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, …
Position paper on defensive patterns in complex, mature codebases and delivery practice.
Defensive patterns are often repository memory in an awkward form: adaptations to delivery pressure, operational risk, and local history. For coding agents, those patterns need explicit interpretation before they can be treated as signals rather …
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 …