The Future of On-Call Operations Is Autonomous — William Pienaar, Cleric | re:Invent 2025 @WorkOS
The Future of On-Call Operations Is Autonomous — William Pienaar, Cleric | re:Invent 2025  @WorkOS
Uploaded December 2025 | Updated September 2026, 11 hours ago
William Pienaar, Co-founder & CTO of Cleric, explores how AI agents are transforming on-call operations and production reliability.

Cleric builds an AI SRE, an autonomous diagnostic agent that helps engineering teams investigate alerts, surface root causes, and stay in flow without getting buried in noisy operational work. In this conversation, William breaks down:

• Why production operations are the perfect domain for agentic AI
• What LLMs are great at today—and where they still struggle
• How Cleric uses sub-agents, confidence scoring, and code generation to keep investigations grounded
• The real tradeoffs between autonomy and human-in-the-loop workflows
• What the next wave of AI-powered incident response will look like
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The Future of On-Call Operations Is Autonomous — William Pienaar, Cleric | re:Invent 2025

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