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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
Agentic Engineering Journey — Brain Dump
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Agentic Engineering Journey — Brain Dump

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3 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
Three Checks We Added After One AI Prompt Started Giving the Wrong Kind of Help

Three Checks We Added After One AI Prompt Started Giving the Wrong Kind of Help

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6 min read
Six Things I Wish Someone Had Told Me Before I Started Working Inside AI
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Six Things I Wish Someone Had Told Me Before I Started Working Inside AI

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8 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
The AI told me my prompts were fine. The problem was everything after.
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The AI told me my prompts were fine. The problem was everything after.

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3 min read
How to Fix That Robotic AI Tone in Your LLM-Powered Features
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How to Fix That Robotic AI Tone in Your LLM-Powered Features

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5 min read
Fixing Flutter AI: Claude's Prompt Patterns That Work

Fixing Flutter AI: Claude's Prompt Patterns That Work

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9 min read
Harvard Proved Emotions Don't Make AI Smarter — That's Exactly Why You Need Soul Spec

Harvard Proved Emotions Don't Make AI Smarter — That's Exactly Why You Need Soul Spec

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4 min read
From Prompting to Programming: Making LLM Outputs More Predictable with Structure
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From Prompting to Programming: Making LLM Outputs More Predictable with Structure

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2 min read
The Only Prompt Hack You Actually Need (No, You Don't Need a Course)
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The Only Prompt Hack You Actually Need (No, You Don't Need a Course)

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5 min read
agency-agents: 120 AI Specialist Personas That Prove Prompts Need Personality, Not Just Instructions

agency-agents: 120 AI Specialist Personas That Prove Prompts Need Personality, Not Just Instructions

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2 min read
Why Output Consistency Beats “Creativity”
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Why Output Consistency Beats “Creativity”

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5 min read
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