CalSTRS Builds AI Governance Into Its Use-Case Pipeline
CalSTRS is treating AI governance as part of the pipeline itself, signaling a shift toward controlled, execution-ready AI operating models.
Part of a broader trend
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What is this trend?
CalSTRS is embedding AI governance directly into use-case intake, testing, and approval so AI can scale without weakening fiduciary control or risk management.
- Governance is moving upstream into AI use-case design, not added after pilots.
- Board-staff oversight, training, and external expert input are part of the operating model.
- Sandboxed pilots and red-team analysis help validate use cases before broader rollout.
- Fiduciary duty and human accountability remain central to AI approval decisions.
- Strategy teams need workflows with decision rights, escalation paths, and controls built in.
What’s the latest?
CalSTRS has turned AI governance into operating design, not just policy.
How it developed
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Curated long-form picks on this trend — podcasts, videos, and analysis, by seniority.
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Substack explainer with a production GenAI folder walkthrough—governed AI OS separation of runtime, prompts, eval, safety.
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Explainer podcast for total beginners on AI agents: triggers, actions, human approvals, and guardrails for governed AI ops.
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How-to Substack guide mapping AI workflow steps, human judgment, and accountability for governance in use-case pipelines.
The AI Maker · Substack
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How-to on graduated AI governance for use-case pipelines, explaining why renting tools backfires and how to build safely.
Leadership in Change · Substack
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Phased Playbook for AI-Native Leadership Transformation
How-to playbook on AI-native engineering transformation, covering governed AI operating systems and org structure shifts.
ByteByteGo Newsletter · Substack
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How-to podcast interview with Molly Graham and Hilary Gridley on AI governance for consistent, high-quality outputs.
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Building an Operating Model for AI Governance After Deployment
Analysis featuring Yogesh Sabnis on post-deployment AI governance operating models and escalation checkpoints.
CDO Magazine · News
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Analysis featuring Yogesh Sabnis on post-deployment AI governance operating models and monitoring in use-case pipelines.
CDO Magazine · News
Read →Agentic AI Raises the Stakes for Governance and Oversight - Traders Magazine
Analysis on agentic AI governance, auditability, and human oversight in use-case pipelines like CalSTRS.
Traders Magazine · News
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