Fix duplicate image, remove hardcoded model references

Three fixes in one:

1. Duplicate image: prepend_caption_to_post() was embedding the full
   image + caption as a <figure> block, but the theme already displays
   the featured image. Now only the caption text is prepended — no
   second copy of the image.

2. Hardcoded model names: removed all FLUX.1/FLUX.2 references from
   model-agnostic code (pipeline, prompt builder, sideloader, OpenRouter
   provider, interface, admin labels). The Cloudflare provider still
   references FLUX since it specifically wraps that model family.

3. Test alignment: OpenRouterImagePricingTest was asserting against
   removed models (flux-2-pro, seedream). Updated to match current
   COST_PER_IMAGE entries (Gemini Flash, GPT-5 Image).

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

includes/admin/class-settings-fields-extended.php

@@ -181,8 +181,8 @@ class PRAutoBlogger_Settings_Fields_Extended {
 				'section' => 'prautoblogger_images',
 				'default' => 'openrouter',
 				'options' => [
-					'openrouter' => __( 'OpenRouter (FLUX.2 Pro, Seedream, GPT-Image)', 'prautoblogger' ),
-					'cloudflare' => __( 'Cloudflare Workers AI (FLUX.1 schnell)', 'prautoblogger' ),
+					'openrouter' => __( 'OpenRouter (multiple models available)', 'prautoblogger' ),
+					'cloudflare' => __( 'Cloudflare Workers AI', 'prautoblogger' ),
 				],
 				'description' => __( 'OpenRouter reuses your existing API key and offers higher-quality models. Cloudflare is cheaper but lower quality.', 'prautoblogger' ),
 			],
@@ -193,7 +193,7 @@ class PRAutoBlogger_Settings_Fields_Extended {
 				'section'     => 'prautoblogger_images',
 				'default'     => PRAUTOBLOGGER_DEFAULT_IMAGE_MODEL,
 				'capability'  => 'image_generation',
-				'description' => __( 'Pick a model from your selected provider. FLUX.2 Pro recommended for quality.', 'prautoblogger' ),
+				'description' => __( 'Pick a model from your selected provider.', 'prautoblogger' ),
 				'badge'       => __( 'Quality', 'prautoblogger' ),
 			],
 			[

includes/core/class-image-media-sideloader.php

@@ -145,7 +145,7 @@ class PRAutoBlogger_Image_Media_Sideloader {
 			gmdate( 'Y-m-d_H-i-s' )
 		);
 
-		return $base . '.png'; // Default to PNG since FLUX.1 outputs PNG.
+		return $base . '.png'; // Default to PNG — most image models output PNG.
 	}
 
 	/**

includes/core/class-image-pipeline.php

@@ -19,12 +19,12 @@ class PRAutoBlogger_Image_Pipeline {
 	/**
 	 * Default image dimensions (landscape).
 	 */
-	// FLUX.1 requires both dimensions to be divisible by 8.
+	// Dimensions must be divisible by 8 (required by some providers).
 	// 1200×632 is the closest 8-aligned pair to the standard OG image size (1200×630).
 	private const DEFAULT_WIDTH  = 1200;
 	private const DEFAULT_HEIGHT = 632;
 
-	/** @var PRAutoBlogger_Image_Provider_Interface Image gen provider (FLUX.1 etc). */
+	/** @var PRAutoBlogger_Image_Provider_Interface Image gen provider. */
 	private PRAutoBlogger_Image_Provider_Interface $provider;
 
 	/** @var PRAutoBlogger_Image_Prompt_Builder Builds scene + caption from article data. */
@@ -248,15 +248,14 @@ class PRAutoBlogger_Image_Pipeline {
 	}
 
 	/**
-	 * Prepend a comic caption as a styled figcaption block to post content.
+	 * Prepend the comic caption as styled text at the top of the post content.
 	 *
-	 * Inserts a <figure> block at the top of the post containing the featured
-	 * image and a <figcaption> with the comic punchline. Uses inline styles
-	 * for portability across themes.
+	 * Only inserts the caption — NOT the image. The theme already displays the
+	 * featured image, so embedding it again would cause a duplicate.
 	 *
-	 * @param int    $post_id       Post ID.
-	 * @param int    $attachment_id Featured image attachment ID.
-	 * @param string $caption       Caption text (the comic punchline).
+	 * @param int    $post_id Post ID.
+	 * @param int    $attachment_id Featured image attachment ID (for meta storage only).
+	 * @param string $caption Caption text (the comic punchline).
 	 */
 	private function prepend_caption_to_post( int $post_id, int $attachment_id, string $caption ): void {
 		$post = get_post( $post_id );
@@ -264,23 +263,15 @@ class PRAutoBlogger_Image_Pipeline {
 			return;
 		}
 
-		$img_url = wp_get_attachment_url( $attachment_id );
-		$alt     = get_post_meta( $attachment_id, '_wp_attachment_image_alt', true );
-
-		// Build a self-contained figure block with the comic image and caption.
-		$figure = sprintf(
-			'<figure class="prautoblogger-comic" style="text-align:center;margin:0 0 2em 0;">'
-			. '<img src="%s" alt="%s" style="max-width:100%%;height:auto;border:2px solid #333;border-radius:4px;" />'
-			. '<figcaption style="font-style:italic;color:#555;margin-top:0.5em;font-size:1.1em;">— "%s"</figcaption>'
-			. '</figure>',
-			esc_url( $img_url ),
-			esc_attr( $alt ),
+		// Caption-only block — the theme handles the featured image display.
+		$caption_html = sprintf(
+			'<p class="prautoblogger-comic-caption" style="text-align:center;font-style:italic;color:#555;font-size:1.1em;margin:0 0 2em 0;">— "%s"</p>',
 			esc_html( $caption )
 		);
 
 		wp_update_post( [
 			'ID'           => $post_id,
-			'post_content' => $figure . "\n\n" . $post->post_content,
+			'post_content' => $caption_html . "\n\n" . $post->post_content,
 		] );
 	}
 }

includes/core/class-image-prompt-builder.php

@@ -5,7 +5,7 @@ declare(strict_types=1);
  * Builds image prompts from article content or source data.
  *
  * Uses a cheap LLM (via OpenRouter) to distill article content into concise
- * visual scene descriptions optimised for FLUX.1. Falls back to rule-based
+ * visual scene descriptions optimised for image generation. Falls back to rule-based
  * synthesis if the LLM call fails, so image generation never blocks on a
  * prompt-rewriting outage.
  *

includes/providers/class-open-router-image-provider.php

@@ -2,7 +2,7 @@
 declare(strict_types=1);
 
 /**
- * OpenRouter image provider — FLUX.2, Seedream, GPT-Image, Gemini Flash.
+ * OpenRouter image provider — model-agnostic, works with any image model.
  *
  * Calls the standard OpenRouter chat/completions endpoint with
  * `modalities: ["image"]`. Reuses the same API key and optional

includes/providers/interface-image-provider.php

@@ -13,7 +13,7 @@ declare(strict_types=1);
  *               content generation run, after editorial review, before publish.
  * Dependencies: None at interface level — implementations wrap a specific HTTP API.
  *
- * @see class-cloudflare-image-provider.php — Default implementation (FLUX.1 via Workers AI).
+ * @see class-cloudflare-image-provider.php — Cloudflare Workers AI implementation.
  * @see interface-llm-provider.php          — Parallel pattern for LLM providers.
  * @see ARCHITECTURE.md                     — External API Integrations table.
  */

includes/services/interface-model-registry.php

@@ -5,7 +5,7 @@ declare(strict_types=1);
  * Contract for a provider-specific AI model registry.
  *
  * Phase 1 (v1): single implementation for OpenRouter (`class-open-router-model-registry.php`).
- * Phase 3: a second implementation wraps Cloudflare Workers AI FLUX model data. A
+ * Phase 3: a second implementation wraps Cloudflare Workers AI model data. A
  * higher-level dispatcher iterates registered registries, calls each with the same
  * capability, and unions the results — the per-registry interface stays unchanged.
  *