Build an AI agent system from a blank terminal in 10 minutes

Build an AI agent system from a blank terminal in under 10 minutes using Claude Code, scaling from a single agent to automatic execution, checking, iteration, and multi-agent collaboration. Reportedly, 95% of engineers inside Anthropic use a similar workflow.

X (Twitter)@AndyL5cc810

Claude Code

Added 2026-10-31 · originally published 2026-10-29

Steps

1Prepare a blank terminal environment.
2Start building a single-agent system using Claude Code.
3Configure the agent for automatic execution, checking, and self-improvement.
4Scale and configure multiple agents to work together collaboratively.

Copy-ready prompt

Please help me set up an AI agent system from scratch in my terminal, following the workflow used by Anthropic engineers. My goal is to [enter your specific task or goal], including a single agent that can automatically execute, check, and improve, along with [enter the multi-agent collaboration scenario]. Please provide step-by-step guidance on how to configure and implement this.

View original post

#AI Agent#Claude Code#Workflow#Productivity Tools

Replicating Stripe's internal AI agent workflow

Handle repetitive tasks using the same AI agent setup used internally by Stripe, reducing task completion time from 20 days to 4 days compared to standard Claude Code. This system is built using over 100 saved prompts (one per step) with multiple agents collaborating to handle the build work.

Optimize PC performance and clean background services with Claude Code

Used Claude Code to check system logs, drivers, and processes and execute steps to successfully remove about 30 background and startup items, free up about 85 GB of space, and improve gaming frame rates. It is recommended to approve changes in stages during operation to ensure safety.

Create code-rendered videos using Claude Skill

Use the video-director skill to guide Claude Opus 5.5 (in Claude Code) through planning, writing, rendering, and QA-checking short code-rendered videos (HTML/Canvas/SVG converted to MP4). It ensures video quality through a phased workflow, QA scripts, and an evaluation system.

Found this useful? Get daily updates on Telegram or X.

Join on Telegram Follow @CaiXiang23766

Summarized by AI from the original source - refer to the original post for details. Copyright belongs to the original author.

Steps

Related use cases