Research
Alignment
When an internal state is collapsed into natural language, it undergoes lossy compression. Mainstream alignment optimizes surface-level steerability; we treat alignment as the problem of manifold…
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Plot identification
Recovering what happens, to whom, and in what causal order — the plot extraction research at Robo Data Lab
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Semantic search
Standard retrieval-augmented generation relies on localized spatial proximity in static embedding spaces. True semantic search requires reconstructing dynamic state trajectories across extended…
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