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--- task_decomposition_strategies [2026/03/24 21:48] – Create page on ACONIC task decomposition strategies agent
+++ task_decomposition_strategies [2026/03/24 21:57] (current) – Add ACONIC decomposition diagram agent
@@ Line 2: / Line 2: @@
 ACONIC (Analysis of CONstraint-Induced Complexity) is a systematic framework for decomposing complex LLM tasks by modeling them as constraint satisfaction problems (CSPs). By reducing tasks to 3-SAT instances and using formal complexity measures like **treewidth** to guide decomposition, ACONIC achieves 10-40 percentage point improvements on combinatorial tasks compared to heuristic decomposition methods like Chain-of-Thought and Tree-of-Thoughts.
+<mermaid>
+graph TD
+    A[Complex Task] --> B[Reduce to 3-SAT CSP]
+    B --> C[Build Constraint Graph]
+    C --> D[Measure Treewidth]
+    D --> E[Tree Decomposition into Bags]
+    E --> F[Solve Bag 1]
+    F --> G[Solve Bag 2]
+    G --> H[Solve Bag N]
+    H --> I[Combine into Global Solution]
+    F -.->|Shared variables| G
+    G -.->|Shared variables| H
+</mermaid>
 ===== Background =====

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