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Tencent Technical Engineering
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Tencent Technical Engineering

Official account of Tencent Technology. A platform for publishing and analyzing Tencent's technological innovations and cutting-edge developments.

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Latest from Tencent Technical Engineering

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Tencent Technical Engineering
Tencent Technical Engineering
Jun 30, 2025 · Artificial Intelligence

How iMatch Won CVPR2025 NTIRE Image-Text Alignment: Techniques & Benchmarks

The IH‑VQA team’s iMatch solution clinched the CVPR2025 NTIRE Image‑Text Alignment champion by introducing dual‑model fusion, pseudo‑label data augmentation, Q‑Align probability mapping, and visual augmentations, and the paper also presents a comprehensive iMatch benchmark evaluating 23 state‑of‑the‑art text‑to‑image models across multiple resolutions.

AI quality assessmentCVPR2025Multimodal Evaluation
0 likes · 15 min read
How iMatch Won CVPR2025 NTIRE Image-Text Alignment: Techniques & Benchmarks
Tencent Technical Engineering
Tencent Technical Engineering
Jun 27, 2025 · Mobile Development

How to Slash Unreal Engine Android APK Size: Proven UE4/UE5 Optimization Techniques

This article explains how to reduce Unreal Engine Android package size and native library memory usage by applying a series of build‑time and resource‑trimming strategies—including native lib compression, code size reduction, relocation table compression, and selective asset packaging—while preserving runtime performance.

APK size optimizationAndroidPackaging
0 likes · 19 min read
How to Slash Unreal Engine Android APK Size: Proven UE4/UE5 Optimization Techniques
Tencent Technical Engineering
Tencent Technical Engineering
Jun 20, 2025 · Artificial Intelligence

Mastering AI Agents: Core Concepts, Protocols, and Golang Frameworks for Multi‑Agent Collaboration

This comprehensive article explores the evolution of AI agents, explains key protocols like MCP and A2A, compares reasoning frameworks such as CoT, ReAct, and Plan‑and‑Execute, and demonstrates how Golang frameworks Eino and tRPC‑A2A‑Go enable elegant development, orchestration, and observability of complex multi‑agent systems with practical code examples and visual diagrams.

A2AAI AgentEino
0 likes · 55 min read
Mastering AI Agents: Core Concepts, Protocols, and Golang Frameworks for Multi‑Agent Collaboration
Tencent Technical Engineering
Tencent Technical Engineering
Jun 16, 2025 · Artificial Intelligence

Mastering RAG and AI Agents: Practical Tips, Code Samples, and Evaluation Strategies

This comprehensive guide walks you through the fundamentals of Retrieval‑Augmented Generation (RAG) and AI agents, explains their inner workings, shares optimization tricks, provides ready‑to‑run code snippets, and demonstrates how to evaluate performance with metrics such as recall, faithfulness, and answer relevance.

AI agentsEvaluationLLM
0 likes · 36 min read
Mastering RAG and AI Agents: Practical Tips, Code Samples, and Evaluation Strategies
Tencent Technical Engineering
Tencent Technical Engineering
Jun 9, 2025 · Artificial Intelligence

Is Model Context Protocol (MCP) the Future of AI Tool Integration? A Critical Review

This article critically examines the rise of Model Context Protocol (MCP) in AI, explaining its purpose as a unified tool‑calling standard, detailing its architecture, comparing it with traditional function calls, and evaluating the technical and market challenges that limit its universal applicability.

AI Tool IntegrationAI ecosystemAgent
0 likes · 21 min read
Is Model Context Protocol (MCP) the Future of AI Tool Integration? A Critical Review
Tencent Technical Engineering
Tencent Technical Engineering
Jun 3, 2025 · Frontend Development

Kuikly Framework Adaptation to HarmonyOS: Architecture, Performance, and Rendering Solutions

Kuikly, Tencent’s Kotlin Multiplatform‑based cross‑platform framework, has been extended to support HarmonyOS with native performance, offering Compose DSL, high‑performance rendering, Kotlin Native adaptation, debugging tools, and detailed optimization strategies that achieve near‑native speed and dynamic UI capabilities across Android, iOS, Web, and mini‑programs.

Compose DSLHarmonyOSKotlin Multiplatform
0 likes · 16 min read
Kuikly Framework Adaptation to HarmonyOS: Architecture, Performance, and Rendering Solutions
Tencent Technical Engineering
Tencent Technical Engineering
May 28, 2025 · Artificial Intelligence

A Beginner-friendly Overview of LLMs, Transformers, Prompts, Function Calling, MCP and Agents

This article provides a concise, easy-to-understand introduction to large language models, the transformer architecture, prompt engineering, temperature settings, function calling, the Model Context Protocol (MCP), agent communication (A2A), and future AI programming trends, using simple analogies and illustrative examples.

AIAgentFunction Calling
0 likes · 11 min read
A Beginner-friendly Overview of LLMs, Transformers, Prompts, Function Calling, MCP and Agents
Tencent Technical Engineering
Tencent Technical Engineering
May 23, 2025 · Artificial Intelligence

Can a 3B Open‑Source Multimodal Model Beat GPT‑4V in Math? A Deep Dive into VLR1‑3B

The preview release of the 3‑billion‑parameter VLR1‑3B multimodal model demonstrates state‑of‑the‑art reasoning on math benchmarks, outperforms many commercial closed‑source models, and shows promising results on geometry, physics, and general vision tasks, while also revealing typical hallucination issues.

Multimodal AIVLR1-3Bbenchmark
0 likes · 8 min read
Can a 3B Open‑Source Multimodal Model Beat GPT‑4V in Math? A Deep Dive into VLR1‑3B