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# aiengineering

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LangChain fundamentals: the mental model that makes everything click

LangChain fundamentals: the mental model that makes everything click

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2 min read
Building Context-Aware AI Systems Using Knowledge Graphs
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Building Context-Aware AI Systems Using Knowledge Graphs

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3 min read
LLM-as-Reducer and the Case for Killing the AI Label

LLM-as-Reducer and the Case for Killing the AI Label

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7 min read
Over-Editing Is a Prompting Problem

Over-Editing Is a Prompting Problem

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1 min read
I've Touched Everything and Mastered Nothing
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I've Touched Everything and Mastered Nothing

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16 min read
I Built a Multi-Agent Legal AI That Actually Doesn’t Hallucinate (Here’s the Architecture)

I Built a Multi-Agent Legal AI That Actually Doesn’t Hallucinate (Here’s the Architecture)

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10 min read
Your LLM Is Lying to You Silently: 4 Statistical Signals That Catch Drift Before Users Do
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Your LLM Is Lying to You Silently: 4 Statistical Signals That Catch Drift Before Users Do

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6 min read
Week 1 post-launch: What actually happened when we launched botlington.com

Week 1 post-launch: What actually happened when we launched botlington.com

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3 min read
Scaling AI Systems: Production Batch Processing with Built-In Disaster Recovery

Scaling AI Systems: Production Batch Processing with Built-In Disaster Recovery

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6 min read
We Were Running AI Agents Before 'Agentic' Became a Buzzword
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We Were Running AI Agents Before 'Agentic' Became a Buzzword

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6 min read
AI Is Making Your Team Slower — The Math Your CEO Won't Show You
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AI Is Making Your Team Slower — The Math Your CEO Won't Show You

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5 min read
Agentic Engineering Is Not Prompt Engineering
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Agentic Engineering Is Not Prompt Engineering

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4 min read
The #1 Reason Agentic AI Fails in Production

The #1 Reason Agentic AI Fails in Production

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4 min read
AI Agent Architecture: Building Systems That Think, Plan, and Act
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AI Agent Architecture: Building Systems That Think, Plan, and Act

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9 min read
Building Voice Agents That Adapt to Context: Personality Layers for AI Assistants

Building Voice Agents That Adapt to Context: Personality Layers for AI Assistants

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3 min read
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