AI Coding Agent
A tool or system built on large language models that can autonomously plan and generate code based on natural language instructions. It typically uses the Transformer architecture and is pretrained on massive public code repositories. It is essentially a probabilistic text generator, strong at local code generation but lacking a system-level global view.
Timeline (last 90 days)
Agents are good at generating code skeletons from scratch, but are not good at debugging problems that require understanding runtime behavior, such as "the data arrived but it doesn't render".
Writing requirements as a Markdown document and placing it in the project directory lets the Agent read a local file to obtain stable and complete context, which is more reliable than scattered descriptions in the conversation.
Having the Agent plan first and then write code, and requiring human confirmation at uncertain points, can prevent rework caused by the Agent improvising.
A skill file is a lightweight configuration mechanism in the Agent ecosystem, usually a structured Markdown document that describes in natural language the task's operational flow, available tools and caveats; editing the text is enough to adjust the Agent's behavioral strategy, at a cost far lower than retraining or fine-tuning a model.
The developer adopted a 'spec + slicing' strategy: first having the agent create a specification, then breaking the development cycle into independently verifiable slices to be implemented one by one.
All Facts (5)
Agents are good at generating code skeletons from scratch, but are not good at debugging problems that require understanding runtime behavior, such as "the data arrived but it doesn't render".
50%UnverifiedWriting requirements as a Markdown document and placing it in the project directory lets the Agent read a local file to obtain stable and complete context, which is more reliable than scattered descriptions in the conversation.
50%UnverifiedHaving the Agent plan first and then write code, and requiring human confirmation at uncertain points, can prevent rework caused by the Agent improvising.
50%UnverifiedA skill file is a lightweight configuration mechanism in the Agent ecosystem, usually a structured Markdown document that describes in natural language the task's operational flow, available tools and caveats; editing the text is enough to adjust the Agent's behavioral strategy, at a cost far lower than retraining or fine-tuning a model.
50%UnverifiedThe developer adopted a 'spec + slicing' strategy: first having the agent create a specification, then breaking the development cycle into independently verifiable slices to be implemented one by one.
50%