A set of new Hardware Description Languages (HDLs) with a higher level of expres-siveness has emerged to ease the difficulty of depicting complex hardware design. How- ever, the increased compilation time also becomes a new bottleneck on the designer’s productivity and adds more burden to the already lengthy hardware EDA flow. Mean- while, these new HDLs tend to be developed with a stand-alone compiler, making an HDL compilation innovation hard to share with the compiler community. I design and implement LiveHD, a new multi-threaded, fast, and generic com- pilation framework across many HDLs (FIRRTL, Verilog, and Pyrope). Internally, a high-level generic AST-like IR, LNAST, is used to interface the front-end source lan- guages. Then LiveHD translate the LNAST-IR into a low-level LGraph IR, which sup- ports most of the compilation passes and optimizations. I propose new fully and bottom- up parallel passes to handle HDLs. The resulting compiler is able to parallelize all of the compiler steps. LiveHD can achieve 5.5x speedup scalability when elaborating a multicore RISC-V designed in the FIRRTL HDL. It also gets from 7.7x to 8.4x speedup scalability for a benchmark designed in all three HDLs. This is achieved with a fast single-threaded LiveHD baseline where it has 6x speedup compared to compilers such as Scala-FIRRTL and 8.6x against Yosys on Verilog. The highly parallelized and generic LiveHD com- pilation framework will open many exciting opportunities in the HDLs compiler and EDA research domain.