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Mervin

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Location Dublin Joined Joined on  Personal website https://mentor.work
How I Revived My Abandoned AI Content Engine Using GitHub Copilot

GitHub “Finish-Up-A-Thon” Challenge Submission

How I Revived My Abandoned AI Content Engine Using GitHub Copilot

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3 min read

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How I Built Semantic Discussion Clustering Without Embeddings (and Why It Was Good Enough)

How I Built Semantic Discussion Clustering Without Embeddings (and Why It Was Good Enough)

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2 min read
How I Cut My LLM Costs by 90% Without Changing My App Logic

How I Cut My LLM Costs by 90% Without Changing My App Logic

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2 min read
Turn ~800M Free AI Tokens Into a Single OpenAI API with FreeLLMAPI

Turn ~800M Free AI Tokens Into a Single OpenAI API with FreeLLMAPI

1
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3 min read
Gemma 4 as an On-Call SRE: Turning Alert Spam into One Reasoned Incident

Gemma 4 Challenge: Write about Gemma 4 Submission

Gemma 4 as an On-Call SRE: Turning Alert Spam into One Reasoned Incident

1
Comments
6 min read
Idea2Post Agent Mode: turning a working content SaaS into an autonomous operator with Hermes

Hermes Agent Challenge Submission

Idea2Post Agent Mode: turning a working content SaaS into an autonomous operator with Hermes

4
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4 min read
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