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Build: A Practical Multi-Agent Reliability Playbook from GitHub's Deep Dive

· 4 min read
Victor Jimenez
Software Engineer & AI Agent Builder

If your multi-agent workflow keeps failing in unpredictable ways, implement four controls first: typed handoffs, explicit state contracts, task-level evals, and transactional rollback. GitHub's engineering deep dive published on February 24, 2026 shows the same core pattern: most failures are orchestration failures, not model-IQ failures, so reliability comes from workflow design before model tuning.