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# I Built SHANTAKARAM — A Web App for Taking a Break From a Stressful Day

# I Built SHANTAKARAM — A Web App for Taking a Break From a Stressful Day

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2 min read
Calibrating an LLM-as-Judge for a Vision Check to Îș 0.80

Calibrating an LLM-as-Judge for a Vision Check to Îș 0.80

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6 min read
Our lane health check was green. Four people had been waiting 43 days for an answer.

Our lane health check was green. Four people had been waiting 43 days for an answer.

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11 min read
A Scorecard for Agent Diffs: Fixture Digests, Seed Replay, and Failure Signatures

A Scorecard for Agent Diffs: Fixture Digests, Seed Replay, and Failure Signatures

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7 min read
Eliminating Flaky Tests in GitLab CI/CD: Predictive Selection, Quarantining & JUnit Reports

Eliminating Flaky Tests in GitLab CI/CD: Predictive Selection, Quarantining & JUnit Reports

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3 min read
Testing Across Everything: Mastering Matrix Builds & Parallelism in GitLab CI/CD

Testing Across Everything: Mastering Matrix Builds & Parallelism in GitLab CI/CD

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3 min read
Your Test Isn't Flaky. It Ate Its Own Test Data.

Your Test Isn't Flaky. It Ate Its Own Test Data.

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4 min read
I built a browser extension to show pixel diffs in GitHub PRs

I built a browser extension to show pixel diffs in GitHub PRs

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3 min read
How to Test API Error States in React Without a Real Backend

How to Test API Error States in React Without a Real Backend

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5 min read
48-Hour Field Notes: curl Looked Instant. Python Paid a Handshake on Every Call.

48-Hour Field Notes: curl Looked Instant. Python Paid a Handshake on Every Call.

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8 min read
I Sent 50 Emails After 250 OK. 24% Still Bounced.

I Sent 50 Emails After 250 OK. 24% Still Bounced.

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12 min read
Your agent can't tell "nothing found" from "the lookup failed"

Your agent can't tell "nothing found" from "the lookup failed"

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9 min read
Before You Ship Your Python AI Agent: Testing, Observability, and the $0 Stack

Before You Ship Your Python AI Agent: Testing, Observability, and the $0 Stack

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6 min read
Write NUnit tests once. Run them on Windows and a Crestron Home processor.

Write NUnit tests once. Run them on Windows and a Crestron Home processor.

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7 min read
Your AI had questions. It answered them in the code.

Your AI had questions. It answered them in the code.

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3 min read
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