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Home»Healthcare»Recap Scaling the Future: Reddit AMA on Community Automation at Scale
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Recap Scaling the Future: Reddit AMA on Community Automation at Scale

Shape PerfeitoBy Shape PerfeitoApril 26, 2026No Comments2 Mins Read
Recap Scaling the Future: Reddit AMA on Community Automation at Scale
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Cisco Blogs / Developer / Recap Scaling the Future: Reddit AMA on Community Automation at Scale


TL;DR: Cisco’s Strategic Path

Cisco is shifting towards a unified operational mannequin that emphasizes standardization, human-in-the-loop AI, and intent-based automation.

  • AI as a “Reasoning Layer”: Cisco isn’t shifting towards absolutely autonomous AI. As a substitute, AI acts as a reasoning instrument that analyzes telemetry, detects points, and proposes validated fixes. Human approval is at all times required earlier than any configuration adjustments are pushed to the community.
  • Unified Operations (AgenticOps): The purpose is to bridge the hole between cloud-managed (Meraki) and on-premises (Catalyst) environments. By utilizing a single “pane of glass” and unified APIs, Cisco goals to simplify advanced, multi-system deployments into single, automated workflows.

Automation Greatest Practices:

  • Begin Small: Concentrate on high-frequency, low-variability duties (like compliance audits or web site turn-ups) to show ROI.
  • Standardize: Earlier than automating, guarantee you may have a single “Supply of Fact” (e.g., NetBox, Git-based workflows). Inconsistent insurance policies scale sooner than know-how can repair them.
  • Security First: Use “circuit breakers” (auto-halt on failure) and pre-deployment modeling to stop configuration drift and restrict the “blast radius” of errors.
  • Organizational Alignment: The largest hurdle to automation isn’t the technology-it’s getting NetOps, Safety, and AppDev groups to agree on standardized processes and information fashions.
  • Sources for Builders: Cisco encourages utilizing the DevNet Sandbox for experimentation and the Agentic Workflows Change for pre-verified, drag-and-drop automation templates.

Key Takeaway: Cisco’s focus is on simplifying the administration of heterogeneous networks by unified APIs and deterministic AI, making certain that engineers stay in management whereas lowering handbook, repetitive labor.

Take a look at the Reddit AMA!

Authors

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Ana Nennig

Product Advertising and marketing Supervisor

Cisco Networking

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