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“It’s probably a $2 billion market right now,” says Nicolas Chaillan, founder of an AI platform called Ask Sage that’s used by thousands of teams across the Department of Defense. The opportunity these pick-and-shovel companies are chasing grows out of an extreme case of a dilemma faced by anyone looking to deploy off-the-shelf LLMs on confidential data: They’re trying to figure out how to use these powerful tools without inadvertently exposing the wrong information to the wrong people through the AI training process.

Context Bloat: Using a skill often requires loading the entire SKILL.md into the LLM’s context window, rather than just exposing the single tool signature it needs. It’s like forcing someone to read the entire car’s owner’s manual when all they want to do is call car.turn_on().

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"I absolutely cannot condone any form of political violence under any circumstances, it isn't the solution," she affirmed.

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