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Latest from Huolala Tech

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Huolala Tech

Aug 12, 2026 · Artificial Intelligence

Redefining Agent Evaluation: An Offline LLM-as-a-Judge Framework and Practice

The article presents a quantitative offline evaluation system for AI agents in real outbound-call scenarios, combining reference‑based scoring with pairwise GSB methods, addressing regression and optimization, mitigating systematic bias through judge model selection and majority‑vote adjustments, and delivering an objective, high‑efficiency benchmark.

Bias MitigationGSBLLM-as-a-Judge

0 likes · 16 min read

Redefining Agent Evaluation: An Offline LLM-as-a-Judge Framework and Practice

Huolala Tech

Jul 22, 2026 · Artificial Intelligence

AI‑Generated API Automation: From Random Guesswork to Deterministic Delivery

The article analyzes why most API‑automation stops at script execution, proposes a multi‑layer Skill protocol that combines LLM generation with strict data, style, and assertion contracts, and demonstrates measurable gains in efficiency, quality, and coverage across multiple business lines.

AICoverageEfficiency

0 likes · 19 min read

AI‑Generated API Automation: From Random Guesswork to Deterministic Delivery

Huolala Tech

Jul 15, 2026 · Backend Development

Too Many Complex Business Rules? How a Rule Visualization Platform Simplifies Management

The article explains why scattered, frequently changing business rules cause maintenance headaches, and introduces a rule visualization configuration platform that provides visual authoring, validation, approval, gray release, and local execution to make complex rule iteration safer and more efficient.

LiteFlowSDKbackend architecture

0 likes · 28 min read

Too Many Complex Business Rules? How a Rule Visualization Platform Simplifies Management

Huolala Tech

Jul 8, 2026 · Information Security

Exploring Host Security with eBPF: Building a Deep Kernel‑Level Monitoring Loop

This article examines how eBPF can reshape host security by providing kernel‑level visibility, low‑overhead real‑time monitoring, and a closed‑loop architecture that improves process and network data capture, demonstrates higher audit success rates than Netlink, and outlines performance, stability, and emergency‑handling mechanisms.

LinuxPerformance benchmarkingeBPF

0 likes · 16 min read

Exploring Host Security with eBPF: Building a Deep Kernel‑Level Monitoring Loop

Huolala Tech

Jul 1, 2026 · Artificial Intelligence

How an AI Loss‑Prevention Platform Cut Financial Losses by 99.96%

The article details how a transaction platform replaced fragile manual reviews and static rule engines with a data‑flywheel, model‑distillation, and a multi‑agent AI system—automating labeling, dual‑modality risk detection, and anti‑corrosion mechanisms—to achieve a 99.96% reduction in annual financial loss.

AIautomated labelingloss prevention

0 likes · 10 min read

How an AI Loss‑Prevention Platform Cut Financial Losses by 99.96%

Huolala Tech

Jun 16, 2026 · Artificial Intelligence

Huolala Figma MCP: Principles and Real‑World Practice

Huolala Figma MCP is a self‑developed AI‑powered service that automatically converts Figma design files into high‑fidelity UI code for multiple platforms, featuring layer cleaning, layout and icon recognition, customizable Skills, and detailed comparisons with existing solutions, plus real‑world deployment results.

AI code generationCross-platformFigma

0 likes · 18 min read

Huolala Figma MCP: Principles and Real‑World Practice

Huolala Tech

Jun 10, 2026 · Information Security

Designing a Seamless, Secure CLI/SSO Auth System for Agent Skills

This article presents a token‑less, non‑exposed, multi‑user isolated CLI/SSO authentication framework for Agent‑driven Skill calls, detailing the security pain points, layered design of sso‑cli, sso‑sdk, poll‑based SSO, Feishu hook login, and future three‑dimensional access control.

AgentAuthenticationCLI

0 likes · 22 min read

Designing a Seamless, Secure CLI/SSO Auth System for Agent Skills

Huolala Tech

Jun 3, 2026 · Artificial Intelligence

Three Breakthroughs Driving the Rapid Rise of Computer Vision

The article reviews three major recent breakthroughs in computer vision—self‑supervised visual foundation models, feed‑forward 3D reconstruction, and unified multimodal models—detailing their underlying methods, key papers, performance characteristics, and practical implications for real‑world AI applications.

3D reconstructionComputer VisionSelf-supervised Learning

0 likes · 22 min read

Three Breakthroughs Driving the Rapid Rise of Computer Vision

Huolala Tech

May 20, 2026 · Artificial Intelligence

How Multimodal Agents Double Private‑Domain Conversion Rates

The article details how a three‑layer multimodal AI agent framework—covering AI quality inspection, multimodal content generation, and QA interaction—transforms private‑domain marketing by automating content creation, boosting conversion efficiency, and achieving measurable cost and performance gains.

AI AgentsAutomationcase study

0 likes · 17 min read

How Multimodal Agents Double Private‑Domain Conversion Rates

Huolala Tech

Apr 29, 2026 · Artificial Intelligence

From MVP to 1.0: A Practical Roadmap for AI‑Powered Test Case Generation

The article analyses the structural bottlenecks of manual test case creation, validates an MVP that keeps human testing logic while automating repetitive steps, identifies three core limitations of the MVP, and then details a 1.0 upgrade that adds multimodal input parsing, prompt engineering, knowledge‑graph RAG and retrieval loops, culminating in measurable productivity gains and a reusable framework for AI‑driven testing.

AI TestingKnowledge GraphMVP

0 likes · 17 min read

From MVP to 1.0: A Practical Roadmap for AI‑Powered Test Case Generation