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Blueprint for AI-agent architecture from first principles: Observe–think–act loops, deterministic tool use, human-in-the-loop, tight scope, and systems integration to ship reliable real-world agents with LLMs and code. Website: goosnav.com Instagram: instagram.com/goosnav Twitter: twitter.com/goosnav Time Stamps: N/A Esoteric Websites (Legacy): Old Merch: https://pro.teechip.com/stores/goosnav SoundCloud: https://soundcloud.com/goosnav Goosnav Wiki: https://goosnav.fandom.com/wiki/Goosnav_Wiki Music: N/A