Articles
DeepSeek just open-sourced its Harness and, together with Peking University, released a paper that looks past the model itself and tackles a foundational problem for the next generation of agents:#12Can Agents Safely Rewrite Themselves?
For a small team—or even a one-person company—writing and maintaining hundreds or thousands of fixed, mechanical automated test cases is no longer realistic. This is especially true when the product is evolving quickly. Keeping AI-generate…#11Don’t Ask AI to Write Tests. Make AI Your QA Engineer.
If you look through product interfaces launched over the past two years, you will notice a fairly consistent pattern: most of them use only one chromatic colour.#10Where Did the Secondary Colour Go?
I propose the term “Space Engineering” to describe the fundamental discipline behind human–AI interaction.#9Introducing Space Engineering: A New Definition of AI Engineering
Not a professional designer. Can you still ship a genuinely good-looking UI?#8Four Steps to a Polished, Professional Website UI
How do you know whether the app you just built is any good—before real users tell you?#7Can AI Users Judge an App First?
I used to think that Single Source of Truth in software development was merely an engineering habit. Now I realize it is actually the core structural foundation of software development.#6Abstraction Patterns and Anti-Patterns in Software Design from a Category Theory Perspective
Recently, I have been building an Agent Skill that automatically generates documentation from source code. The goal sounds straightforward: make the agent read the codebase deeply, understand each module, and generate high-quality document…#5Why Do Agent Skills Fail?
At Narrative , we have developed TodoClaw.com as the central orchestration hub and agent for our Harness Engineering ecosystem. A lightweight variant of #OpenClaw , TodoClaw is purpose-built for isolated task execution and comprehensive ac…#4TodoClaw: The Execution Engine for Harness Engineering
- Composio as the Tool Layer for AI Apps: It unifies OAuth, action calls, and triggers for third-party apps like Gmail and Google Calendar, enabling you to build an "authorization-execution-listening" automation loop with minimal engineeri…#3Building AI Apps with a Tool Layer: from Authorization to Automation
Software development has completely and fundamentally shifted from writing code to system integration.#2The LLM-Driven Software Revolution: A Paradigm Shift and the Reimagining of Product Goals
# Understanding Autoregressive Generation in Transformer Decoders (Original + Claude)#1Understanding Autoregressive Generation in Transformer Decoders (Original + Claude)
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