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The Main Thread

The Main Thread

Principles over hacks. Systems over shortcuts.

Failure Modes

+3

Idempotency: Pattern That Makes Distributed Systems Actually Work

Mar 16, 2026

•

13 min read

Idempotency: Pattern That Makes Distributed Systems Actually Work

“Just retry” only works if your operation is idempotent

Anirudh Sharma
Anirudh Sharma

LLM

+3

Context Window Management: The Hidden Engineering Problem

Mar 9, 2026

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14 min read

Context Window Management: The Hidden Engineering Problem

128K tokens doesn’t mean you should use 128K tokens

Anirudh Sharma
Anirudh Sharma

Failure Modes

+3

Timeouts, Retries, and Deadlines

Mar 2, 2026

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15 min read

Timeouts, Retries, and Deadlines

Wrong timeout settings cause more outages than bugs

Anirudh Sharma
Anirudh Sharma

LLM

+2

Don't Break Production With a Retry Loop

Feb 23, 2026

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6 min read

Don't Break Production With a Retry Loop

Your LLM application will hit rate limits. Here's how to handle it gracefully with exponential backoff, token buckets, and priority queuing.

Anirudh Sharma
Anirudh Sharma

Database

+2

5 Questions to Ask Before Adding a Vector DB

Feb 16, 2026

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9 min read

5 Questions to Ask Before Adding a Vector DB

Production decision-making checklist to understand if a vector database is really required

Anirudh Sharma
Anirudh Sharma

LLM

+2

From 50,000 Dimensions to 384: Compression That Powers AI

Feb 9, 2026

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7 min read

From 50,000 Dimensions to 384: Compression That Powers AI

How models learn semantic relationships in language

Anirudh Sharma
Anirudh Sharma
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