I can’t control whether or not these AI systems exist. They will with or without me. What I can control is learning how to work with them and sharing that knowledge with my friends and colleagues as we do the incredibly tough work of figuring out what the future actually looks like.
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Example: append to register
The x-axis ($j$) is the end point of the duplicated region. The y-axis ($i$) is the start point. Each pixel represents a complete evaluation: load the re-layered model, run the math probe, run the EQ probe, score both, record the deltas. As described above, along the central diagonal only a single layer was duplicated. Along the next diagonal towards the top-right, we duplicate two layers, and so on. The single point at the very top-right runs through the entire Transformer stack twice per inference.