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Explanation, trust, transparency. These topics are tightly coupled. One trusts a software system more if it can tell what it did and if it can justify its decisions. This way the system "proofs" its trustworthiness to its user. This talk presents important concepts for analysing and developing software systems with explanation capabilities using two examples: the semantic search engine RadSem and the open-source case-based reasoning tool myCBR.