---
title: "Sakshi Tyagi (@sakshityagi) | Hashnode"
description: "Senior Applied Scientist · ex-NVIDIA · Distributed training & production LLMs. Read the latest articles by Sakshi Tyagi on Hashnode."
url: "https://hashnode.com/@sakshityagi"
---

@sakshityagi

# Sakshi Tyagi

@sakshityagi · Bangalore, India · Joined June 2026

Senior Applied Scientist · ex-NVIDIA · Distributed training & production LLMs

### [One Agent or Five? Measure Before You Multiply.](https://sakshityagi.hashnode.dev/one-agent-or-five-measure-before-you-multiply?utm_source=hashnode&utm_medium=feed)

Agents That Survive Production · Part 4 of 4 Separate the value of parallel work from the value of spending more tokens.

6 min read · [sakshityagi.hashnode.dev](https://sakshityagi.hashnode.dev/one-agent-or-five-measure-before-you-multiply?utm_source=hashnode&utm_medium=feed)

[1d ago](https://hashnode.com/posts/one-agent-or-five-measure-before-you-multiply/6af31fbbcc1c3821d66e554a)

### [The Tool Timed Out. Should the Agent Retry?](https://sakshityagi.hashnode.dev/the-tool-timed-out-should-the-agent-retry?utm_source=hashnode&utm_medium=feed)

Agents That Survive Production · Part 2 of 4 A timeout tells you what the caller knows, not what the server did.

6 min read · [sakshityagi.hashnode.dev](https://sakshityagi.hashnode.dev/the-tool-timed-out-should-the-agent-retry?utm_source=hashnode&utm_medium=feed)

[1d ago](https://hashnode.com/posts/the-tool-timed-out-should-the-agent-retry/6af31e6be35b164475c291fe)

### [What Should an Agent Remember?](https://sakshityagi.hashnode.dev/what-should-an-agent-remember?utm_source=hashnode&utm_medium=feed)

Agents That Survive Production · Part 3 of 4 Separate useful context from the durable facts needed to resume work.

7 min read · [sakshityagi.hashnode.dev](https://sakshityagi.hashnode.dev/what-should-an-agent-remember?utm_source=hashnode&utm_medium=feed)

[1d ago](https://hashnode.com/posts/what-should-an-agent-remember/6af31d98fc39df3741618aae)

### [The Agent Said “Done.” Nothing Changed. Agents That Survive Production ·](https://sakshityagi.hashnode.dev/the-agent-said-done-nothing-changed-agents-that-survive-production?utm_source=hashnode&utm_medium=feed)

The Agent Said “Done.” Nothing Changed. Agents That Survive Production · Part 1 of 4 : Verify the outcome before celebrating the response.

6 min read · [sakshityagi.hashnode.dev](https://sakshityagi.hashnode.dev/the-agent-said-done-nothing-changed-agents-that-survive-production?utm_source=hashnode&utm_medium=feed)

[2](https://hashnode.com/posts/the-agent-said-done-nothing-changed-agents-that-survive-production/6add07b269d3e2a93f9c0c46) [Oct 24](https://hashnode.com/posts/the-agent-said-done-nothing-changed-agents-that-survive-production/6add07b269d3e2a93f9c0c46)

### [Yesterday, It Fit: Dividing a 70B Model Across 64 GPUs](https://sakshityagi.hashnode.dev/yesterday-it-fit-dividing-a-70b-model-across-64-gpus?utm_source=hashnode&utm_medium=feed)

A worked example in training memory, long context, and choosing a parallel layout you can actually evaluate.

11 min read · [sakshityagi.hashnode.dev](https://sakshityagi.hashnode.dev/yesterday-it-fit-dividing-a-70b-model-across-64-gpus?utm_source=hashnode&utm_medium=feed)

[Oct 17](https://hashnode.com/posts/yesterday-it-fit-dividing-a-70b-model-across-64-gpus/6ad3bddc6108bc258582ec9d)