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Aashish Chapain

@chapainaashish

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Joined October 2025

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Validation & Testing LLM Outputs

2h ago · 4 min read · The moment we interact with LLMs, we get probabilistic output. They'll return "price": "$45.99" one time and "price": 45.99 the next. Sometimes, they even forget required fields. This might not look l

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Observability in AI application

Nov 26, 2025 · 5 min read · Observability is an essential topic in modern software development. It is particularly useful when you move the application to the production. Observability in AI application is more extended than traditional application because you need to observe t...

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Think Before You Call LLM API

Nov 7, 2025 · 7 min read · Overview The first way to interact with any LLM is through the API in development. This is pretty basic which you will master easily but you can miss some critical aspect which I will cover in this post. Part 1: Understand Tokens Before Getting Excit...

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Aashish Chapain

About

Available for

Aashish Chapain's blogs

Recently published

Validation & Testing LLM Outputs

Observability in AI application

Think Before You Call LLM API

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Aashish Chapain

About

Available for

Aashish Chapain's blogs

Recently published

Validation & Testing LLM Outputs

Observability in AI application

Think Before You Call LLM API