Verified swarm engineering: humans, AI agents, and heterogeneous compute collaborate through bounded tasks, independent verification, and reproducible evidence.

Python Jira library. Development chat available on https://matrix.to/#/#pycontribs:matrix.org

Source code of the recurrent donations platform Liberapay

An AI SRE for Kubernetes: connects to your cluster, investigates with real tools, explains the root cause in plain English, and executes the fix only after you approve it. Peer-reviewed — Journal of G

Role-aware, permission-enforced benchmark for LLM agents that operate HPC systems — SLURM, telemetry, RBAC, docs, facility. A policy violation hard-fails the task. 88 tasks (10 categories x 5 roles),