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Stabilize dev pre-commit workflow
Add fallback hook dependencies in validate-dev and apply trailing-whitespace fixes to lab plan files so pre-commit no longer fails on auto-modifications.
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## 3. The 3-Act Narrative (The Lab Journey)
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### Act I: Proving the Iron Law (15m)
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* **Scenario:** You have a fixed model ($AI = 50$).
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* **Scenario:** You have a fixed model ($AI = 50$).
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* **Crisis:** It runs too slow on the CPU.
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* **Task:** Upgrade to a GPU. Observe that the latency *barely moves* because the data term ($D/BW$) is the bottleneck. Find the "Ridge Point" where the GPU actually becomes useful.
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### Act I: The Physics of Data Gravity (15m)
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* **Scenario:** You have 1 Petabyte of raw video in a warehouse. Your cluster is 3,000 miles away.
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* **Crisis:** Project deadline is in 10 days.
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* **Crisis:** Project deadline is in 10 days.
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* **Task:** Calculate the transfer time over 1Gbps fiber. Realize it will take weeks. Toggle to "Snowball" (Sneakernet) and see the physical delivery time beat the fiber.
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### Act II: The Feeding Tax (15m)
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