Ko-fi vs Wix

Build Text Summarizer with Hugging Face

This tutorial explains how to build a text summarizer using the Hugging Face Transformers library and its high-level pipeline API. It shows installing transformers and torch, initializing a summarization pipeline (example: facebook/bart-large-cnn), and controlling outputs with parameters such as max_length, min_length, and do_sample. The guide covers handling long documents via chunking and recursive summarization, and notes optional fine-tuning using Hugging Face's Seq2SeqTrainer with evaluation by ROUGE for domain-specific needs. Example Python code is provided for quick local inference and file-based workflows.

• The guide demonstrates building a summarizer using Hugging Face Transformers' pipeline API.
• Recommends facebook/bart-large-cnn as a robust out-of-the-box summarization model.
• Requires the transformers and torch (PyTorch) libraries; installation via pip is shown.

Base44 Launches Base Code, Helping Teams Collaborate and Ship Faster

Base44, a Wix company, has launched Base Code, a new product aimed at helping teams collaborate and ship faster. This is the latest in a series of product launches and updates from Wix and its subsidiaries, including the integration of native Google Ads campaign management and the launch of Symphony by Wix.

Shopify launches Canvas AI site builder

Shopify has introduced Canvas, a new AI-powered site builder that lets merchants create and customize online stores through chat with its AI agent, Sidekick. Canvas renders changes in real time, showing the actual code and enabling full interactivity testing across screen sizes. It presents the store as a cohesive visual workspace, allowing merchants to view, edit, and develop pages without deep coding knowledge. Sidekick can directly access theme files, make coordinated changes, and validate its own work, having already handled over 25 million theme changes in H1 2026. Initially, Canvas lacks support for third-party themes, app blocks, and translations, and is desktop-only, but Shopify plans to expand its capabilities. The tool will roll out gradually, with the existing editor remaining for now, and aims to make e-commerce more accessible to non-coders.

• Shopify launched Canvas, an AI-powered site builder and design interface that lets merchants create stores via chat.
• Canvas uses Shopify's AI agent Sidekick to make real-time changes to the store's actual code and theme files.
• The initial version lacks third-party theme support, app blocks, translations, and is desktop-only.

Wix Investors Can Lead Securities Fraud Lawsuit by September 22

Rosen Law Firm and Robbins Geller Rudman & Dowd LLP remind investors who purchased Wix.com Ltd. (NASDAQ: WIX) securities between February 19, 2025 and May 12, 2026 of the September 22, 2026 lead plaintiff deadline in the class action lawsuit, Yappi v. Wix.com Ltd. The lawsuit alleges that Wix and certain executives made false or misleading statements about the competitiveness, performance, costs, and benefits of its AI products, including overstated commercial benefits and understated development and promotional costs. Events cited include the Q1 2025 earnings miss, the June 2025 acquisition of Base44, Q3 2025 earnings showing increased costs, analyst downgrades, and Q1 2026 earnings revealing business softness, causing significant stock declines. Investors with losses exceeding $100,000 may seek to lead the case.

• Lead plaintiff deadline is September 22, 2026.
• Class period: February 19, 2025 to May 12, 2026.
• Allegations include overstated AI product competitiveness and benefits, and understated development costs.