WaterCrawl Blog

Discover insights, tutorials, and updates about web crawling, data extraction, and how to make the most of WaterCrawl.

🎬 Episode 3 : 💥 Why Chunking Makes or Breaks RAG
1 min read

🎬 Episode 3 : 💥...

Chunking is the hidden lever behind effective RAG. Split text too small, you lose context; too large, you add noise. In this episode, we compare fixed-size, recursive, and semantic chunking—highlighting their trade-offs and...

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🚀 The Best Pre-Built Enterprise RAG Platforms to Watch in 2025
1 min read

🚀 The Best Pre-Built Enterprise...

🚀 In 2025, pre-built RAG platforms have evolved from experiments into full-stack enterprise AI solutions. From Elastic’s stability to Contextual AI’s innovation, here are the standout platforms shaping the future of Retrieval-Augmented Generation.

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🎬 Episode 2 : 🔍 Building on RAG: Exploring BM25 and Semantic Search
1 min read

🎬 Episode 2 : 🔍...

Retrieval-Augmented Generation (RAG) depends on effective search. BM25 offers fast, keyword-based precision, while Semantic Search uses embeddings to capture meaning and context. Hybrid Search blends both approaches,combining exact matches with semantic understanding.to deliver...

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🧠 Beyond Simple Embeddings: A Deep Dive into Bi-Encoders and Cross-Encoders
1 min read

🧠 Beyond Simple Embeddings: A...

Bi-encoders are fast and scalable, perfect for large-scale retrieval, while cross-encoders provide precise scoring but at higher cost. Modern RAG pipelines combine the two.bi-encoders for recall, cross-encoders for reranking.to balance speed, scale, and accuracy.

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🤖 Unlocking the Future: An Introduction to AI Agent Development Challenges and Innovations
1 min read

🤖 Unlocking the Future: An...

AI agents are redefining 2025, moving beyond chatbots to autonomous helpers that plan, learn, and act. While challenges like reliability, bias, and security remain, breakthroughs in reasoning, multi-agent systems, and governance tools are...

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✨ Character Error Rate (CER): A Friendly, No-Nonsense Guide
1 min read

✨ Character Error Rate (CER):...

Character Error Rate (CER) is a simple yet powerful metric to evaluate OCR, handwriting, and speech-to-text quality at the character level. This guide breaks down how CER works, why it matters, how to...

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🔥Firecrawl vs 🌊 WaterCrawl: Which Web Data Tool Powers Your AI Boldly?
1 min read

🔥Firecrawl vs 🌊 WaterCrawl: Which...

Firecrawl vs WaterCrawl: Which Web Data Tool Powers Your AI Boldly? In today’s AI-first world, access to clean, LLM-ready web data is essential. Two standout tools Firecrawl and WaterCrawl, offer modern, developer-friendly crawling and scraping solutions....

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🔮 GPT-5: Revolutionizing AI with Smarter, Safer, and Faster Intelligence
1 min read

🔮 GPT-5: Revolutionizing AI with...

🔮 GPT-5 is here—and it’s a game-changer. Released on August 7, 2025, OpenAI’s latest model unifies speed, reasoning, and multimodality into one seamless system. With up to 400K context tokens, smarter routing between...

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🚀 WaterCrawl v0.10.0 Release: Faster, Smarter, and More Configurable Crawling!
1 min read

🚀 WaterCrawl v0.10.0 Release: Faster,...

🚀 WaterCrawl v0.10.0 is here! This release brings configurable concurrent requests for faster, safer crawling, a new ignore rendering option for speed boosts, and flexible storage configurations. We’ve also added comprehensive tutorials for advanced...

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