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zero-based thinking

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Oct 10, 2026 · R&D Management

Zero-Based R&D Rebuild: Tencent's AI Pipeline Delivers 68% of Requirements End-to-End

Tencent's OK platform rebuilt its R&D process from scratch using zero-based thinking, enabling AI to deliver 68% of 254 requirements end-to-end with 51% completed within two hours, replacing traditional handoffs with a nine-stage pipeline, dual quality gates, surgical coding discipline, and a knowledge flywheel that shifts human roles to high-level judgment.

AI-assisted developmentR&D process redesignSoftware Engineering

0 likes · 9 min read

Zero-Based R&D Rebuild: Tencent's AI Pipeline Delivers 68% of Requirements End-to-End

Tencent Technical Engineering

Oct 9, 2026 · R&D Management

Beyond AI Coding: End-to-End AI Automation Reshapes R&D Pipelines

The article details OK Platform's AI-driven end-to-end R&D pipeline that automates nine stages from requirement to deployment, achieving 68% auto-completion and 51% within 2 hours, using zero-based thinking to eliminate human bottlenecks, with structured specs, quality gates, knowledge flywheel, and human-as-decision-maker model.

AI-driven R&DOK PlatformOrganizational Efficiency

0 likes · 48 min read

Beyond AI Coding: End-to-End AI Automation Reshapes R&D Pipelines