prediction with context

app/Enums/PredictionSource.php

@@ -5,5 +5,6 @@ namespace App\Enums;
 enum PredictionSource: string
 {
     case Llm = 'llm';
+    case LlmWithContext = 'llm_with_context';
     case Ewma = 'ewma';
 }

app/Filament/Resources/OilPredictionResource.php

@@ -39,9 +39,14 @@ class OilPredictionResource extends Resource
                     ->sortable(),
                 TextColumn::make('source')
                     ->badge()
-                    ->formatStateUsing(fn (PredictionSource $state) => strtoupper($state->value))
+                    ->formatStateUsing(fn (PredictionSource $state) => match ($state) {
+                        PredictionSource::Llm => 'LLM',
+                        PredictionSource::LlmWithContext => 'LLM + Context',
+                        PredictionSource::Ewma => 'EWMA',
+                    })
                     ->color(fn (PredictionSource $state) => match ($state) {
                         PredictionSource::Llm => 'success',
+                        PredictionSource::LlmWithContext => 'warning',
                         PredictionSource::Ewma => 'info',
                     }),
                 TextColumn::make('direction')
@@ -66,6 +71,7 @@ class OilPredictionResource extends Resource
                 SelectFilter::make('source')
                     ->options([
                         PredictionSource::Llm->value => 'LLM',
+                        PredictionSource::LlmWithContext->value => 'LLM + Context',
                         PredictionSource::Ewma->value => 'EWMA',
                     ]),
                 SelectFilter::make('direction')
@@ -97,9 +103,14 @@ class OilPredictionResource extends Resource
                 TextEntry::make('predicted_for')->date('d M Y'),
                 TextEntry::make('source')
                     ->badge()
-                    ->formatStateUsing(fn (PredictionSource $state) => strtoupper($state->value))
+                    ->formatStateUsing(fn (PredictionSource $state) => match ($state) {
+                        PredictionSource::Llm => 'LLM',
+                        PredictionSource::LlmWithContext => 'LLM + Context',
+                        PredictionSource::Ewma => 'EWMA',
+                    })
                     ->color(fn (PredictionSource $state) => match ($state) {
                         PredictionSource::Llm => 'success',
+                        PredictionSource::LlmWithContext => 'warning',
                         PredictionSource::Ewma => 'info',
                     }),
                 TextEntry::make('direction')

app/Services/OilPriceService.php

@@ -290,7 +290,7 @@ class OilPriceService
 
             return new PricePrediction([
                 'predicted_for' => now()->toDateString(),
-                'source' => PredictionSource::Llm,
+                'source' => PredictionSource::LlmWithContext,
                 'direction' => $direction,
                 'confidence' => $confidence,
                 'reasoning' => $data['reasoning'],