The latest articles on DEV Community by 安炜杰 (@_cc2e072869b5ab5f7f0b9). https://dev.to/_cc2e072869b5ab5f7f0b9 https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3734876%2Fd2a3dbb5-52f6-417a-82d9-4344f661b036.png https://dev.to/_cc2e072869b5ab5f7f0b9 en 安炜杰 Tue, 27 Jan 2026 10:20:23 +0000 https://dev.to/_cc2e072869b5ab5f7f0b9/ask-shell-i-built-an-ai-agent-that-completes-multi-step-terminal-tasks-autonomously-18a3 https://dev.to/_cc2e072869b5ab5f7f0b9/ask-shell-i-built-an-ai-agent-that-completes-multi-step-terminal-tasks-autonomously-18a3 <p>I've been frustrated with AI command-line tools that just spit out a single command and call it done. So I built <strong>Ask-Shell</strong> - an AI agent that actually completes your entire task.</p> <h2> Links </h2> <ul> <li>GitHub: <a href="https://github.com/fssqawj/ask-shell" rel="noopener noreferrer">https://github.com/fssqawj/ask-shell</a> </li> <li>PyPI: <code>pip install askshell-ai</code> </li> </ul> <h2> What makes it different? </h2> <p><strong>Other tools:</strong></p> <ul> <li>Generate ONE command → You run it → Done (even if task isn't complete)</li> <li>Command fails? → You figure it out</li> </ul> <p><strong>Ask-Shell:</strong></p> <ul> <li>Executes MULTIPLE steps automatically</li> <li>Analyzes results after each step</li> <li>Learns from failures and retries</li> <li>Doesn't stop until task is actually complete</li> </ul> <h2> Example </h2> <p><strong>Task:</strong> "Organize my project files"</p> <p><em>Shell-GPT:</em> <code>ls -la</code> (one command, you do the rest)</p> <p><em>Ask-Shell:</em> </p> <ol> <li>Analyzes directory structure</li> <li>Creates organized folders</li> <li>Moves files to appropriate locations</li> <li>Verifies everything is in place ✓ Task complete!</li> </ol> <h2> Features </h2> <ul> <li>🔄 Multi-step task automation with intelligent loop</li> <li>🧠 Automatic error recovery and retry</li> <li>💭 Real-time AI thinking display</li> <li>🔒 Dual-layer safety (AI + blacklist protection)</li> <li>🎯 Interactive/auto/demo modes</li> </ul> agents automation cli showdev