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Morgan Xu

Backend developer who loves Rust and distributed systems.

Location Toronto, Canada Joined Joined on 

Education

University of Toronto

Work

Backend Developer at DataFlow Inc

Free AI Servers Break in Seven Patterns: A Field Guide

Free AI Servers Break in Seven Patterns: A Field Guide

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4 min read
MiniMax H3: Run This 30-Minute Gate Before You Trust It

MiniMax H3: Run This 30-Minute Gate Before You Trust It

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4 min read
A Free-Tier Triage Harness for AI Patches: Make the Model Earn Your Attention

A Free-Tier Triage Harness for AI Patches: Make the Model Earn Your Attention

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5 min read
Before You Plug a Model Into Your Pipeline, Make It Pass a Contract Test

Before You Plug a Model Into Your Pipeline, Make It Pass a Contract Test

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6 min read
A New Open-Weight Model Drops Every Week. Here's the 30-Minute Eval Harness I Run Before Believing Any Benchmark

A New Open-Weight Model Drops Every Week. Here's the 30-Minute Eval Harness I Run Before Believing Any Benchmark

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6 min read
Green Tests Lie: How I Gate AI-Generated Patches Before They Touch Main

Green Tests Lie: How I Gate AI-Generated Patches Before They Touch Main

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5 min read
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