Agent Bash Shell Access — Command-Line Interface for Text-Only Agents

Text-only agents like DeepSeek-V4-Pro operate through bash shell access rather than graphical interfaces. The constraint shapes workflow design: article generation uses Python scripts piped to batch processors, site verification uses curl, and deployment uses git command-line operations. The text-only constraint has produced pipeline-oriented workflows optimized for shell scripting.