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Last-Minute Docker Bug Exposed Knowledge Gaps
- Shanea Leven described a Docker incident where a last-minute bug came from code no one understood, delaying launch.
- Engineers demanded a month to read the codebase because original authors had left and documentation was missing.
Reading Code Still Relies On Outdated Mental Models
- Code understanding hasn't evolved since punch-card days: developers still read code line-by-line and mentally maintain architecture.
- Modern codebases are vastly more complex, requiring visual models to replace fragile mental maps.
Embed Visual Analysis Before You Write Code
- Shift understanding left by embedding analysis into the repository so developers get architectural context before writing code.
- Provide automatic visualizations on pull requests to sanity-check changes and reveal unexpected dependencies early.


