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Simulated instructor walkthroughs (community college, R1 seminar, low- budget TinyML, robotics studio, industry training, department chair) surfaced practical gaps. This change closes the ones the site can answer: - Syllabi gain a short Assessment table with a suggested split (intro, scaling, TinyML, and the ETH Physical AI plan), each summing to 100%. - The introductory and scaling syllabi regain their suggested-papers lists for seminars and graduate sections. - TinyML and Edge AI list hardware options with prices from the Hardware Kits pages; TinyML names the Nano 33 BLE Sense the courseware uses. Hub entries state the starting cost per student or team. - Physical AI links the draft parts list with planning prices, and its hub entry sends "Studio labs" to the robot lab sequence. - The hub's Courses breadcrumb leads to the hub, not the intro syllabus. - The license page names whom to contact about uses outside non-commercial education, such as corporate training. - The course catalog's robot photo drops from 2.1 MB to 97 KB.