Agentic-Confidence

Filter: All tags agentic-confidence agentic-context coding-agents context-helpers defensive-patterns
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paper position research topic

Position - Agentic Context

Position paper on context helpers, repository reality, and agentic readiness.

Reliable agentic software delivery depends on context before autonomy. The gap between capable coding agents and safe production behavior is often not model capability, but missing repository context about defensive patterns, local constraints, …

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Position - Agentic Confidence

Position paper on agentic confidence assessment and governance.

Confidence in coding agents is not a static model property. It is a context-dependent judgment that accumulates over time through evidence about task scope, repository grounding, validation strength, failure behavior, and human tolerance for …

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Topic - Agentic Confidence

Research on agentic confidence assessment and governance.

As AI systems become more capable in coding, reasoning, and agentic workflows, the practical question is no longer whether they can produce useful output. The harder question is how confidence in those systems can be formed, qualified, and …

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