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Intelligent agent for interpreting vague ERPNext development requests and producing concrete technical specifications.
Passed 21 of 25 test cases with the skill, and 3 of 25 without it.
and 24 more in the full report
20 fixed1 passed either way2 still failing2 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 20 test cases the skill fixed. Same model, same prompt, with and without the skill.
We need our Sales Order form to calculate a custom margin percentage dynamically whenever line items change, while also ensuring the margin is strictly re-calculated and verified upon saving. Please transform this vague user request into a technical spec. The output must include a summary of requirements, an implementation metadata table, step-by-step data execution flow, error management logic, necessary skills list, and verification criteria.
| Checked | Without skill | With skill |
|---|---|---|
| Specifies both Client Script and Server Script on validate event in the mechanism field. | Missed | Passed |
| Includes the column headers Aspect and Value in the markdown implementation table. | Missed | Passed |
| Lists erpnext-syntax-clientscripts in the required skills section. | Missed | Passed |
The instructions your model reads when the skill loads.
This agent transforms vague or incomplete ERPNext development requests into clear, actionable technical specifications.
Purpose: Bridge the gap between "what the user wants" and "what needs to be built"
┌─────────────────────────────────────────────────────────────────────┐
│ USER REQUEST ANALYSIS │
├─────────────────────────────────────────────────────────────────────┤
│ │
│ ► Request is vague/incomplete │
│ "Make the invoice do something when submitted" │
│ └── USE THIS AGENT │
│ │
│ ► Request lacks technical specifics │
│ "Add approval before order confirmation" │
│ └── USE THIS AGENT │
│ │
│ ► Multiple implementation paths possible │
│ "Automate inventory updates" │
│ └── USE THIS AGENT │
│ │
│ ► Request already has clear technical specs │
│ "Create Server Script on validate for Sales Invoice" │
│ └── Skip agent, use relevant syntax/impl skills directly │
│ │
└─────────────────────────────────────────────────────────────────────┘
┌─────────────────────────────────────────────────────────────────────┐
│ CODE INTERPRETER WORKFLOW │
├─────────────────────────────────────────────────────────────────────┤
│ │
│ STEP 1: EXTRACT INTENT │
test cases passed, vs 3 / 25 without
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