SYSTEMS ARCHITECTURE / AI

LLM-Driven Compilers.

Researching new abstractions that allow for the automated generation of entire software systems from high-level architectural blueprints.

The Compiler as a Moral Agent

Traditional compilers translate code from one formal language to another. An LLM-driven compiler, however, translates *intent* into *materialized infrastructure*. This research explores the boundary where natural language specifications meet deterministic execution, allowing for the creation of software that is both highly flexible and architecturally sound.

Core Research Tracks

  • Recursive Synthesis: Developing loops where the compiler validates and repairs its own generated abstractions against a set of "Sovereign Rules."
  • Architectural Dredging: Using LLMs to extract structural requirements from sparse, high-entropy documentation and conceptual blueprints.
  • Deterministic Mapping: Ensuring that the probabilistic nature of LLMs is constrained by formal verification methods to produce reliable, production-grade output.

Impact

The goal is to reduce the "Materialization Gap"—the time between the conception of a system and its deployment—by orders of magnitude, effectively making the "Scientific Engineer" a force-multiplier for entire industries.