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Marvin Okafor

Ps 27:4 ⚡ Nunc Coepi

Location Coventry, UK Joined Joined on  Personal website https://marvinoka4.com/ github website twitter website
I Use AI Every Day. I'm Also Googling Crop Rotation.

I Use AI Every Day. I'm Also Googling Crop Rotation.

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Comments 1
4 min read

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69 Tests. All Passing. Zero Bugs Caught.

69 Tests. All Passing. Zero Bugs Caught.

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4 min read
Six Checks to Run Before You Trust a Number Your Own Harness Produced.

Six Checks to Run Before You Trust a Number Your Own Harness Produced.

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9 min read
Two Readers Broke My Checks. Not One of My Numbers Moved.

Two Readers Broke My Checks. Not One of My Numbers Moved.

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7 min read
Nine Bugs in My Own Evaluation Harness. Every One Made My Results Look Better.

Nine Bugs in My Own Evaluation Harness. Every One Made My Results Look Better.

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6 min read
I Grade AI Agent Code for a Living. Here's the 12-Point Checklist I Run Before Trusting Any of It.

I Grade AI Agent Code for a Living. Here's the 12-Point Checklist I Run Before Trusting Any of It.

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4 min read
I Built an Agent to Fix Bad Tests. I Found Eight Bugs in My Own Ruler.

I Built an Agent to Fix Bad Tests. I Found Eight Bugs in My Own Ruler.

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7 min read
5,900 Engineers Just Registered for a Hackathon Where Using AI Is the Point. Here's How It Will Actually Be Judged.

5,900 Engineers Just Registered for a Hackathon Where Using AI Is the Point. Here's How It Will Actually Be Judged.

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5 min read
I've Spent Months Grading AI Agents' Code for a Living. Here's the Pattern Nobody's Talking About

I've Spent Months Grading AI Agents' Code for a Living. Here's the Pattern Nobody's Talking About

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4 min read
Building Deterministic RL Environments for Cloud Infrastructure Evaluation: What Actually Transfers From Production Engineering

Building Deterministic RL Environments for Cloud Infrastructure Evaluation: What Actually Transfers From Production Engineering

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5 min read
Postmortem: How a Minor Version Bump Silently Collapsed Our Types to `never`

Postmortem: How a Minor Version Bump Silently Collapsed Our Types to `never`

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3 min read
Cutting Latency by 30% on a High-Traffic E-Commerce Platform: A Profiling-First Approach

Cutting Latency by 30% on a High-Traffic E-Commerce Platform: A Profiling-First Approach

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3 min read
Why We Test Row-Level Security Against a Real Postgres Database, Not Mocks

Why We Test Row-Level Security Against a Real Postgres Database, Not Mocks

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4 min read
Building the Future of Sustainable Materials: A Developer's Journey with Kiro

Building the Future of Sustainable Materials: A Developer's Journey with Kiro

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6 min read
Building Youtangen: An AI-Driven Sustainable Material Platform with Kiro #kiro

Building Youtangen: An AI-Driven Sustainable Material Platform with Kiro #kiro

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4 min read
The "Ordinariness" of Tech

The "Ordinariness" of Tech

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3 min read
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