diff --git a/Apis/cv-matcher-api/Services/CvMatcherService.cs b/Apis/cv-matcher-api/Services/CvMatcherService.cs
index 02f0ddd..2c8ac17 100644
--- a/Apis/cv-matcher-api/Services/CvMatcherService.cs
+++ b/Apis/cv-matcher-api/Services/CvMatcherService.cs
@@ -123,11 +123,11 @@ public sealed class CvMatcherService : ICvMatcherService
var cvText = Limit(cv.Text, 18000);
var jobText = Limit(job.Text, 14000);
var evidence = evidenceChunks.Count > 0 ? string.Join("\n\n", evidenceChunks.Take(4)) : Limit(job.Text, 4000);
- var languageName = LanguageName(language);
- var promptTemplate = await _aiPrompts.GetAsync("ai.cv-match.system-prompt", "*", ct)
- ?? "You are a strict CV-to-job matching engine. Return JSON only.";
- var systemPrompt = promptTemplate.Replace("{{languageName}}", languageName, StringComparison.OrdinalIgnoreCase);
+ var systemPrompt = await _aiPrompts.GetAsync("ai.cv-match.system-prompt", language, ct)
+ ?? (language == "ro"
+ ? "Ești un motor strict de potrivire CV-job. Returnează doar JSON. Punctează realist între 0 și 100."
+ : "You are a strict CV-to-job matching engine. Return JSON only. Score realistically from 0 to 100.");
var userPrompt = $"""
CV:
@@ -195,14 +195,6 @@ public sealed class CvMatcherService : ICvMatcherService
private static string NormalizeLanguage(string? language) =>
string.IsNullOrWhiteSpace(language) ? "en" : language.ToLowerInvariant().Split('-')[0].Trim();
- /// Maps a language code to its full English name for use in the LLM system prompt.
- private static string LanguageName(string language) => language switch
- {
- "ro" => "Romanian",
- "en" => "English",
- _ => "English"
- };
-
/// Truncates to at most characters.
private static string Limit(string value, int max) => value.Length <= max ? value : value[..max];
}
diff --git a/Apis/cv-matcher-data/Migrations/20260601133028_InitialSchema.cs b/Apis/cv-matcher-data/Migrations/20260601133028_InitialSchema.cs
index cafb479..6cebb5c 100644
--- a/Apis/cv-matcher-data/Migrations/20260601133028_InitialSchema.cs
+++ b/Apis/cv-matcher-data/Migrations/20260601133028_InitialSchema.cs
@@ -71,16 +71,18 @@ namespace CvMatcher.Data.Migrations
columns: new[] { "CvDocumentId", "JobDocumentId", "Language" },
unique: true);
- // Seed AI prompts for CV matching
+ // Seed AI prompts for CV matching (language-specific)
migrationBuilder.Sql($$"""
INSERT INTO [cvMatcher].AiPrompts ([Key], [Language], [Value], [Description])
VALUES
- ('ai.cv-match.system-prompt', '*',
- 'You are a strict CV-to-job matching engine. Return JSON only. Score realistically from 0 to 100.
-Penalize missing required skills. Do not invent experience. Use concise business language.
-Respond entirely in {{languageName}} — all text fields in the JSON must be in {{languageName}}.
-JSON shape: {""score"":number,""summary"":""..."",""strengths"":[""...""],""gaps"":[""...""],""recommendations"":[""...""],""evidence"":[""...""]}',
- 'System prompt template for the CV-to-job LLM matching call. {{languageName}} is substituted at runtime.');
+ ('ai.cv-match.system-prompt', 'en',
+ 'You are a strict CV-to-job matching engine. Return JSON only. Score realistically from 0 to 100. Penalize missing required skills. Do not invent experience. Use concise business language. All text fields in the JSON response must be in English.
+JSON shape: {""score"":number,""summary"":""one-line summary in English"",""strengths"":[""strength 1 in English"",""strength 2 in English""],""gaps"":[""gap 1 in English""],""recommendations"":[""recommendation 1 in English""],""evidence"":[""evidence 1 in English""]}',
+ 'System prompt for CV-to-job matching in English. Instructs LLM to return JSON with CV strengths, gaps, and recommendations relative to the job.'),
+ ('ai.cv-match.system-prompt', 'ro',
+ 'Ești un motor strict de potrivire CV-job. Returnează doar JSON. Punctează realist între 0 și 100. Penalizează abilitățile lipsă necesare. Nu inventa experiență. Folosește limbaj profesional concis. Toate câmpurile text din răspunsul JSON trebuie să fie în limba română.
+JSON shape: {""score"":number,""summary"":""rezumat pe o linie în română"",""strengths"":[""punct forte 1 în română"",""punct forte 2 în română""],""gaps"":[""lipsă 1 în română""],""recommendations"":[""recomandare 1 în română""],""evidence"":[""dovadă 1 în română""]}',
+ 'System prompt pentru potrivire CV-job în limba română. Instruiește LLM-ul să returneze JSON cu punctele forte ale CV-ului, lacunele și recomandări relative la job.');
""");
}