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Under The Hood

MSPK

Exploring what really happens when you write frontend code

Platform
Substack
PricingOnly free issuesPublishesDaily
Issues34SubscribersRead mspk.substack.com

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Latest Issues

Recent posts by this newsletter. Browse the email archive.

You Hated Matrix Math in College. Turns Out It Runs Every AI Model You’ve Ever Used.

There’s a specific kind of pain reserved for sitting in a linear algebra lecture, staring at a matrix multiplication problem, and thinking: when will I ever use this?

6 days ago
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The KV Cache: Why Your API Bill Is Higher Than It Should Be

If you’ve used the Claude or OpenAI APIs at any meaningful scale and never touched prompt caching, you’ve been overpaying. Potentially by 90%. Not as a rounding error — as a structural tax on not understanding what’s happening under the hoo...

8 days ago
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Fine-Tuning vs. RAG vs. Prompting: Stop Asking Which Is Best

Every vendor selling fine-tuning will tell you fine-tuning is the answer. Every vendor selling a vector database will tell you RAG is the answer. Every API provider will tell you prompting is the answer. None of them are wrong — they’re jus...

10 days ago
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Tokens Are Not Words: What Every Developer Building on LLMs Actually Needs to Know

You’ve been paying for tokens since the day you made your first API call. You know the rough “4 characters per token” heuristic. You’ve probably hit a context limit at least once and scrambled to truncate your prompt.

13 days ago
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