There’s now a need for a new path forward that allows developers to speed up their applications with fewer barriers, which will ensure faster time to innovation without being locked into any particular vendor. The answer is a new kind of accelerator architecture that embraces a “bring-your-own-code” (BYOC) approach. Rather than forcing developers to rewrite code for specialized hardware, accelerators that embrace BYOC would enable existing code to run unmodified. The focus should be on accelerators where the underlying technology adapts to each application without new languages or significant code changes. This approach offers several key advantages: Elimination of Porting Overhead: Developers can focus on maximizing results rather than wrestling with hardware-specific adjustments. Software Portability: As performance accelerates, applications retain their portability and avoid vendor lock-in and proprietary domain-specific languages. Self-Optimizing Intelligence: Advanced accelerator designs can continually analyze runtime behavior and automatically tune performance as the application executes to eliminate guesswork and manual optimizations. These advantages translate directly into faster results, reduced overhead, and significant cost savings. Finally liberated from extensive code adaptation and reliance on specialized HPC experts, organizations can accelerate R&D pipelines and gain insights sooner. The BYOC approach eliminates the false trade-off between performance gains and code stability, which has hampered HPC adoption. By removing these artificial boundaries, BYOC opens the door to a future where computational power accelerates scientific progress. A BYOC-centered ecosystem democratizes access to computational performance without compromise. It will enable domain experts across disciplines to harness the full potential of modern computing infrastructure at the speed of science, not at the speed of code adaptation.