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Latest from Huolala Tech

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Huolala Tech
Huolala Tech
Aug 12, 2025 · Information Security

Can AI Boost Traditional SAST to Detect Complex Logic Bugs?

This article explores a hybrid approach that combines traditional static application security testing (SAST) with large language models (LLM) to automatically detect business‑logic vulnerabilities, detailing the methodology, implementation stages, experimental results, and the challenges of integrating AI into code security analysis.

AILLMSAST
0 likes · 15 min read
Can AI Boost Traditional SAST to Detect Complex Logic Bugs?
Huolala Tech
Huolala Tech
Jul 16, 2025 · Mobile Development

Why iOS 18 Crashes When exit() Is Called and How to Fix It

This article analyzes a driver‑side iOS 18 crash triggered by BackBoardServices calling exit, explains the underlying XPC and C++ destructor chain, explores failed hook and compiler‑flag workarounds, and presents a reliable atexit‑based solution that eliminates the crash on iOS 18 and later.

C++HookingPAC
0 likes · 15 min read
Why iOS 18 Crashes When exit() Is Called and How to Fix It
Huolala Tech
Huolala Tech
Jul 2, 2025 · Artificial Intelligence

Can Diffusion Models Revolutionize Salient Object Detection?

This article introduces a diffusion‑based framework for salient object detection, discusses its background, challenges, and motivations, details the model architecture and training, presents extensive experiments and ablation studies, and outlines limitations and future research directions.

computer visiondeep learningdiffusion model
0 likes · 11 min read
Can Diffusion Models Revolutionize Salient Object Detection?
Huolala Tech
Huolala Tech
Jun 26, 2025 · Frontend Development

Boosting JS SDK Testing Efficiency with a Unified Platform and AI‑Generated Test Code

This article details the design and implementation of a comprehensive JavaScript SDK testing platform that unifies test versioning, automates functional, interface, and performance testing, and leverages AI to generate test code, dramatically improving test coverage, execution speed, and developer productivity.

AI Code GenerationJS SDKPerformance Testing
0 likes · 18 min read
Boosting JS SDK Testing Efficiency with a Unified Platform and AI‑Generated Test Code
Huolala Tech
Huolala Tech
Jun 13, 2025 · Backend Development

Unlocking 10× Speed: Inside the 星图 Platform’s Modular Backend Architecture

This article details how the 星图 platform evolved from a monolithic customer‑service system into a modular, configurable backend architecture, covering its API management capabilities, process orchestration, caching strategies, JVM tuning, concurrency model, code optimizations, and the resulting performance gains and business benefits.

API ManagementPerformance optimizationSystem Architecture
0 likes · 20 min read
Unlocking 10× Speed: Inside the 星图 Platform’s Modular Backend Architecture
Huolala Tech
Huolala Tech
May 29, 2025 · Artificial Intelligence

How LWS Enables Scalable Multi‑Node Large Model Deployment on Kubernetes

The article explains how the Dolphin AI platform tackles large‑model deployment challenges by replacing standard Kubernetes Deployments with LeaderWorkerSet, detailing its architecture, features, installation steps, example configurations, testing, scaling, rolling updates, fault recovery, and future roadmap for AI workloads.

AI PlatformDistributed inferenceKubernetes
0 likes · 12 min read
How LWS Enables Scalable Multi‑Node Large Model Deployment on Kubernetes
Huolala Tech
Huolala Tech
May 28, 2025 · Artificial Intelligence

How MCP (Model Context Protocol) Empowers AI Integration in Real-World Scenarios

Model Context Protocol (MCP) is an open standard that creates secure bidirectional links between data sources and AI tools, offering ecosystem plugins, cross‑model compatibility, and data‑privacy benefits; the article compares MCP with function calls and agents, outlines its architecture, and demonstrates practical implementations at Huolala.

AI integrationFunction CallMCP
0 likes · 16 min read
How MCP (Model Context Protocol) Empowers AI Integration in Real-World Scenarios
Huolala Tech
Huolala Tech
May 27, 2025 · Big Data

How HuoLala Built a Scalable Big Data Warehouse CI/CD Pipeline

This article details how HuoLala designed and implemented a standardized, automated big‑data warehouse release pipeline that integrates admission and exit checkpoints, isolates test data, and uses CI/CD practices to improve efficiency, reduce risk, and achieve near‑zero manual testing for data quality assurance.

CI/CDPipelinequality assurance
0 likes · 19 min read
How HuoLala Built a Scalable Big Data Warehouse CI/CD Pipeline
Huolala Tech
Huolala Tech
May 23, 2025 · Backend Development

Why Adding a New JAR Causes StackOverflowError? Uncovering Spring Bean Recursion

This article walks through a real‑world case where adding a new JAR triggers a java.lang.StackOverflowError during Spring application startup, explains how hidden recursive calls in bean initialization cause the overflow, and offers debugging steps and a design‑level fix to prevent the issue.

Bean LifecycleDebuggingStackOverflowError
0 likes · 29 min read
Why Adding a New JAR Causes StackOverflowError? Uncovering Spring Bean Recursion