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Tencent Cloud Developer
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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
Apr 17, 2026 · Artificial Intelligence

How Harness Engineering Turns AI Coding into Real-World Cybernetics

This article analyzes OpenAI's Harness Engineering concept, connects it to classic cybernetics principles of information, control, and feedback, and explains how AI‑driven code generation requires structured rules, repository‑based constraints, and observable feedback loops to become a practical engineering discipline.

AI programmingControl Theorycybernetics
0 likes · 29 min read
How Harness Engineering Turns AI Coding into Real-World Cybernetics
Tencent Cloud Developer
Tencent Cloud Developer
Apr 16, 2026 · Artificial Intelligence

Turning AI Agents into Visible NPCs: Building a 3D Town Plugin for QClaw

After 15 days of AI‑driven development and 45 k lines of code, the open‑source Agentshire plugin transforms QClaw/OpenClaw agents into interactive 3D NPCs within a customizable town, offering zero‑config installation, real‑time visual tracking, multi‑agent collaboration, and a data‑driven UGC framework.

3d-visualizationAI AgentsMulti-agent collaboration
0 likes · 12 min read
Turning AI Agents into Visible NPCs: Building a 3D Town Plugin for QClaw
Tencent Cloud Developer
Tencent Cloud Developer
Apr 15, 2026 · Artificial Intelligence

How Hermes Agent’s Skills System Enables Self‑Learning AI Agents

This article provides an in‑depth technical analysis of Hermes Agent’s Skills closed‑loop system, detailing its lifecycle from experience extraction and knowledge storage to intelligent retrieval, conditional activation, progressive disclosure, security scanning, and self‑improvement, while comparing it to academic prototypes like Voyager.

AI AgentHermes AgentPrompt Caching
0 likes · 27 min read
How Hermes Agent’s Skills System Enables Self‑Learning AI Agents
Tencent Cloud Developer
Tencent Cloud Developer
Apr 10, 2026 · Artificial Intelligence

From Prompt to Harness: Mastering AI Agents, Context Engineering, and Spec‑Driven Development

The author shares a two‑part deep dive into practical AI tooling, agent‑centric workflows, and emerging engineering paradigms—covering Mac toolchains, Agent usage, Prompt vs. Context Engineering, Spec‑driven and Harness engineering, and personal reflections on staying productive amid rapid model evolution.

Context EngineeringMac Toolchainharness engineering
0 likes · 22 min read
From Prompt to Harness: Mastering AI Agents, Context Engineering, and Spec‑Driven Development
Tencent Cloud Developer
Tencent Cloud Developer
Apr 3, 2026 · Artificial Intelligence

LLM Showdown in a Three‑Kingdoms Strategy Game: Tactics, Winners, and Surprising Insights

This article details a custom Three‑Kingdoms‑style strategy game used to benchmark nine flagship large language models, explains the game mechanics, evaluates each model's strategic decisions and diplomatic behavior, and reveals how Gemini 3.1 Pro clinched the championship with a clever "坚壁清野" tactic while also sharing the underlying engine architecture and development lessons.

Artificial IntelligenceLLMStrategy Evaluation
0 likes · 29 min read
LLM Showdown in a Three‑Kingdoms Strategy Game: Tactics, Winners, and Surprising Insights
Tencent Cloud Developer
Tencent Cloud Developer
Apr 1, 2026 · Artificial Intelligence

Why Raw AI Models Fail and How Harness Turns Them Into Powerful Agents

The article explains the four fundamental shortcomings of raw large language models—no memory, no code execution, outdated knowledge, and no workspace—and shows how a six‑component Harness (file system, Bash + sandbox, AGENTS.md memory, web search + MCP, context engineering, and orchestration + hooks) systematically resolves each issue to make AI agents practical and reliable.

AIAgentContext
0 likes · 34 min read
Why Raw AI Models Fail and How Harness Turns Them Into Powerful Agents