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For several well-studied triangle detection problems in the literature, the trivial enumeration algorithms are known to be optimal (up to the exponent) assuming popular fine-grained conjectures. For example, All-Edges Sparse Triangle and Sparse Monochromatic Triangle where each node has degree n^δ for some δ < 1, and the Exact Triangle where edges have arbitrary weights, all have this property under the 3SUM Conjecture. However, as there are slightly nontrivial algorithms for 3SUM, it is natural to wonder if the trivial algorithm for these tricky triangle tasks might also be improved. Applying a variety of techniques from randomized algorithms, circuit complexity, and communication complexity, we present the first improvements over the trivial algorithms for each of these problems in the Word RAM model. Moreover, our algorithms can be implemented with only polysize AC0 operations on words. Extending our techniques, we also show how to solve the notorious 4-cycle detection problem on n-node graphs in o(n²) time, in a Word-RAM model with word size w > ω(log² n). Along the way, we show how to sort n items over a universe of size 2^u using only AC0 word operations in O(n u log n)/w time.