closeup photo of computer code screengrab

For decades, treating a compiled binary like a black box has been the industry standard. If you wanted to know what a program actually does without the source code, you had to dive into the grueling world of reverse engineering—disassemblers, debuggers, and a lot of caffeine. But a provocative new concept is emerging: what if we could simply query an executable like a database?

Binaries as Data Sources

Traditionally, 'queryable' refers to data structures—think SQL tables or LINQ expression trees in .NET. However, recent explorations, such as those by Farid Zakaria, propose a radical shift. Instead of treating a binary as a static set of instructions to be executed, the idea is to treat the executable itself as a data source.

Imagine an executable that doesn't just run, but can answer questions about its own metadata or behavior. In Zakaria's experimental selfdb project, the line between code and data blurs, suggesting a future where interacting with a program could be as simple as running a query against it.

Cursor AI 50 percent off banner

Beyond the Black Box

Why does this matter? Full-scale reverse engineering is slow and expensive. If binaries were natively queryable, security researchers could identify vulnerabilities faster, and AI agents could interact with software systems more intelligently. Rather than guessing how a function behaves by tracing assembly code, a developer or an automated tool could potentially 'ask' the binary for specific behavioral attributes.

While still in the 'half-baked' experimental phase, the shift toward making software self-describing could fundamentally change how we audit and integrate compiled code.

Sources

Media