- TLDR
- 10X argues agentic engineering works best when teams treat structured Markdown, conventions, validation, and project history as a context layer around code.
- Best for
- Teams redesigning software delivery around coding agents
- The tip
- Invest more time in plans, conventions, and validation than in manually executing code.
- What you need
- A project repository
- Markdown plans and conventions
- A validation loop
- Start here
- Separate code from project-management context
- Define structured artifacts for epics, specs, and conventions
- Load the right context at session start and validate drift
- Filed note
- Alex Lieberman and 10X engineering director Dan break down AI-native company transformation, markdown-first agent context and linting the whole software delivery process.
