Existing testbench techniques offer various benefits. However, once a testbench is initiated, it runs open-loop, generating results and then reporting them to an engineer. In turn, the engineer analyzes the results, makes some modifications to the system, and runs it again - and then repeats the process. The process runs open-loop, requires human intervention, and the iterations can span weeks, or even months.
Most verification engineers consider the "learning testbench" to be a vision of the future. However, a new advanced closed-loop testbench automation system "learns" from both the DUT and the testbench modules during simulations. By combining concepts previously associated with compiler test automation and logic design synthesis, along with some innovative recently-patented technology, Mentor Graphics augments directed testing and constrained random testing with intelligent testing - a learning-based system that actively targets desired results, rather than merely reporting them.