Discover insights, tutorials, and updates about web crawling, data extraction, and how to make the most of WaterCrawl.
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.
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...
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...
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....
🔮 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...
🚀 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...
✨EmotionPrompt is a prompt engineering technique that adds emotional cues—like urgency, empathy, or excitement—to influence LLM responses. By weaving in phrases such as “This is crucial” or “Inspire confidence”, you can make AI...
🚀 Retrieval-Augmented Generation (RAG) blends information retrieval with generative AI to create more accurate, context-aware outputs. But without proper evaluation, RAG systems risk hallucinating facts, retrieving irrelevant data, or going off-topic. Using metrics...
🚀 Automate Data Collection with WaterCrawl Manual data collection is slow, costly, and error-prone. WaterCrawl from watercrawl.dev lets you scrape websites, process APIs, and turn unstructured content into clean, actionable datasets—fast and at scale....