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EDITORIAL DESK ARCHIVE

AI Workflows

Step-by-step production AI workflow architectures, event loops, and agent orchestration for builders.

Deep Dive AI Workflows

Build a Diff-Sandboxed Coding Agent Workflow with Plandex v2: 97% Merge Accuracy [2026]

Plandex v2 introduces diff-sandboxed code generation — every AI edit is computed as a structured diff, reviewed, and applied only after passing semantic validation. This guide builds a LangGraph workflow that pipelines task decomposition, diff generation, sandbox validation, and safe merge execution, achieving 97% clean merge accuracy versus 71% for direct file writes.

Deepak Bagada Deepak Bagada
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