#NLP
41 related articles
·3 min
Prompt Template Design for Document Summarization: A Practical Guide to Three-Layer Progressive Prompt Engineering
A practical guide to three-layer progressive Prompt template design for document summarization, covering requirements analysis, architecture design, validation, and optimization — boosting information extraction completeness from 78% to 91%.
Read more →
AI Startup in Practice: A Complete Bre…
·3 min
AI Startup in Practice: A Complete Breakdown of $8,374 in Revenue from a $100 Investment in 13 Days
Robbie, an ordinary employee, used $100 and an AI Agent to launch a business, earning $8,374 in 13 days. A full breakdown of the path from failure to success, including AI-driven market analysis and a stunning 43.8% conversion rate.
Read more →
·2 min
LlamaFactory: A Comprehensive Guide to the Open-Source Framework for Unified Fine-Tuning of 100+ LLMs
Deep dive into LlamaFactory, an open-source unified fine-tuning framework supporting 100+ LLMs and VLMs with LoRA, QLoRA, RLHF methods, Web UI, 71K+ GitHub Stars, accepted at ACL 2024.
Read more →
·3 min
AI Benchmarks: The Most Underrated Technical Startup Opportunity Right Now
AI benchmarks are emerging as a massive startup opportunity. With traditional evaluations maxed out and severe supply-demand imbalance, building quality public AI benchmarks means controlling industry narratives.
Read more →
·2 min
In-Game "Drone" Purchase Triggers Stripe Risk Review: A Survival Guide for Indie Developers
An indie developer's drone simulator in-game purchases triggered Stripe risk controls. Learn why payment platforms flag virtual goods and how to avoid false bans.
Read more →
·4 min
The Age of Information Fragmentation: How to Identify Low-Quality Content and Link Rot
Exploring content identification challenges in the fragmented information age, analyzing low-density content, link rot, and their impact on AI processing, with practical multi-source verification strategies.
Read more →
Industry Insights·2 min
AI Product Development in Practice: Model Selection, Building Moats, and Paths to Commercialization
Practical strategies for AI product development: why not to train models from scratch, when to use APIs vs. fine-tuning, building product moats, and the full path from evaluation systems to commercialization.
Read more →
Deep Dives·3 min
Deep Dive into Hermes Agent Self-Evolution: The GIPA Algorithm and Engineering Practice
Deep analysis of NousResearch's Hermes Agent Self Evolution project: GIPA genetic Pareto prompt evolution algorithm, six-step optimization loop, and five guardrail mechanisms for real-world Agent self-evolution.
Read more →
Industry Insights·2 min
Nanning Opens First 10 AI OPC Startup Communities — How Solo Developers Can Seize the Opportunity
Nanning opens its first 10 AI OPC (One Person Company) startup communities offering computing power and office space. A guide for indie developers on the opportunity.
Read more →
Tutorials·3 min
World Monitor: The 50K-Star GitHub OSINT Tool for Real-Time Global Intelligence
Complete guide to World Monitor (WM), a 50K-star GitHub OSINT tool featuring interactive maps, global broadcasts, AI risk assessment, and real-time intelligence with 5 deployment methods.
Read more →
Tutorials·4 min
Building a WeChat Mini Program with Cursor: A Practical Guide to AI Programming Pitfalls and Technical Decisions
Real-world experience building a WeChat Mini Program with Cursor, covering product design, technical pitfalls, and creative LLM API usage — a practical guide for AI programming beginners.
Read more →
Tutorials·3 min
Why Learning AI from Scratch Leaves You More Confused — A Clear, Systematic Roadmap for Beginners
Confused learning AI from scratch? This guide breaks down why fragmented learning fails and provides a complete path from Python to deep learning with practical tips.
Read more →
Tutorials·4 min
Coze Workflow Tutorial: One-Click Short Video Generation Complete Guide
Step-by-step guide to building an automated short video generation workflow on Coze, covering script writing, voiceover, AI images, video synthesis, and CapCut packaging.
Read more →
Industry Insights·3 min
Real Numbers from a Startup Founder: How AI Tools Saved Nearly ¥1 Million in Labor Costs in One Year
A startup founder with a 50-person sales team shares real AI cost-cutting results: AI sales system cut 10+ staff while boosting performance, AI customer service saves 85% monthly. Plus opportunities for developers building vertical AI tools.
Read more →
Deep Dives·2 min
Learning AI Isn't Just About Making Money — It's About Making Yourself More Valuable
AI has deeply penetrated healthcare, law, content creation, and more. Learning AI not only boosts efficiency but builds compound skills that make you more valuable in the job market.
Read more →
Tutorials·3 min
Building a Home Appliance Repair Platform on WeChat Mini Program: A Full-Stack Solution with Spring Boot + uni-app
A detailed guide to building a home appliance repair O2O platform on WeChat Mini Program using Spring Boot backend, uni-app frontend, and Vue admin panel with booking, order management, and smart customer service.
Read more →
Deep Dives·4 min
AI Agents 101: Core Concepts, Technical Architecture, and How They Work
A beginner's guide to AI Agents: understand core concepts, the perception-decision-action loop, LLM, tool calling, memory systems, and RAG architecture explained from scratch.
Read more →
Deep Dives·4 min
Core Principles of the Transformer Architecture: A Deep Dive into Self-Attention Mechanisms and Engineering Optimizations
Deep dive into Transformer architecture covering self-attention QKV mechanics, Encoder-Decoder structure, Flash Attention memory optimization, RoPE positional encoding, and GQA inference acceleration.
Read more →
Tutorials·3 min
Build a WhatsApp AI Chatbot with Zero Code: YCloud Chatbot Flow Configuration Tutorial
Step-by-step tutorial on building a WhatsApp AI Chatbot with YCloud's zero-code platform, covering triggers, conversation flow components, keyword matching strategies, and activation.
Read more →
Tutorials·3 min
LangChain Unified Interface in Practice: A Guide to Avoiding Model Invocation Pitfalls
A detailed comparison of LangChain's two model invocation approaches, focusing on init_chat_model unified interface usage and tips for avoiding DeepSeek V4 Pro Thinking Mode pitfalls in Agent scenarios.
Read more →