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Google's new AI agent, Spark, created a shockingly detailed weekend itinerary for a family trip to Hershey, PA — without being given key details. It pulled the family's names, the dog's name, a concert booking, dietary preferences, and even a toddler's nap schedule from Gmail, Google Photos, and other personal data. While impressive, the experience felt deeply invasive, highlighting the unsettling trade-off between...

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Designing a CLI for AI agents

Building a CLI that works well for both humans and AI agents requires treating commands as permanent API contracts. Arcjet's CLI freezes its command structure, uses structured JSON errors with distinct exit codes, validates...

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AI Doesn't Have ROI

AI companies have deliberately hidden the true cost of their products by subsidizing subscriptions, making users believe AI is affordable when it isn't. Now that enterprises are switching to token-based billing, companies are...

Running local RAG AI on MacBook Neos

SecureThink v2.0 is a fully offline AI app for Apple Silicon Macs that lets professionals analyze documents and audio without sending data to the cloud. It runs RAG-based document search, OCR, transcription, and Office file...

Constraining LLMs Just Like Users

LLMs can't be trusted any more than the users interacting with them, which means they need the same kind of constraints developers already use for human input. Rather than piling more instructions into a system prompt hoping the...