Devuly | Smart Analytics for Developers & Projects

This article examines the XiaoHongShu Web x-s request signing mechanism, covering parameter preprocessing, the core mnsv2 call, custom Base64 encoding, x-s-common device fingerprinting, and Node.js browser emulation. It addresses common issues such as hard-to-trace signing flows, strong browser dependencies, and error-prone cross-language invocation. Keywords: x-s, mnsv2, browser emulation Technical specification snapshot Parameter Value Research target … Read more

This article focuses on smart logistics route optimization in MathorCup Problem A. The core idea is to unify TSP, TSP with Time Windows, and multi-vehicle capacity-constrained VRPTW into QUBO formulations, then solve them with the Kaiwu SDK and a coherent Ising machine. It addresses three major challenges: complex multi-constraint modeling, limited qubit capacity, and poor … Read more

This article explains how to connect Bright Data MCP to Dify to quickly build a multi-platform data collection workflow for TikTok and LinkedIn, solving the core problems of traditional scrapers: frequent blocking, high maintenance costs, and poor cross-platform reuse. Core keywords: MCP, Dify, data collection. The technical specification snapshot outlines the core setup Parameter Description … Read more

Deep Dive into C++ Inheritance: Access Control, Object Slicing, Default Functions, and Composition Design This article focuses on the syntax, access control, and object model of C++ inheritance. It explains the real behavior behind code reuse, object slicing, name hiding, and default member functions, and clarifies the design boundary between inheritance and composition. Keywords: C++ … Read more

Define Projection and Batch Project in ArcGIS Pro serve two completely different purposes: one fixes spatial reference metadata, while the other performs real coordinate transformation. Used correctly, they systematically solve layer misalignment, area distortion, and failed spatial analysis. Keywords: ArcGIS Pro, Define Projection, Batch Project. Technical Specification Snapshot Parameter Description Platform ArcGIS Pro Data Type … Read more

This is a lightweight, high-performance ThreadPool implementation built with C++20. Its core capabilities include safely submitting asynchronous tasks, returning futures, and enabling graceful shutdown through std::jthread and stop_token. It solves common problems in traditional thread pools, such as manual join, stop-state races, and uncontrolled task lifetimes. Keywords: C++20, ThreadPool, asynchronous programming. Technical specifications at a … Read more

compose_skill is an expert-level AI auditing tool for Jetpack Compose. It uses compiler reports and static analysis to generate quantifiable scores and actionable fixes for a project. Android Skills provides official upgrade and migration workflows. Together, they address the lack of visibility in Compose performance, state management, and upgrade paths. Keywords: Jetpack Compose, AI auditing, … Read more

OpenClaw solves AI conversation forgetfulness with a combination of short-term context and long-term file-based memory. The core pattern uses MEMORY.md as an index and stores durable knowledge in four file types: user, project, feedback, and reference. Keywords: OpenClaw, memory system, MEMORY.md. Parameter Description Project/Topic OpenClaw memory system configuration Language/Format Markdown, YAML Front Matter Storage Method … Read more

This article focuses on three core Redis failures in high-concurrency systems: cache penetration, cache breakdown, and cache avalanche. It explains their causes, differences, and mitigation paths. The article emphasizes Bloom filters, mutex locks, logical expiration, and multi-level caching to help backend systems reduce database pressure and improve availability. Keywords: Redis, cache breakdown, Bloom filter. Technical … Read more

This article breaks down how real-time stickers work in a HarmonyOS 6 lightweight camera app: use NDK to read rawfile images, rely on OH_Drawing for offscreen rendering, and blend the result with OpenGL ES through alpha compositing. This approach avoids ArkTS Canvas performance limits and reduces cross-layer copy overhead. Keywords: HarmonyOS 6, NDK, real-time stickers. … Read more