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@anotherymi: Buổi chiều đi dạo thì thấy một đầm sen 🪷 #longan #benluc

mi ở belu 🏡
mi ở belu 🏡
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Monday 21 July 2025 15:42:36 GMT
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huynh_257
HEOXĐ :
cho e hỏi chỗ nào của bến lức vậy ạ
2025-09-08 05:12:59
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#xhtiktok ##CapCut #xh
#xhtiktok ##CapCut #xh
🧠 Most people jump straight to building AI agents. The best AI engineers start one layer below. Think of every production AI system as 3 layers: 1️⃣ Harness → Builds the environment 🏗️ Your agent is only as good as the world around it. 🔧 Tools • 🌐 APIs • 📁 Filesystem • 🔐 Permissions • 🧠 Memory • ⚙️ Runtime Without a solid harness, your agent can’t do anything useful. ━━━━━━━━━━━━━━━ 2️⃣ Loop → Improves the work 🔄 This is the agent’s thinking cycle. 💭 Think → ⚡ Act → ✅ Check → 💬 Feedback → Repeat Planning, tool calls, retries, reflection, and self-correction all happen here. ━━━━━━━━━━━━━━━ 3️⃣ Graph → Controls the workflow 🌐 When one agent isn’t enough. Build workflows with: • Nodes • Branches • Parallel execution • Joins • Shared state This is where single agents become production systems. ━━━━━━━━━━━━━━━ 💡 Mental Model 🏗️ Harness = What the agent can access 🔄 Loop = How the agent thinks 🌐 Graph = How multiple tasks coordinate Master these three layers, and almost every modern AI framework—from Claude Code to LangGraph to OpenAI Agents—starts making a lot more sense. 📌 Save this. You’ll see these patterns in nearly every production AI application. #HackProduct #AIEngineering #AIAgents #AgenticAI #ClaudeCode
🧠 Most people jump straight to building AI agents. The best AI engineers start one layer below. Think of every production AI system as 3 layers: 1️⃣ Harness → Builds the environment 🏗️ Your agent is only as good as the world around it. 🔧 Tools • 🌐 APIs • 📁 Filesystem • 🔐 Permissions • 🧠 Memory • ⚙️ Runtime Without a solid harness, your agent can’t do anything useful. ━━━━━━━━━━━━━━━ 2️⃣ Loop → Improves the work 🔄 This is the agent’s thinking cycle. 💭 Think → ⚡ Act → ✅ Check → 💬 Feedback → Repeat Planning, tool calls, retries, reflection, and self-correction all happen here. ━━━━━━━━━━━━━━━ 3️⃣ Graph → Controls the workflow 🌐 When one agent isn’t enough. Build workflows with: • Nodes • Branches • Parallel execution • Joins • Shared state This is where single agents become production systems. ━━━━━━━━━━━━━━━ 💡 Mental Model 🏗️ Harness = What the agent can access 🔄 Loop = How the agent thinks 🌐 Graph = How multiple tasks coordinate Master these three layers, and almost every modern AI framework—from Claude Code to LangGraph to OpenAI Agents—starts making a lot more sense. 📌 Save this. You’ll see these patterns in nearly every production AI application. #HackProduct #AIEngineering #AIAgents #AgenticAI #ClaudeCode
Đi làm mà lại lên xe bus sân bay. May chỉ lạc một đoạn đường, không phải lạc cả một đời người 🌄
Đi làm mà lại lên xe bus sân bay. May chỉ lạc một đoạn đường, không phải lạc cả một đời người 🌄
Men oʻz hayotimda judda baxtliman🙃 #🤣🤣🤣 #rostan😉 #rekaciq🤣🗿 #rekaciqasan😂🥺 #rekachiqiplos😹
Men oʻz hayotimda judda baxtliman🙃 #🤣🤣🤣 #rostan😉 #rekaciq🤣🗿 #rekaciqasan😂🥺 #rekachiqiplos😹
#Love #relationships #dating #relationshiptips #relationshipadvice
#Love #relationships #dating #relationshiptips #relationshipadvice
Genuinely she’s still fun, I do wish however that they hadn’t nerfed her💔 #fyp #idv #identityv
Genuinely she’s still fun, I do wish however that they hadn’t nerfed her💔 #fyp #idv #identityv

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