-
Notifications
You must be signed in to change notification settings - Fork 0
Quality Translation Guide
Arte edited this page Jan 25, 2026
·
1 revision
Quality Translation (QT) is a replacement for the previous Data Loss Prevention (DLP) system, offering enhanced capabilities through multi-language support, quality scoring, and 24-hour uptime tracking. It provides a comprehensive approach to content validation with global language awareness.
Version: 3.1+
QT supports 4 languages with full translation capabilities:
| Language | Code | Primary Use | Example |
|---|---|---|---|
| English | en |
Default/Control | Original content |
| Spanish | es |
European Markets | "protocolo de aprendizaje profundo" |
| Arabic | ar |
MENA Region | "بروتوكول التعلم العميق" |
| French | fr |
European Markets | "protocole d'apprentissage profond" |
public enum Language {
English,
Spanish,
Arabic,
French
}Content is assessed on a 0-100 scale with multiple criteria:
| Criterion | Impact | Logic |
|---|---|---|
| Meme/Binary Detection | -30 | Penalizes .png, .jpg, base64, "meme" keyword |
| Large Single-Line Payloads | -20 | Detects binary data patterns (>200 chars, no newlines) |
| Punctuation Quality | +15 | Rewards ., !, ? presence |
| Multi-line Structure | +20 | Rewards proper formatting (50+ chars, contains \n) |
| Length Validation | -25 | Penalizes extremely short content (<10 chars) |
90-100: Excellent → Accepted without restriction
70-89: Good → Accepted, tracked
50-69: Fair → Accepted with monitoring
30-49: Poor → Tracked, optional warning
0-29: Reject → Content blocked
var qt = new QualityTranslation();
// Assess content quality
int score = qt.AssessQuality("This is well-formatted content with proper punctuation.");
// Returns: ~85 (good quality)
// Block low-quality content
int poorScore = qt.AssessQuality("test");
// Returns: ~25 (rejected)Real-time tracking of system availability across 24 hourly buckets:
Dictionary<int, int> uptimeCalendar = qt.GetUptimeCalendar();
// Output: { 0: 15, 1: 23, 2: 18, ..., 23: 12 }
// Key: Hour of day (0-23)
// Value: Number of events recorded in that hour// Record uptime event (called during quality checks)
qt.RecordUptimeEvent();
// Get calendar
var calendar = qt.GetUptimeCalendar();
// Shows which hours had activity
// Get availability percentage
int availability = qt.GetUptimePercentage();
// Returns: 75% (18 active hours out of 24)Availability % = (Active Hours / 24) × 100
Example: 18 hours with events ÷ 24 = 75%
All translations and assessments are stored in persistent metrics:
public class QualityMetric
{
public string? Content { get; set; } // Original content
public int QualityScore { get; set; } // 0-100 score
public DateTime Timestamp { get; set; } // When assessed
public Language DetectedLanguage { get; set; } // Source language
public string? TranslatedContent { get; set; } // Translated version
}qt.StoreQualityMetric(
content: "Original text",
qualityScore: 85,
language: QualityTranslation.Language.English,
translatedContent: "Texto original"
);
// Metrics saved to: ./.qt_metrics/quality_YYYYMMDD.json// Get all metrics from last 24 hours
var metrics24h = qt.GetQualityMetrics(hoursBack: 24);
// Get all metrics from last week
var metrics7d = qt.GetQualityMetrics(hoursBack: 168);string spanish = qt.Translate("deep learning protocol", QualityTranslation.Language.Spanish);
// Returns: "protocolo de aprendizaje profundo"Supported Translations:
-
quality translation→traducción de calidad -
uptime calendar→calendario de disponibilidad -
24-hour availability→disponibilidad de 24 horas -
deep learning protocol→protocolo de aprendizaje profundo -
state interface→interfaz de estado -
aim interface→interfaz de objetivo -
depth interface→interfaz de profundidad
string arabic = qt.Translate("quality translation", QualityTranslation.Language.Arabic);
// Returns: "ترجمة الجودة"Supported Translations:
-
quality translation→ترجمة الجودة -
uptime calendar→تقويم المدة الزمنية -
24-hour availability→توفر 24 ساعة - And more...
string french = qt.Translate("24-hour availability", QualityTranslation.Language.French);
// Returns: "disponibilité 24 heures"Supported Translations:
-
quality translation→traduction de qualité -
uptime calendar→calendrier de disponibilité -
24-hour availability→disponibilité 24 heures - And more...
public class DeepLearningProtocol : AbstractCore, IAimInterface, IDepthInterface, IStateInterface
{
private readonly QualityTranslation _qt = new();
public void UpdateState(string newState)
{
// Assess quality before changing state
int qualityScore = _qt.AssessQuality(newState);
// Block if quality score too low
if (qualityScore < 30)
{
Console.WriteLine("QT: Content quality score too low. State update blocked.");
_qt.StoreQualityMetric(newState, qualityScore, QualityTranslation.Language.English, "");
_currentState = "[QT-BLOCKED]";
return;
}
// Record uptime event
_qt.RecordUptimeEvent();
_currentState = newState;
}
}public class StringCommandExecutor
{
private readonly QualityTranslation _qt;
public StringCommandExecutor(ProtocolDbContext context, DeepLearningProtocol protocol, QualityTranslation qt)
{
_qt = qt ?? new QualityTranslation();
}
public string ExecuteCommand(string commandName, string? input = null)
{
// Check Quality Translation protection
if (command.ApplyDLPProtection)
{
var qualityScore = _qt.AssessQuality(command.CommandPattern);
if (qualityScore < 30)
{
_qt.StoreQualityMetric(command.CommandPattern, qualityScore,
QualityTranslation.Language.English, "");
return "[QT-BLOCKED] Command pattern quality score too low.";
}
// Record uptime event
_qt.RecordUptimeEvent();
}
// ... rest of execution
}
}./.qt_metrics/
├── quality_20260125.json # Daily quality metrics (JSON)
├── quality_20260126.json # Daily quality metrics
└── uptime_20260125.log # Hourly uptime log
{
"Content": "This is well-formatted protocol documentation.",
"QualityScore": 87,
"Timestamp": "2026-01-25T14:30:45.123Z",
"DetectedLanguage": "English",
"TranslatedContent": "Esta es documentación de protocolo bien formateada."
}[2026-01-25 14:30:45] Hour 14: Event recorded
[2026-01-25 15:02:18] Hour 15: Event recorded
[2026-01-25 15:45:33] Hour 15: Event recorded
Adjust the quality threshold based on your use case:
// Current default: score < 30 blocks content
// For stricter validation: score < 50 blocks content
// For looser validation: score < 10 blocks content
if (qualityScore < 30) // Adjust this threshold
{
// Block content
}When processing international content:
// Assess quality
int score = qt.AssessQuality(content);
// Determine language and translate
string spanish = qt.Translate(content, QualityTranslation.Language.Spanish);
// Store metrics
qt.StoreQualityMetric(content, score, QualityTranslation.Language.English, spanish);
// Track uptime
qt.RecordUptimeEvent();Monitor system availability:
// Get current availability
var calendar = qt.GetUptimeCalendar();
int availability = qt.GetUptimePercentage();
if (availability < 75)
{
Console.WriteLine("Warning: System availability below 75%");
}Route content based on quality scores:
int score = qt.AssessQuality(content);
if (score >= 90)
{
ProcessAsHighPriority(content);
}
else if (score >= 70)
{
ProcessAsNormal(content);
}
else if (score >= 50)
{
LogAndReview(content);
}
else
{
BlockAndAlert(content);
}| Aspect | DLP (Old) | QT (New) |
|---|---|---|
| Method | IsPotentialMeme() |
AssessQuality() |
| Return Value | Boolean | Integer (0-100) |
| Backup Method | BackupState() |
Metrics storage |
| Storage | ./.dlp_backups/ |
./.qt_metrics/ |
| Languages | None | 4 languages |
// OLD (DLP)
var dlp = new DataLossPrevention();
if (dlp.IsPotentialMeme(content)) {
dlp.BackupState(content);
// Block
}
// NEW (QT)
var qt = new QualityTranslation();
int score = qt.AssessQuality(content);
if (score < 30) {
qt.StoreQualityMetric(content, score, QualityTranslation.Language.English, "");
// Block
}var recentMetrics = qt.GetQualityMetrics(hoursBack: 24);
int avgScore = (int)recentMetrics.Average(m => m.QualityScore);
int minScore = recentMetrics.Min(m => m.QualityScore);
int maxScore = recentMetrics.Max(m => m.QualityScore);
Console.WriteLine($"24h Average Quality: {avgScore}/100");
Console.WriteLine($"Range: {minScore}-{maxScore}");var metrics = qt.GetQualityMetrics(hoursBack: 168);
var byLanguage = metrics
.GroupBy(m => m.DetectedLanguage)
.Select(g => new { Language = g.Key, Count = g.Count() });
foreach (var group in byLanguage)
{
Console.WriteLine($"{group.Language}: {group.Count} assessments");
}// Get 7-day availability
var calendar = qt.GetUptimeCalendar();
int activeHours = calendar.Count(x => x.Value > 0);
double availability = (activeHours / 24.0) * 100;
if (availability >= 99.5)
Console.WriteLine("✓ Exceeds 99.5% SLA");
else
Console.WriteLine($"⚠ Currently at {availability:F1}%");Q: What's the difference between DLP and QT?
A: DLP was a binary (safe/unsafe) filter. QT is a nuanced 0-100 quality scoring system with multi-language support and uptime tracking, enabling fine-grained content validation.
Q: Can I configure the quality threshold?
A: Yes, currently hardcoded to 30 in the code. You can modify the threshold check to any value (0-100) based on your requirements.
Q: How is quality score calculated?
A: Multiple heuristics: penalizes meme/binary patterns and short content, rewards proper punctuation and structure. See "Scoring Heuristics" section above.
Q: Can I add custom translation phrases?
A: Currently, translations are static in the Translate() method. Extend the method to include your custom phrases in the translation dictionaries.
Q: What happens to old DLP backups?
A: DLP backups in ./.dlp_backups/ are not automatically migrated. Archive them manually if needed; QT uses ./.qt_metrics/ instead.
Q: Does QT affect performance?
A: Minimal impact. Quality assessment is O(n) in content length. Uptime tracking is O(1). Metrics storage is asynchronous (best-effort).
- Architecture Guide — System design
- Getting Started — Quick start guide
- Testing Guide — Writing tests for QT
- README — Main project overview
| Version | Date | Change |
|---|---|---|
| 3.1 | 2026-01-25 | Initial QT implementation |
| 3.0 | 2025-12-XX | Last DLP version |
Need help? Check the GitHub Wiki or open an issue!