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Albert Alov

AI Infrastructure Engineer building production LLM pipelines and reliability systems for distributed platforms. Recently focused on AI/LLM systems: evaluation frameworks, structured output validation

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Albert

We traced an MCP server calling an LLM — both sides, one trace

We traced an MCP server calling an LLM — both sides, one trace

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7 min read

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Every PostgreSQL MCP server eats your context window. Here's how I collapsed 4 into 1.

Every PostgreSQL MCP server eats your context window. Here's how I collapsed 4 into 1.

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7 min read
MCP servers are the fastest-growing part of the AI stack. They have zero observability.

MCP servers are the fastest-growing part of the AI stack. They have zero observability.

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5 min read
Your LLM traces are write-only

Your LLM traces are write-only

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5 min read
Your AI agent re-sends 80% of your budget every loop

Your AI agent re-sends 80% of your budget every loop

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5 min read
Your LLM streaming traces are lying to you

Your LLM streaming traces are lying to you

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6 min read
OpenTelemetry just standardized LLM tracing. Here's what it actually looks like in code.

OpenTelemetry just standardized LLM tracing. Here's what it actually looks like in code.

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6 min read
I audited my tool, fixed 44 bugs - and it still didn’t work

I audited my tool, fixed 44 bugs - and it still didn’t work

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5 min read
My AI bot burned through my API budget overnight. So I built an open-source tool to make sure it never happens again.

My AI bot burned through my API budget overnight. So I built an open-source tool to make sure it never happens again.

Comments
5 min read
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