Every growing knowledge base hits the same wall.
At a few dozen files, a knowledge base works fine. Markdown is readable, authors know each other, and updates stay fresh. Then the org scales. At a few hundred files (let alone a thousand), the same six problems appear in every team, every domain, every company.
- Duplicates.The same concept documented three times, each with slightly different guidance. Nobody knows which one is canonical.
- Contradictions.Two files give conflicting instructions on the same topic. Both are indexed. Both get cited.
- Staleness.Skills reference deprecated tools, retired processes, or version numbers from two years ago.
- Gaps.Half the skills explain what to do but not how. Edge cases and failure modes are missing entirely.
- No ownership.Nobody knows who wrote what. Known problems sit unresolved for months.
- Accidental PII.Phone numbers, email addresses, internal credentials, and private identifiers committed without intent, discoverable to anyone with repo access.
The result: people stop trusting the knowledge base. They search, find three different answers, and ask a colleague instead. The whole point collapses.