Describe the requirement in one sentence, and the AI reads the existing code to incrementally add features without touching the old logic.
Disclaimer: The content shown on this page is generated by an AI model and is for reference only. It does not constitute any guarantee of results. Actual output and Credits consumption are subject to "Usage Details" in the console.
qwen3.7-max and, with one sentence, ask it to incrementally add the reminder without touching old features such as search and filtering.
Tool: Qoder · qwen3.7-max reads the existing code → incremental development.
Actual output
Same existing codebase, only one feature instruction added. Before and after adding the feature (both are clickable to try):
Basic CRM before adding the feature ![]() | After adding the follow-up reminder ![]() |
Steps: Add a feature with one sentence
In Qoder, send the existing code along with the instruction below to qwen3.7-max:
Notes
- Consumption: This playbook involves a single round of incremental development (within the Qoder tool, requires reading the full existing code). Consumption in brownfield development is positively correlated with codebase size — the existing code must enter the context, and larger code means higher single-round input.
- Consistency: The feature passed on the first try: overdue items correctly pinned and highlighted in red, closed and lost customers correctly excluded, and exactly 7 days did not trigger a false alarm.

