AI should not own the whole delivery process. The project should own task contracts, context packages, isolated workers, evidence contracts, human gates, and feedback loops.
https://marlinbian-site.pages.dev/writing/project-specific-ai-delivery-pipeline/
I published a short English series on why AI design tools need a source of truth.
The argument: generated output is not enough for real design work. Designers need editable, verifiable, repairable project state that can keep going across feedback and revisions.
https://marlinbian-site.pages.dev/projects/sketchup-agent-harness/
🚀 #Warp is now #opensource! The #AI powered #terminal used by ~1 million active developers has finally opened its source code to the community — and the contribution workflow is unlike anything you've seen before.
🤖 Meet Oz — #Warp's AI agent that powers the entire open-source workflow. Open a #GitHub issue and Oz triages it, writes the spec, codes the solution, reviews its own code and verifies the result. All in conjunction with the Warp team and community. #AI #agentworkflow
🧵 👇
Thực tế giúp tôi đưa workflow “agent” vào sản xuất: (1) Hiểu codebase qua AST thay vì embedding thô, (2) Tìm kiếm hybrid (BM25 + kNN) & rerank để giảm sai sót, (3) Cung cấp công cụ “zoom-in” như grep, đọc đoạn mã cụ thể, (4) Dùng orchestrator + specialist thay agent đơn lẻ, (5) Quản lý trạng thái theo từng yêu cầu thay vì stateless. Ứng dụng hiệu quả với cây cú pháp, LlamaIndex, RAG-fusion. #AgentWorkflow #RAG #CodeUnderstanding #AIProduction #LlamaIndex #TríTuệNhânTạo #HệThốngAI #KỹThuậtML
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marlin_bian
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