserves decision continuity to prevent misalignment.
- The open-source agent is grounded in real-world university RSE center experiences and presented at KDD 2026 workshop.
Why It Matters
Aleena could reduce costly miscommunications in research software projects, boosting efficiency and scientific integrity.