Carahsoft, in conjunction with its vendor partners, sponsors hundreds of events each year, ranging from webcasts and tradeshows to executive roundtables and technology forums.

Events and Resources

Events

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Invisible Technologies

Why “Black-Box” AI Fails… What Makes It Work Instead


Event Date: April 28, 2026
Hosted By: Invisible Technologies & Carahsoft
AI holds enormous promise for modernizing public sector operations—accelerating decisions, reducing backlogs and improving service delivery. Yet many AI initiatives stall before reaching production. In regulated environments, opaque “black-box” systems often struggle to meet the standards required for transparency, accountability and auditability. When automated decisions can’t be clearly explained or defended, agencies face compliance risks, workforce resistance and oversight concerns that limit adoption.
 
In this webinar, we explored why black-box AI models frequently fail in government and regulated industries—and what works instead. Attendees learned how organizations are successfully deploying AI using human-in-the-loop oversight, orchestrated workflows and built-in governance that ensure decisions remain explainable and defensible. The session provided a practical framework for moving beyond pilots and implementing AI in a way that builds trust, meets compliance requirements and delivers measurable operational impact.
 
Key Topics:
  • Why black-box AI struggles: Opaque systems often fail to meet transparency and audit requirements in regulated environments.
  • Barriers to scaling AI: Data issues, governance gaps, and workforce distrust frequently stall deployments.
  • What works instead: Human-in-the-loop oversight improves accuracy, trust and accountability.
  • Workflow matters: AI succeeds when embedded in structured, auditable processes.
  • A deployable AI framework: Practical steps for implementing explainable, compliant AI at scale.

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Resources


Pavilion Data Blocks and Files Article
Resources

Pavilion Data Blocks and Files Article

Learn about Pavilion’s a speedy parallel file system that brings it into direct competition with major HPC storage players for the first time.


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