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# llm

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Stop Fine-Tuning Blindly: When to Fine-Tune—and When Not to Touch Model Weights
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Stop Fine-Tuning Blindly: When to Fine-Tune—and When Not to Touch Model Weights

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6 min read
Getting Started with @neuledge/context
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Getting Started with @neuledge/context

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6 min read
How I use AmpCode for free

How I use AmpCode for free

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3 min read
Why 1M token context windows won't solve agent amnesia

Why 1M token context windows won't solve agent amnesia

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3 min read
The Coding Handbook: A Practical Guide to AI-Assisted Development

The Coding Handbook: A Practical Guide to AI-Assisted Development

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20 min read
"It's Friction. So, I Skip It." — Why Your Agent Ignores the Rules You Wrote for It
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"It's Friction. So, I Skip It." — Why Your Agent Ignores the Rules You Wrote for It

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9 min read
AI Agent Spending Limits: Why API Keys Aren't Enough

AI Agent Spending Limits: Why API Keys Aren't Enough

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2 min read
AI Can Write Code Fast. Keeping It Clean Is the Hard Part
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AI Can Write Code Fast. Keeping It Clean Is the Hard Part

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2 min read
How to Write a Prompt Contract That Stops Context Drift

How to Write a Prompt Contract That Stops Context Drift

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4 min read
Spec-First Prompting: The 1-Page Brief I Write Before Asking AI for Code

Spec-First Prompting: The 1-Page Brief I Write Before Asking AI for Code

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4 min read
A Prompt Debugging Checklist: 9 Questions When AI Output Goes Off the Rails

A Prompt Debugging Checklist: 9 Questions When AI Output Goes Off the Rails

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4 min read
Acceptance Criteria for AI Tasks: A Simple Template That Cuts Rework

Acceptance Criteria for AI Tasks: A Simple Template That Cuts Rework

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4 min read
The Proliferation of Specialized LLMs and the Retraining Dilemma

The Proliferation of Specialized LLMs and the Retraining Dilemma

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5 min read
The Bottleneck of Dense Attention in Long Contexts

The Bottleneck of Dense Attention in Long Contexts

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6 min read
The Intricate Dance of Self-Attention: What Can Go Wrong?
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The Intricate Dance of Self-Attention: What Can Go Wrong?

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5 min read
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