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Diagram showing Copilot agents powered by Grok 4.6 interacting with CI, gating, and observability pipelines.
Business systems

Rule-Based Automation vs AI Agents: When to Use Each — Updated

Practical update for product and engineering leaders that adds operational guidance after Grok 4.6 landed in GitHub Copilot (Aug 14, 2026). Covers what stronger agentic models change for agent design, governance, CI/QA, observability, and a Pilot checklist you can copy.

7 min read
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