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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
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.

Open SourceVLR1-3Bbenchmark
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 AgentFunction Callagentic workflow
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.

State MigrationTencentUSENIX
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
Tencent Technical Engineering
Tencent Technical Engineering
May 15, 2025 · R&D Management

Choosing Open‑Source Licenses: Balancing Technical Freedom and Commercial Safety – Engineers’ Insights

This article gathers engineers’ experiences and advice on selecting open‑source licenses, explaining GPL’s contagion risk, comparing permissive (MIT/Apache) and copyleft (GPL/LGPL) options, and offering practical guidelines for balancing technical freedom with commercial security across different project scenarios.

GPLMITOpen Source
0 likes · 10 min read
Choosing Open‑Source Licenses: Balancing Technical Freedom and Commercial Safety – Engineers’ Insights
Tencent Technical Engineering
Tencent Technical Engineering
May 12, 2025 · Artificial Intelligence

Comprehensive Summary and Expansion of Andrej Karpathy’s 7‑Hour LLM Lecture

This article provides a detailed Chinese‑to‑English summary of Andrej Karpathy’s 7‑hour LLM tutorial, covering chat process analysis, tokenization, pre‑training data pipelines, model architecture, training strategies, post‑training fine‑tuning, reinforcement learning, chain‑of‑thought reasoning, and current industry applications.

AILLMPretraining
0 likes · 25 min read
Comprehensive Summary and Expansion of Andrej Karpathy’s 7‑Hour LLM Lecture
Tencent Technical Engineering
Tencent Technical Engineering
May 8, 2025 · Artificial Intelligence

Augment AI Programming Assistant: Technical Breakthroughs, Industry Impact, and Security Risks

Augment, a newly funded AI programming assistant that tops the SWE‑bench benchmark with a 65.4% score and a 200 k‑token context window, promises massive productivity gains for developers but also introduces sophisticated security threats such as malicious memory prompts, back‑door context injection, compromised guidelines, and risky multi‑task collaboration protocols, prompting calls for layered defenses and vigilant monitoring.

AI programmingAI safetyAgent Memory
0 likes · 11 min read
Augment AI Programming Assistant: Technical Breakthroughs, Industry Impact, and Security Risks