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Kubernetes in LLMOps (Part 2): GPU Efficiency, Cost Engineering, and Real-World Failure Modes

Kubernetes in LLMOps (Part 2): GPU Efficiency, Cost Engineering, and Real-World Failure Modes

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5 min read
I was fine-tuning a language model on a new language. The loss was perfect. It spoke Chinese.

I was fine-tuning a language model on a new language. The loss was perfect. It spoke Chinese.

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3 min read
Model routing by task type: the savings math, the classifier overhead, and the A/B that proves it

Model routing by task type: the savings math, the classifier overhead, and the A/B that proves it

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12 min read
Context Compaction Visualizer: See Exactly What Your AI Agent Forgot Before It Costs You

Context Compaction Visualizer: See Exactly What Your AI Agent Forgot Before It Costs You

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7 min read
Your mental model is more important than your words.

Your mental model is more important than your words.

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4 min read
The Agent Revolution Is Here and It's Messy

The Agent Revolution Is Here and It's Messy

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3 min read
The Hidden Economics of AI: What It Actually Costs to Run LLMs in Production (With Real Data)

The Hidden Economics of AI: What It Actually Costs to Run LLMs in Production (With Real Data)

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6 min read
The Capacity Conundrum: Navigating the 80/15/5 Rule of AI Engineering

The Capacity Conundrum: Navigating the 80/15/5 Rule of AI Engineering

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3 min read
What It Costs to Run an AI Agent — and How to Make It Pay For Itself

What It Costs to Run an AI Agent — and How to Make It Pay For Itself

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4 min read
We Gave Five Claude Models the Same Repo Audit. Fable Didn't Win — and That's the Point.

We Gave Five Claude Models the Same Repo Audit. Fable Didn't Win — and That's the Point.

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3 min read
Generating a multilingual llms.txt in Astro

Generating a multilingual llms.txt in Astro

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3 min read
Building an LLM Project From Scratch in 2026

Building an LLM Project From Scratch in 2026

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21 min read
Benchmarking ASR & Essential Open-Source CV Tools for Local AI

Benchmarking ASR & Essential Open-Source CV Tools for Local AI

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3 min read
LoRA and QLoRA fine-tuning: what they actually do under the hood

LoRA and QLoRA fine-tuning: what they actually do under the hood

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7 min read
The math of multi-model consensus: when 3 cheap reviews beat 1 expensive one

The math of multi-model consensus: when 3 cheap reviews beat 1 expensive one

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5 min read
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