Toward Continuous Assurance for the Democratization of AI Agent Creation in Industry
AI agents are increasingly created inside organizations by non-engineering users through low-code, no-code, and conversational development environments. This democratization enables rapid local innovation, but it also creates a reliability gap: agents that appear to users as simple productivity artifacts may depend on changing models, tools, retrieval sources, permissions, prompts, schedules, and external services. These dependencies can cause silent degradation long after deployment, even when no user directly modifies the agent. This paper identifies the reliability challenge created by demo
Lineage graph
Paper → model → repo connections mined from source citations (Tier-1 exact match).
Why these links exist
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- FuzzySimilar title/name (fuzzy) · 59%AgentCore-8B →
“Fuzzy title match (0.73): “Toward Continuous Assurance for the Democratization of AI Ag” ≈ “AgentCore-8B””
- PossiblePossibly related (embedding) · 68%Pluggable by design: An agent mesh for software modernization that adopts the next model release →
- PossiblePossibly related (embedding) · 63%The agent evaluation gap: Enterprise AI organizations have a reality-alignment problem, not a coverage problem — and most are shipping to production anyway →
- PossiblePossibly related (embedding) · 62%Agentic orchestration: Enterprise AI organizations have a deployment problem, not a platform problem — and most are calling chatbots agents →
- PossiblePossibly related (embedding) · 61%Why good AI agents fail in production: The missing infrastructure layer →
- FuzzySimilar title/name (fuzzy) · 87%SWE-agent/SWE-agent →
“Fuzzy title match (0.94): “Toward Continuous Assurance for the Democratization of AI Ag” ≈ “SWE-agent/SWE-agent””
- FuzzySimilar title/name (fuzzy) · 87%zhayujie/CowAgent →
“Fuzzy title match (0.94): “Toward Continuous Assurance for the Democratization of AI Ag” ≈ “zhayujie/CowAgent””
- FuzzySimilar title/name (fuzzy) · 59%NousResearch/hermes-agent →
“Fuzzy title match (0.73): “Toward Continuous Assurance for the Democratization of AI Ag” ≈ “NousResearch/hermes-agent””