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# How I Containerized an LLM: A Practical MLOps Guide

# How I Containerized an LLM: A Practical MLOps Guide

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4 min read
Compass v1.1.0 · we shipped a memory plugin that catches its own consumption drift

Compass v1.1.0 · we shipped a memory plugin that catches its own consumption drift

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5 min read
Why Your Prompt Is Only 5% of What the Model Sees

Why Your Prompt Is Only 5% of What the Model Sees

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4 min read
I Thought Fine-Tuning LLMs Needed Expensive GPUs. I Was Wrong.

I Thought Fine-Tuning LLMs Needed Expensive GPUs. I Was Wrong.

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2 min read
Day 4: Generative UI Gen 3 — MCP Apps and Open-Ended Surfaces

Day 4: Generative UI Gen 3 — MCP Apps and Open-Ended Surfaces

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4 min read
AI Pipeline: Preventing Drift in Production Systems

AI Pipeline: Preventing Drift in Production Systems

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23 min read
An Autonomous AI Engine Working Overnight — What It Did Without Me

An Autonomous AI Engine Working Overnight — What It Did Without Me

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3 min read
Day 1: Vibe coding goes mainstream — v0 vs Lovable vs Bolt vs Figma Make

Day 1: Vibe coding goes mainstream — v0 vs Lovable vs Bolt vs Figma Make

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5 min read
Building a Rails-Native AI Abstraction Layer for Local and Hosted LLMs

Building a Rails-Native AI Abstraction Layer for Local and Hosted LLMs

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2 min read
Two undocumented bugs in MCP Apps I found building a task panel for Claude

Two undocumented bugs in MCP Apps I found building a task panel for Claude

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4 min read
Day 3: Generative UI Gen 2 — Declarative Specs with A2UI

Day 3: Generative UI Gen 2 — Declarative Specs with A2UI

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4 min read
The 4 Levels of AI Agents: Why Most Service AIs Still Feel Dumb (Part 1)

The 4 Levels of AI Agents: Why Most Service AIs Still Feel Dumb (Part 1)

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6 min read
Modular LLM Inference Engine from Scratch

Modular LLM Inference Engine from Scratch

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6 min read
The Multi-Provider LLM Problem: Why “One API” Is Not Enough

The Multi-Provider LLM Problem: Why “One API” Is Not Enough

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1 min read
How to make an AI research agent label facts vs inferences — a deterministic provenance pipeline

How to make an AI research agent label facts vs inferences — a deterministic provenance pipeline

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4 min read
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