API documentation and collaboration fragmentation

Communication issues between teams were also a common problem cited by businesses, with 38% of developers reporting it was hurting their productivity.

Even typing "tf conv2d" in google leads to 3 of these options making it really frustrating when you want to just find out which operation to use.

As tools grow, documentation varies in depth; some advanced features may require deeper exploration to understand properly. (Community feedback notes mixed documentation quality in parts of the ecosystem).

By far the most common challenge engineers face when working with a new API is inaccurate, incomplete, or insufficient documentation. If that language is not well documented, then engineers won't know how to construct requests or interpret responses.

93% of teams report challenges such as inconsistent documentation, duplicated work, and difficulty discovering existing APIs. With 69% of respondents spending 10+ hours per week on API-related tasks... When specs, conversations, tests, and examples are scattered across wikis, chats, repos, and inboxes, "tribal knowledge" becomes a dependency.