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In this update, we dive into the *March 15–16 "Last Log,"* which marks the most significant architectural shift in Woodbury’s history: the transition to **v2 File-Backed Pipelines**. We are moving away from opaque JSON blobs and toward a future where every AI-generated automation is a **first-class TypeScript project**. *What’s new in the v2 Architecture?* *Pipelines as Codebases:* Every pipeline is now a directory containing real `.ts` files, a `package.json`, and its own `tsconfig.json`. *Bidirectional Sync Engine:* Experience seamless synchronization where editing your code’s JSDoc annotations updates the visual graph, and changing the graph automatically manages your code imports. *Native Git Integration:* Pipelines are now repositories. You can *initialize, commit, and push* your automations directly to GitHub from the Woodbury dashboard. *AI-Driven "TODO.json" Protocol:* The Woodbury agent now follows a structured lifecycle, using a `TODO.json` file to track progress, update requirements, and ensure a pipeline is fully verified before declaring success. *Automated Testing & Transpilation:* Woodbury now auto-generates `.test.ts` files for your nodes and uses *Vitest* to verify logic at runtime, ensuring your AI-generated scripts are robust and reliable. *Conflict Resolution:* New smart detection features allow you to choose between *overwriting, editing, or creating new versions* when generating pipelines in existing directories. *Why this matters:* By treating AI workflows as real code, we make them accessible to standard developer tools, linters, and version control. This update bridges the gap between **visual automation and professional software engineering**. *Key Technical Highlights:* Runtime TypeScript transpilation using `ts.transpileModule`. 11 new v2 API endpoints for advanced pipeline CRUD operations. Enhanced Monaco editor integration for a professional coding experience within the dashboard. *Stay Connected:* Explore the *Woodbury Architecture Reference* or the *Pipeline Lifecycle Contract* in the source docs to learn more about how we’re building the future of autonomous desktop automation. #AI #TypeScript #Automation #Woodbury #LowCode #SoftwareEngineering #AgenticAI --- Would you like me to create a *slide deck* summarizing these v2 architecture changes for a more formal presentation?