Real AI agent use cases, with sources and setup prompts

Learn how to build a code review agent from Greptile's founder

Daksh Gupta gave an AI Engineer talk called "how to build a code review agent" and published it in full on Greptile's blog, for teams that want to build their own instead of using Greptile.

See pricing pageReadingAdvancedSource linked

Source

@dakshgup on X · 2026-10-14

Written in our own words. Credit to the original author. Link checked 2026-10-23.

What they did

Daksh Gupta gave an AI Engineer talk called "how to build a code review agent" and published it in full on Greptile's blog, for teams that want to build their own instead of using Greptile.

Result (as claimed)

A full design write-up from a company that builds review agents for a living.

Tools they used

AI coding agent

Cost: Pricing depends on the tools you pick; check each official pricing page.

Set it up

  1. Pick a contained repo or task

    Start on a branch or side project where mistakes are cheap.

  2. Install and configure

    Set up AI coding agent. Read what it can run on your machine and limit permissions where possible.

  3. Run it on a real task

    Give it a well-scoped issue and let it work. Review the diff like any pull request.

  4. Add guardrails

    Keep tests and CI in the loop, and never let an agent push to main or touch production secrets unattended.

Copy the full setup prompt

Paste into your agent and it will walk you through the setup, asking before anything that sends, posts or spends.

You are helping me set up this AI use case end to end in Claude Code.

Goal: Learn how to build a code review agent from Greptile's founder
What the original author did: Daksh Gupta gave an AI Engineer talk called "how to build a code review agent" and published it in full on Greptile's blog, for teams that want to build their own instead of using Greptile.
Reported result (as claimed by the author): A full design write-up from a company that builds review agents for a living.
Source: https://x.com/dakshgup/status/2110429225178333398
Tools they used: AI coding agent
Category: Dev & ops

Please:
1. Ask me 3 short questions about my situation (accounts I have, budget, what I want the output to look like).
2. Propose a step-by-step plan using these tools or cheaper alternatives, with the time and cost of each step. Use official pricing pages; say "check pricing" if unsure.
3. Then do the setup with me one step at a time, waiting for my OK before anything that sends messages, posts publicly, spends money or deletes data.
4. Finish with a checklist to run it again next time.

The Daily 5

Get five new use cases tomorrow morning

Free. Real sources. Unsubscribe any time.

Guides for this use case

How to get AI code review on your pull requests

Related use cases