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Tencent Cloud Developer

Official Tencent Cloud community account that brings together developers, shares practical tech insights, and fosters an influential tech exchange community.

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Latest from Tencent Cloud Developer

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Tencent Cloud Developer
Tencent Cloud Developer
Dec 17, 2025 · Artificial Intelligence

How Tencent’s TNC Neural Codec Won 2025 Image & Video Compression Challenges

At the end of 2025, Tencent’s Shannon Lab’s neural codec TNC achieved top rankings in both the VCIP low‑complexity end‑to‑end image compression contest and the PCS high‑compression intelligent image compression challenge, demonstrating superior PSNR gains, low decoding complexity, and innovative VAE‑INR architecture across image and video tracks.

AICompression ChallengeINR
0 likes · 17 min read
How Tencent’s TNC Neural Codec Won 2025 Image & Video Compression Challenges
Tencent Cloud Developer
Tencent Cloud Developer
Dec 9, 2025 · Artificial Intelligence

How Do Large Language Models Turn Text into Math? A Deep Dive into Transformers

This article walks through the complete workflow of AI large language models, from turning user queries into token matrices via tokenization and embedding, through the Transformer’s self‑attention and multi‑head mechanisms, to decoding logits into human‑readable text, while also covering position encoding, long‑context strategies, generation parameters, and practical engineering tips.

Self-attentionTransformerinference optimization
0 likes · 29 min read
How Do Large Language Models Turn Text into Math? A Deep Dive into Transformers
Tencent Cloud Developer
Tencent Cloud Developer
Dec 4, 2025 · Artificial Intelligence

From Tapestry to LLMs: 30+ Years of Recommender System Evolution

This article traces the three‑decade evolution of recommender systems—from early collaborative‑filtering prototypes like Tapestry, through the Netflix Prize era and deep‑learning breakthroughs such as Wide&Deep and DIN, to the current generative‑AI wave driven by large language models—highlighting key milestones, technical shifts, industrial deployments, and future challenges.

Industrial DeploymentRecommender Systemscollaborative filtering
0 likes · 38 min read
From Tapestry to LLMs: 30+ Years of Recommender System Evolution
Tencent Cloud Developer
Tencent Cloud Developer
Nov 6, 2025 · Artificial Intelligence

From Prompt to Multi‑Agent: How LLMs Evolve into Autonomous Agents

Since ChatGPT's debut, the LLM landscape has progressed through four stages—prompt engineering, chain orchestration, autonomous agents, and multi‑agent systems—each enhancing intelligence and automation, with this article detailing their evolution, advantages, drawbacks, and practical implementation examples in Go.

AgentGoLLM
0 likes · 24 min read
From Prompt to Multi‑Agent: How LLMs Evolve into Autonomous Agents
Tencent Cloud Developer
Tencent Cloud Developer
Nov 5, 2025 · Fundamentals

What Is Architecture? From 4+1 to C4 and Enterprise EA Explained

This article demystifies the concept of architecture by tracing its origins, explaining the 4+1 and C4 modeling approaches, introducing TOGAF‑4A, and clarifying the role of enterprise architecture in aligning people, processes, technology, and data to manage complexity across large organizations.

ArchitectureC4 ModelEnterprise Architecture
0 likes · 12 min read
What Is Architecture? From 4+1 to C4 and Enterprise EA Explained
Tencent Cloud Developer
Tencent Cloud Developer
Nov 4, 2025 · Artificial Intelligence

From Functions to Transformers: Mastering Neural Networks Step by Step

This article walks you through the evolution from basic mathematical functions to modern large‑scale models, explaining activation functions, forward and backward propagation, loss calculation, gradient descent, regularization, dropout, word embeddings, RNNs, and the core mechanics of the Transformer architecture.

Attention MechanismGradient DescentRNN
0 likes · 15 min read
From Functions to Transformers: Mastering Neural Networks Step by Step
Tencent Cloud Developer
Tencent Cloud Developer
Oct 30, 2025 · Product Management

Why Software Engineering Lacks Consensus: Decoding Demand, Value, and Strategy

This article explores the difficulty of establishing a shared language in software engineering, outlines three essential domains and mindsets for developers, delves into demand analysis, product value, user experience, and strategy, and contrasts ToC and ToB approaches while highlighting practical documentation outputs.

StrategyUser Experiencedemand analysis
0 likes · 19 min read
Why Software Engineering Lacks Consensus: Decoding Demand, Value, and Strategy
Tencent Cloud Developer
Tencent Cloud Developer
Oct 29, 2025 · Artificial Intelligence

How Tasking AI and Dify Redefine LLM‑Powered AI Application Development

This article analyzes the architecture, core capabilities, and workflow orchestration of LLM‑native application platforms Tasking AI and Dify, comparing their microservice designs, plugin management, multi‑tenant isolation, and GraphEngine execution to highlight strengths, trade‑offs, and future development trends.

AI PlatformDifyLLM
0 likes · 21 min read
How Tasking AI and Dify Redefine LLM‑Powered AI Application Development
Tencent Cloud Developer
Tencent Cloud Developer
Oct 24, 2025 · Fundamentals

What Do Veteran Developers Reveal About Coding, AI, and Career Crises?

In a series of candid interviews, dozens of seasoned programmers share their career paths, current tech stacks, favorite AI tools, moments of professional crisis, and personal philosophies, offering valuable insights for anyone navigating the fast‑changing world of software development.

AI toolscareer advicefrontend development
0 likes · 35 min read
What Do Veteran Developers Reveal About Coding, AI, and Career Crises?