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Stop Paying for Failed AI Agent Retries
John Medina
John Medina
John Medina
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Jun 5
Stop Paying for Failed AI Agent Retries
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1 min read
Over-editing is a token tax: GPT-5.4 ships 6.5x more diff per fix than Claude Opus 4.6, and your bill notices
John Medina
John Medina
John Medina
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Jun 3
Over-editing is a token tax: GPT-5.4 ships 6.5x more diff per fix than Claude Opus 4.6, and your bill notices
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2 min read
Stop sharing one OpenAI key across all your users
John Medina
John Medina
John Medina
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Jun 1
Stop sharing one OpenAI key across all your users
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1 min read
The Token Spiral: How One Runaway AI Agent Burned $2,847 in 4 Hours
John Medina
John Medina
John Medina
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May 25
The Token Spiral: How One Runaway AI Agent Burned $2,847 in 4 Hours
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2 min read
The Token Spiral: How One Runaway AI Agent Burned $2,847 in 4 Hours
John Medina
John Medina
John Medina
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May 22
The Token Spiral: How One Runaway AI Agent Burned $2,847 in 4 Hours
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2 min read
Your AI costs are growing faster than your revenue
John Medina
John Medina
John Medina
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May 18
Your AI costs are growing faster than your revenue
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1 min read
The Overlooked Costs of Your LLM API Calls
John Medina
John Medina
John Medina
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May 20
The Overlooked Costs of Your LLM API Calls
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2 min read
How I track per-customer LLM costs in production
John Medina
John Medina
John Medina
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May 15
How I track per-customer LLM costs in production
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2 min read
You Don't Need Enterprise LLMOps, You Need a Better Dashboard
John Medina
John Medina
John Medina
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May 27
You Don't Need Enterprise LLMOps, You Need a Better Dashboard
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2 min read
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