An exposition of the research questions behind 5uGUE

We study five experimental axes, each addressing a key research question:

• (VII-A) Capability Ablation: Evaluates progressive agent capabilities (V1 base agent, V2 +GitHub-aware fetch, V3 +batched execution).
• (VII-B) Device Generalisation: Evaluates 5uGUE across five targets spanning two chipset vendors (MediaTek and UNISOC).
• (VII-C) Protocol Adaptability: Demonstrates extension beyond 5G to Bluetooth Classic on the ESP32 target.
• (VII-D) Knowledge-Restricted Seeding: Evaluates bootstrapping exploration without target-specific seed packets (V3-filtered).
• (VII-E) LLM Comparison: Benchmarks performance across six underlying frontier LLMs.

Within each research question, specific experimental variables change while all baseline conditions are held fixed. Each experiment is repeated five times under identical configurations to account for stochastic variability introduced by LLM outputs and fuzzing processes. Click any experiment to expand its five individual runs, then click a run to inspect its turn-by-turn timeline, every test generated (with exploit code), and triggered crash signatures.