DEV Community: moez cherif

PDF to Markdown for LLMs: Why You Should Convert PDFs Before Sending Them to AI

moez cherif — Sun, 06 Sep 2026 15:27:01 +0000

PDF to Markdown for LLMs: Why You Should Convert PDFs Before Sending Them to AI

Sending a PDF to an LLM such as ChatGPT, Claude or Gemini works, but a PDF is designed for visual presentation. Converting it to clean, structured Markdown can give the model a more text-oriented representation of your document, and in many cases that is more efficient for AI processing.

Documents are everywhere in AI workflows. Contracts, research papers, product specifications, meeting notes, and annual reports are often exchanged as PDFs. When you need an AI assistant to summarize a report, extract key numbers, or answer questions about a manual, the first question is: what do you actually give the model?

A PDF is a presentation format. It is designed to look exactly the same on every screen and on paper: fonts, columns, tables, headers, footers, and page breaks are all fixed in place. That is excellent for humans, but it means the meaningful text and structure of the document are not always immediately obvious to a machine.

Converting a PDF into Markdown creates a plain-text representation that keeps useful structure: headings, paragraphs, lists, links and tables. This article explains what tokens are, why structured text can be helpful for LLMs, when Markdown can reduce unnecessary processing, and exactly how to convert a PDF to Markdown with the free RMBG.PRO tool.

https://rmbg.pro/blog/en/pdf-to-markdown-for-llms

https://rmbg.pro/file-tools/pdf-to-markdown?from=tools&tab=file

pdf #image #convert #files #markdown #LLM #ai

Compress Image Online: Reduce Image Size with WebP & AVIF

moez cherif — Fri, 04 Sep 2026 18:51:06 +0000

Learn how to compress images online using modern formats. Choose between WebP and AVIF, adjust the quality level, reduce file sizes, and download optimized images in seconds with the new RMBG.PRO image compressor.
Image file sizes add up quickly. A single unoptimized product photo can weigh several megabytes. Send ten of them by email and your message bounces. Upload them to your website and every visitor waits longer than necessary. Attach them to a social post and the platform silently re-compresses them with visible quality loss.

Modern image formats solve most of this. WebP and AVIF produce dramatically smaller files than older formats like JPG and PNG while preserving excellent visual quality. RMBG.PRO now ships a dedicated online image compression tool that converts any uploaded image to WebP or AVIF with a fully adjustable quality slider, a live preview, and a one-click download.

In this guide we explain what image compression really does, when to use WebP or AVIF, how to pick a quality level, and exactly how to use the RMBG.PRO tool step by step.

Compress Image Online - WebP & AVIF Image Compressor | RMBG.PRO | RMBG.PRO

Compress images online with RMBG.PRO. Choose WebP or AVIF, adjust quality, reduce file size, and download in seconds.

rmbg.pro

How to Make an Image Background Transparent

moez cherif — Fri, 04 Sep 2026 18:20:40 +0000

A practical, beginner-friendly guide to turning any image into a clean transparent PNG or WebP — with AI, online, or in Photoshop. Covers logos, e-commerce product photos, common mistakes, and a step-by-step RMBG.PRO tutorial.
A transparent background lets the subject of an image appear without the original pixels behind it. That single property unlocks a surprising amount of value across almost every type of digital content. Designers place logos on dark and light headers without white boxes. E-commerce sellers use the same product photo across Amazon, Shopify, social ads, and print flyers. Marketers drop product cutouts onto seasonal marketing banners. Bloggers overlay screenshots on diagrams without ugly rectangles. App and game creators build UI assets that flow over any theme.

For most of the web's history, making a background transparent meant opening professional design software, tracing the subject by hand with a pen tool, and carefully polishing edges for minutes or hours. Today, a free AI background remover can do the same job in a few seconds directly in your browser. This guide covers the whole picture: what transparency really means, which formats support it, how to do it online with RMBG.PRO, how to do it manually in Photoshop, how to handle the tricky cases (white backgrounds, logos, hair, glass, shadows), and how to verify your result is truly transparent before publishing.

By the end, you will know how to make an image background transparent reliably — whether you are a beginner touching an image editor for the first time, or a marketing team processing 500 product photos a week.

https://rmbg.pro/blog/how-to-make-image-background-transparent

🖼️ Add Watermark to Your Images

moez cherif — Thu, 27 Aug 2026 15:11:56 +0000

NEW FEATURE IS LIVE on RMBG.PRO!
🖼️ Add Watermark to Your Images

Protect your images, promote your brand, and make your content instantly recognizable — all in just a few clicks.
✨ With our new Add Watermark tool, you can:
✅ Upload your image
✅ Add your logo or watermark
✅ Choose the perfect position
✅ Adjust the size
⚡ Get your watermarked image in seconds
Perfect for e-commerce product photos, social media content, photographers, creators, and businesses.
👉 Try it now: https://rmbg.pro/ai-tools/add-watermark
🎥 Watch the tutorial:
https://www.youtube.com/watch?v=-vm-Q-KaoX8
📚 Learn how to watermark product images:
https://rmbg.pro/blog/how-to-watermark-product-images
And if you need to remove an existing watermark:
👉 https://rmbg.pro/remove-watermark

RMBGPRO #NewFeature #Watermark #ImageEditing #AI #Ecommerce #ProductPhotography #ContentCreators #SmallBusiness #Branding #PhotoEditing

Meet Temp Mail in MailCannon

moez cherif — Mon, 03 Aug 2026 22:01:55 +0000

Meet Temp Mail in MailCannon
Generate a temporary inbox in seconds, receive verification emails and OTPs faster, and protect your primary mailbox from spam while testing signups, tools, and workflows.
Go to Temp Mail

emailMarketing #tempMail #mail #email

How to Replace Image Backgrounds with Color for a Professional Look

moez cherif — Sat, 11 Jul 2026 15:50:26 +0000

A crisp, solid-color background can transform a mediocre product photo into a professional, conversion-driving image. Here is exactly how to replace image background with color using AI — no Photoshop required.

High-quality imagery is the single most important visual factor in e-commerce conversion rates. A cluttered background distracts the buyer, dilutes your brand, and screams “amateur.” A clean, deliberate background color does the opposite: it focuses attention on the product, communicates professionalism, and builds trust instantly.

Whether you sell on Amazon, eBay, Etsy, or your own Shopify store, the ability to replace image background with color is an essential skill. Marketplace algorithms reward clean imagery with higher placement, and customers reward it with higher click-through and conversion rates.

In this guide, you'll learn exactly how to change background color onlinein seconds using a free AI-powered tool — no complicated software, no steep learning curve, and no recurring subscription fees.

Bulk Product Image Editing for E-Commerce Success

moez cherif — Tue, 07 Jul 2026 15:12:29 +0000

Your product photos are the single highest-leverage conversion asset in your store. Here is how bulk product image editing software turns a chaotic raw catalog into a polished, marketplace-compliant storefront in minutes.

The correlation between image quality and conversion rate in e-commerce is one of the most well-documented findings in digital retail. Studies consistently show that professional, consistent product photography lifts conversion rates by 30-40 % compared to inconsistent or low-quality imagery. A clean white-background hero shot, a well-lit detail view, and a uniform visual style across every listing build the trust that turns a browser into a buyer.

Yet the operational reality for most merchants is brutal. A Shopify store launching a new collection of 150 SKUs may need 600-900 individual images (hero, angle, detail, lifestyle for each variant). Editing those one at a time in a traditional image editor means weeks of work, delayed product launches, and significant 人力 costs. Every hour spent manually masking backgrounds or resizing canvases is an hour not spent on strategy, marketing, or customer experience.

This is why bulk product image editing software has become the defining operational advantage for scaling merchants. The ability to process hundreds of images through a single automated pipeline — removing backgrounds, standardising dimensions, compressing for web delivery — collapses what used to be a multi-day workflow into a few minutes. This guide walks you through exactly how to build that pipeline, what marketplace standards your images must meet, and which capabilities separate a hobbyist tool from a production-grade e-commerce image background remover.

Background Removal API: The Developer's Integration Guide

moez cherif — Tue, 07 Jul 2026 08:46:25 +0000

Writing custom image-processing scripts from scratch wastes engineering time. Here is how to integrate a production-gradebackground removal API in under fifty lines of code.

Every team building an application that handles user-uploaded images eventually faces the same question: how do we normalise these photos to a clean, transparent-background format at scale? The naive approach — writing pixel-manipulation scripts with OpenCV, training a custom segmentation model, or spinning up GPU instances to run inference — quickly becomes a time-consuming distraction from your core product. Each option demands significant engineering investment in model training, server provisioning, and ongoing maintenance.

A purpose-built background removal API solves this cleanly. Instead of managing your own inference infrastructure, you send images to a dedicated endpoint and receive processed results as binary PNG data. The API handles the GPU compute, model versioning, load balancing, and failover — your application only needs to manage HTTP requests and responses. This shift reduces integration time from weeks to hours and lets your engineering team focus on features that differentiate your product.

This guide walks through the full integration lifecycle: understanding the API architecture, authenticating requests, configuring output properties, handling errors gracefully, and shipping a production-ready integration with Node.js image cutout code that you can copy, paste, and deploy.

Architecture and Data Flow
Before writing code, it is essential to understand how ahigh throughput image endpoint processes a request end to end. The flow is straightforward:

Your client application sends a POST request containing the image payload. The image can be transmitted as multipart/form-data (ideal for large files, streams directly to the processor) or as a Base64-encoded string inside a JSON body (convenient for smaller images or when you control the entire encoding pipeline).
The API gateway validates your API key, checks rate-limit quotas, and routes the request to an available GPU worker from a warm pool. Workers are pre-loaded with the segmentation model, so there is no cold-start delay.
The model runs inference: a single forward pass through a convolutional neural network produces a per-pixel alpha mask. The mask distinguishes foreground (opaque) from background (transparent) and handles semi-transparent regions like hair or glass at sub-pixel precision.
The response is assembled. For server side background extraction, the fastest format is raw binary with Content-Type: image/png — no Base64 overhead, no JSON envelope. The client receives the transparent PNG and can pipe it directly to storage, a CDN, or further processing.

How to Build a Custom Home Media Center Using Raspberry Pi

moez cherif — Wed, 01 Jul 2026 07:08:58 +0000

Turn a tiny, affordable Raspberry Pi into a powerful home media center that streams 90,000+ IPTV channels in 4K and 8K. Complete build guide with Kodi, LibreELEC, and IPTV setup.

Raspberry Pi Media Center for IPTV Streaming
A Raspberry Pi 5 running Kodi as a dedicated IPTV media center connected to a home TV.
Building a custom home media center with a Raspberry Pi is one of the most rewarding DIY electronics projects you can take on in 2026. For less than the cost of a streaming stick, you get a fully customizable, powerful streaming device that runs Kodi, plays 4K/8K video, serves as a retro gaming emulator, doubles as a home server, and — most importantly — delivers premium IPTV content with zero compromises.

In this comprehensive guide, we will walk you through every step of building your own Raspberry Pi media center. From choosing the right hardware and installing LibreELEC to configuring IPTV Smarters Pro and optimizing your streaming experience with Smarter IPTV — this is the definitive resource for turning a small single-board computer into your home entertainment powerhouse.

Why Build a Raspberry Pi Media Center in 2026?
Before we get into the build, let us look at why a Raspberry Pi media center is still the best choice for IPTV streaming in 2026 compared to commercial alternatives:

Feature Raspberry Pi 5 Fire TV Stick 4K Nvidia Shield TV
Price $60-80 (complete kit) $50 $200
Video Output 4K@60fps / 8K 4K@60fps 4K@60fps / AI upscaling
Customization Full (any OS/app) Limited Moderate
Kodi Performance Excellent Good Excellent
IPTV Compatibility Full (all apps) Good (limited storage) Full
Expandability USB, GPIO, HATs None USB only
Power Consumption ~5W ~3W ~15W
Dual HDMI Yes (2x micro HDMI) No No
The Raspberry Pi 5, released in late 2024, brought massive performance improvements over its predecessor with a 2.4GHz quad-core Arm Cortex-A76 processor, a VideoCore VII GPU capable of 4K@60fps and even 8K output, and significantly faster USB 3.0 and PCIe 2.0 connectivity. These upgrades make it an ideal IPTV streaming device — capable of handling high-bitrate 4K streams, complex Kodi skins, and multiple add-ons without breaking a sweat.

WordPress plugins

moez cherif — Tue, 30 Jun 2026 15:35:54 +0000

We invite you to use our WordPress plugins.

https://rmbg.pro/plugins

How to Track Emails, Track Email Delivery, and Improve Engagement

moez cherif — Mon, 29 Jun 2026 20:40:03 +0000

If you want to know how to track emails properly, the answer is bigger than just adding an open pixel. Effective email delivery tracking means understanding whether a message was delivered, whether a real person opened it, whether they clicked, and how those events connect back to a campaign. This guide shows how modern tracking works and how MailCannon gives you a practical place to monitor it in /dashboard/tracking.

MailCannon dashboard for email delivery tracking

https://open.substack.com/pub/rmbgpro/p/how-to-track-emails-track-email-delivery?r=8h9oji&utm_campaign=post&utm_medium=web&showWelcomeOnShare=true

Mail Cannon WordPress Plugin: A Simple Way to Connect WordPress to MailCannon

moez cherif — Mon, 29 Jun 2026 19:59:37 +0000

WordPress is still the center of gravity for a huge number of marketing sites, landing pages, and business websites. That makes plugin-based integration especially valuable. The Mail Cannon plugin pageand the official WordPress plugin listing give teams a direct path to connect WordPress with MailCannon without inventing a custom integration from scratch.

Mail Cannon WordPress plugin
Why a WordPress Plugin Matters
For many teams, the website and the email platform live in different worlds. The website captures interest, collects form submissions, and presents offers. The email platform handles campaigns, follow-up, and tracking. A WordPress plugin matters because it shortens the distance between those two systems. Instead of building a custom bridge for every site, you can work with a plugin model that WordPress users already understand.

That matters operationally too. Marketing teams move faster when an integration is visible, installable, and manageable from a known admin interface. Developers spend less time on repetitive setup work, and site owners get a clearer path to adoption. In other words, a plugin is not just a distribution format. It is also a workflow decision.