Algorithm 1 MAS4SysML Process
Require: Natural language modeling intent In
Ensure: Final SysML v2 model code Cf
Phase-I: Task Analysis
1: task_card_set←TaskStructureGenerationAgent(In)
Phase-II: Iterative Code Generation
2: prev_code←Ø
3: for task_card in ordered(task_card_set) do
4:    generated_code←CodeGenerationAgent(task_card, context=prev_code)
5:    validation_result←SyntaxValidationModule(generated_code)
6:    if validation_result == "pass" then
7:   prev_code←generated_code
8:    else
9:   k←0
10:   while k < Kmax and validation_result == "fail" do
11:    repaired_code←CodeRepairAgent(generated_code, validation_result)
12:    validation_result←SyntaxValidationModule(repaired_code)
13:    k←k + 1
14:   end while
15:   if validation_result == "pass" then
16:    prev_code←repaired_code  
17:   else
18:    record_failure(task_card)
19:    prev_code←repaired_code  
20:   end if
21:    end if
22: end for
Phase-III: Semantic Validation
23: semantic_result←SemanticValidationAgent(prev_code, task_card_set)
24: if semantic_result == "pass" then
25:    Cf←prev_code
26: else
27:    deviation_report←GenerateSemanticReport(prev_code, task_card_set)
28:    revised_code←CodeRepairAgent(prev_code, deviation_report)
29:    Cf←revised_code
30: end if
31: return Cf