SpringMeng
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SpringMeng

Focused on software development, sharing source code and tutorials for various systems.

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Latest from SpringMeng

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SpringMeng
SpringMeng
Sep 5, 2026 · Artificial Intelligence

Citrus Detection System: YOLOv8, FastAPI & Vue3 Full-Stack Tutorial

This article presents a complete citrus detection system using YOLOv8, FastAPI, and Vue3, featuring image/video detection, ablation experiments, negative sample training, and full deployment instructions for agricultural AI applications.

FastAPIONNX RuntimeObject Detection
0 likes · 11 min read
Citrus Detection System: YOLOv8, FastAPI & Vue3 Full-Stack Tutorial
SpringMeng
SpringMeng
Sep 3, 2026 · Artificial Intelligence

book-to-skill: Compile Books into On-Demand Agent Skills, Cut Tokens 24-51x

The open-source book-to-skill project (12.7K GitHub stars) pre-compiles books from PDF, EPUB, DOCX, and other formats into structured, chapter-loadable Skills for AI agents, reducing context tokens by 24-51x compared to full-book loading and enabling reusable knowledge workflows for repeatedly referenced technical materials.

AI AgentsPDF processingRAG
0 likes · 10 min read
book-to-skill: Compile Books into On-Demand Agent Skills, Cut Tokens 24-51x
SpringMeng
SpringMeng
Aug 25, 2026 · Artificial Intelligence

Is DeepSeek Harness Really That Powerful? A Full Installation and Hands‑On Test

The article walks through installing DeepSeek Harness with a single command, configuring a model, using its standard agent mode to automatically build a Vue‑based Markdown editor, observing the execution trace, iterating on minor UI issues, and concluding that the plugin‑centric framework delivers a functional end‑to‑end solution with minimal manual effort.

AI AgentDeepSeek HarnessMarkdown Editor
0 likes · 8 min read
Is DeepSeek Harness Really That Powerful? A Full Installation and Hands‑On Test
SpringMeng
SpringMeng
Aug 21, 2026 · Artificial Intelligence

Tianqiong ZhiXiang Forecast System with Django, Vue3, LSTM, TensorFlow, AI Agents

This article details a full‑stack weather forecast platform that combines Django and Vue3 with LSTM‑based TensorFlow models and an OpenAI‑compatible agent, describing its asynchronous data‑collection pipeline, model training, real‑time visualization, and code architecture for both user and admin interfaces.

AI AgentDjangoLSTM
0 likes · 7 min read
Tianqiong ZhiXiang Forecast System with Django, Vue3, LSTM, TensorFlow, AI Agents
SpringMeng
SpringMeng
Aug 18, 2026 · Operations

CFO’s No‑Code AI App Triggers a Month’s Server Bill in One Day

A CFO built a SaaS product in two days using Claude Code, but a missing database field caused the task queue’s automatic retries to re‑execute 21 LLM calls, turning a single day’s AI usage into a cost that exceeded the entire month’s server expenses.

AICost ManagementDatabase Migration
0 likes · 11 min read
CFO’s No‑Code AI App Triggers a Month’s Server Bill in One Day
SpringMeng
SpringMeng
Aug 15, 2026 · Artificial Intelligence

DeepSeek V4 Pro Launch: Pricing, API Compatibility, and Performance Insights

The article announces the quiet release of DeepSeek V4 Pro (version 0813), details its token pricing and cache‑hit cost advantages over V4‑Flash, highlights its near‑Fable 5 performance, describes its dual OpenAI‑compatible and Anthropic APIs, and shares resources for AI learning and project integration.

API compatibilityDeepSeekartificial intelligence
0 likes · 4 min read
DeepSeek V4 Pro Launch: Pricing, API Compatibility, and Performance Insights
SpringMeng
SpringMeng
Aug 12, 2026 · Databases

RedisInsight: The Official High‑Performance GUI for Redis

This article introduces RedisInsight, the official visual management tool for Redis, outlines its key features, provides step‑by‑step installation on Linux and Kubernetes, and demonstrates basic usage for monitoring, querying, and memory analysis through the GUI.

GUIKubernetesRedis
0 likes · 7 min read
RedisInsight: The Official High‑Performance GUI for Redis
SpringMeng
SpringMeng
Aug 11, 2026 · Artificial Intelligence

Interview Question: Superpowers vs. grill‑me – Why You Should Use Both

This article explains the distinct roles of the AI‑coding skills "grill‑me" and "superpowers", shows how to install and invoke them, compares their positioning, demonstrates a Markdown‑editor workflow, and concludes that the two complement each other rather than compete.

AI codingClaude CodeGrill Me
0 likes · 10 min read
Interview Question: Superpowers vs. grill‑me – Why You Should Use Both
SpringMeng
SpringMeng
Aug 10, 2026 · Databases

Exploring RedisInsight’s New Web UI: Stunning Visuals and Powerful Features

This article walks through RedisInsight’s newly released web version, showing how to deploy it with Docker, highlighting its intuitive UI for browsing and editing various Redis data types, built‑in workbench, slow‑log and memory analysis, multi‑model support, theme switching, and built‑in tutorials.

Database VisualizationDockerRedis
0 likes · 5 min read
Exploring RedisInsight’s New Web UI: Stunning Visuals and Powerful Features
SpringMeng
SpringMeng
Aug 9, 2026 · Backend Development

Why Even Experienced Java Developers Misunderstand isEmpty vs. isBlank

This article explains the precise differences between Apache Commons Lang's StringUtils.isEmpty, isBlank, and their related methods, providing concrete examples, code snippets, and usage guidelines to help developers avoid common pitfalls when checking string emptiness in Java.

Apache Commons LangCode ExamplesJava
0 likes · 7 min read
Why Even Experienced Java Developers Misunderstand isEmpty vs. isBlank