AI will amplify the software ecology we already have. That makes context, validation, and human judgment more important, not less.
A reflection on software engineering at the edge of agentic workflows, connecting personal experience, DORA's amplification framing, Adam Bender's software ecology talk, and the need to reduce human and agentic friction with healthier …
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, …
Research on repository context helpers and agentic readiness.
AI-assisted development is already happening at scale, but many active repositories still do not provide explicit guidance to the coding agents operating inside them. That leaves a gap between tool adoption and repository readiness. Without …