According to Fathom Beating monitoring, tech blogger Gergely Orosz revealed a significant bias in Google's internal promotion mechanism. Employees are only promoted and rewarded for developing brand-new products, while tasks such as maintaining existing systems or assisting with old user migrations are seen as having no promotion value. This incentive structure has led Google to repetitively release new products every year to meet similar demands.
Developer Nathan Clark outlined the extreme fragmentation caused by this mechanism in the Google AI ecosystem. The model side has been forcefully divided into versions like Pro, Ultra, and Flash. On the ecosystem side, there is a sway between Gemini and AI Studio, with Workspace edition completely disconnected from personal Google One accounts.
The confusion at the developer tools level is even more severe. Google simultaneously introduced the Smart Body Development Platform Spark, the coding assistant Jules, and faced iteration conflicts between the new and old versions of the Antigravity IDE. The original Gemini CLI was directly deprecated. The relationship between the video products Flow and Veo is ambiguous, the image generation tool Nano banana has been integrated into the Gemini system, while search and research functionalities have been split into separate AI modes and NotebookLM.
