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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 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 ecosystemAI tool integrationAgent
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 DSLCross‑Platform UIHarmonyOS
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.

VLR1-3Bbenchmarkmath reasoning
0 likes · 8 min read
Can a 3B Open‑Source Multimodal Model Beat GPT‑4V in Math? A Deep Dive into VLR1‑3B
Tencent Technical Engineering
Tencent Technical Engineering
May 23, 2025 · Artificial Intelligence

The Evolution, Challenges, and Future Directions of AI Agents

An in‑depth overview traces the development of AI agents from early LLM milestones to modern “class‑Agent” models, examines core components such as memory, tool use, planning and reflection, analyzes current limitations, and outlines emerging solutions like workflows, multi‑agent systems, and model‑as‑product paradigms.

AI agentAgentic workflowFunction Call
0 likes · 40 min read
The Evolution, Challenges, and Future Directions of AI Agents
Tencent Technical Engineering
Tencent Technical Engineering
May 19, 2025 · Cloud Native

How Tencent’s TGW Delivers 3× Faster Throughput and Near‑Zero Downtime at Scale

The USENIX‑selected paper on Tencent’s TGW cloud gateway reveals how a modular, multi‑layer architecture achieves up to 2.9‑fold throughput gains, seconds‑level elastic scaling, loss‑less hot migration, and sub‑second fault recovery, offering a blueprint for resilient large‑scale cloud networking.

Cloud GatewayFault ToleranceHigh Availability
0 likes · 16 min read
How Tencent’s TGW Delivers 3× Faster Throughput and Near‑Zero Downtime at Scale
Tencent Technical Engineering
Tencent Technical Engineering
May 19, 2025 · Artificial Intelligence

RAG, Agents, and Multimodal Large Models: Evolution, Challenges, and Future Trends

This article examines the evolution of large model technologies—including Retrieval‑Augmented Generation, AI agents, and multimodal models—detailing their technical foundations, practical challenges, industry applications, and future development trends, offering a comprehensive perspective for AI practitioners and researchers.

AI agentKnowledge RetrievalRAG
0 likes · 14 min read
RAG, Agents, and Multimodal Large Models: Evolution, Challenges, and Future Trends