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Everyone's Building AI Agents. Nobody's Building What Makes Them Work.

Everyone's Building AI Agents. Nobody's Building What Makes Them Work.

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5 min read
AI Agent Control Flow: Why Better Prompts Won't Fix Your Broken Agent Architecture [2026]

AI Agent Control Flow: Why Better Prompts Won't Fix Your Broken Agent Architecture [2026]

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8 min read
Prompt Engineering is Dying: The Rise of Context Engineering

Prompt Engineering is Dying: The Rise of Context Engineering

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4 min read
Why Your AI Prompts Break After One Edit (and the Versioning Fix)

Why Your AI Prompts Break After One Edit (and the Versioning Fix)

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2 min read
The Scope Lock Prompt: Stop AI From Refactoring Code You Didn't Ask It to Touch

The Scope Lock Prompt: Stop AI From Refactoring Code You Didn't Ask It to Touch

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2 min read
The Iterative Refinement Agentic Framework (IRAF): A Git-Native Architecture for Autonomous, Self-Improving AI Systems

The Iterative Refinement Agentic Framework (IRAF): A Git-Native Architecture for Autonomous, Self-Improving AI Systems

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4 min read
Tool Definition Drift: When Your Agent's Toolset Outgrows Its Prompt

Tool Definition Drift: When Your Agent's Toolset Outgrows Its Prompt

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8 min read
Few-Shot Selection at Runtime: Why Static Examples Hurt Edge Cases

Few-Shot Selection at Runtime: Why Static Examples Hurt Edge Cases

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8 min read
Self-Critique Loops for Agents: Where the 3rd Iteration Stops Helping

Self-Critique Loops for Agents: Where the 3rd Iteration Stops Helping

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8 min read
标书智能体(四)——提示词顺序优化,让缓存命中,输入成本直降10倍

标书智能体(四)——提示词顺序优化,让缓存命中,输入成本直降10倍

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2 min read
The Rubber Duck Prompt: Debug AI Output by Making It Explain Every Decision

The Rubber Duck Prompt: Debug AI Output by Making It Explain Every Decision

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3 min read
Reliable LLM JSON Output: Few-Shot Prompting & Robust Parsing

Reliable LLM JSON Output: Few-Shot Prompting & Robust Parsing

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6 min read
ContextCraft: A Visual Workbench for Building and Managing LLM Context Windows

ContextCraft: A Visual Workbench for Building and Managing LLM Context Windows

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6 min read
The AI told me my prompts were fine. The problem was everything after.

The AI told me my prompts were fine. The problem was everything after.

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3 min read
How We Built a Conflict Resolver That Uses Psychology Frameworks as Prompts

How We Built a Conflict Resolver That Uses Psychology Frameworks as Prompts

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4 min read
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