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Multi-source AI news clustered, deduplicated, and scored 0–100 across authority, cluster strength, headline signal, and time decay.

  1. The cheapest token is the one you never spend

    Companies like Microsoft and Uber have discovered that AI-assisted coding tools are significantly more expensive than anticipated, with some burning through their entire annual budgets in just a few months. The high costs stem not just from model usage, but from the AI's extensive "surface area"—its need to process and re-understand large portions of a codebase repeatedly. To combat this, a developer built KoloStack, a tool designed to manage AI code generation by bounding the AI's "touch" on a codebase, thereby reducing token consumption and operational costs. AI

    IMPACT New tools like KoloStack may emerge to manage the operational costs of AI-assisted development, impacting how enterprises budget for and utilize AI coding assistants.