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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

Postmortem: The Stale-Response Incident That Broke Our Review Bot

Postmortem: The Stale-Response Incident That Broke Our Review Bot

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4 min read
Postmortem: The Free Tier Wasn't the Problem — Our Guardrails Were

Postmortem: The Free Tier Wasn't the Problem — Our Guardrails Were

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4 min read
Postmortem: The Review Gate That Approved Everything

Postmortem: The Review Gate That Approved Everything

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3 min read
Postmortem: The 93% Green Eval Was Statistical Noise

Postmortem: The 93% Green Eval Was Statistical Noise

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4 min read
Postmortem: The Agent Loop That Died Quietly While the Eval Said Green

Postmortem: The Agent Loop That Died Quietly While the Eval Said Green

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4 min read
Postmortem: The Free AI Server That Passed Every Test, Then Failed at 02:14

Postmortem: The Free AI Server That Passed Every Test, Then Failed at 02:14

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5 min read
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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