Half Price for the Same Model: Read the Batch API Terms First
Every major model provider will charge you half price for the same model, same prompt, same output quality. You pay for it in time, not in quality.
Guides, tutorials, and real-world cloud + AI engineering from production experience at Amazon.
Every major model provider will charge you half price for the same model, same prompt, same output quality. You pay for it in time, not in quality.
The AI spend tool market is selling a cure for a fear: the bill arrives, it is far larger than anyone modelled, and nobody in the room can explain...
"My company uses AI usage as a performance metric in quarterly reviews. We have lost the plot."
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I made a quick video on the tool I use to answer two questions every coding-agent user has: how much am I using this, and what would it cost at...
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Most cloud engineers are still copy-pasting CLI commands from ChatGPT into a terminal. You ask how to list running EC2 instances, you get a...
There is a version of AI automation that ends with you out of work, and a version that ends with a promotion. I made a short film that tells the...
In the video I typed "ignore all previous instructions" into my own AI app and watched it get blocked before the model ever saw it. That...
If your RAG project is paying a monthly vector database fee before it has real traffic, you are funding idle capacity. I made two videos on this,...
The AWS AI Practitioner exam makes you choose Bedrock or SageMaker, and the honest answer is that the line between them is thinner than the study...
I made a video putting one app concept in front of five Claude Code agents whose whole job was to disagree, and watched the break-even fall from...
I made a video on how to stop picking models on vibes and start testing them on your own workload. Here is the gist and my take, with enough of...
Anthropic doesn't publish Opus's size, so I used Kimi K3 (2.8T parameters) as the public proxy to price the hardware, from a Mac Studio to a GPU cluster.
Most cloud teams are running 2022 playbooks. Here's where AI actually delivers ROI and a four-step process to build a strategy that ships.
A practical, copy-paste reference for cp, sync, presigned URLs, storage classes, and every flag that matters.
The 8 errors that trip up most OpenClaw setups, with step-by-step fixes from the official documentation.