Meta releases an AI tool aimed at automating large-scale coding tasks

In July 2026, Meta entered the AI development tools market with Muse Spark 1.1, an agent that takes on sizable technical tasks: fixing bugs in existing code and migrating large parts of a system to new technologies. Unlike typical AI code-completion suggestions, this is a tool capable of carrying a task through to completion largely on its own, with minimal developer oversight. For businesses in Kazakhstan, which rarely have large in-house engineering teams, tools like this matter less as a reason to shrink a team and more as a way to work through accumulated technical debt — updating outdated parts of internal systems, refining integrations, fixing bugs in existing services — without hiring extra people for one-off tasks. If a company works with a development contractor or maintains a small in-house IT team, it's worth asking whether the contractor uses agentic tools like this one — it can directly affect timelines and cost. One caveat: before handing code and data to such tools, it's worth checking where and how the information is processed, especially if the system touches a company's internal databases.