JEGJonas El Gammal
Beyond the research portfolio

Projects

Experiments in systems, software and machine intelligence that sit adjacent to my core cosmology work.

Active experiment

Graphsmith

An AI-native planning and execution system built around typed graph programs.

Graphsmith planning, compilation and execution pipeline

Language models are good at semantic intent but unreliable at emitting large executable structures directly. Graphsmith separates these jobs: a model proposes a typed intermediate plan, while deterministic machinery compiles, validates, repairs, executes and traces the graph.

Current direction

The project explores guarded execution, loop lowering, local repair, reusable skills, trace-derived promotion signals, and trust-aware remote reuse. Its central bet is that inspectable graph structure gives models—and people—a better substrate for understanding and repairing programs than opaque one-shot generation.

View Graphsmith on GitHub