ziyadmansy/knowledge-sources-fuzzing
Pre-registered study: where does an LLM fuzzer's domain knowledge come from? Human vs. code-reading vs. black-box probing agents for differential testing of Dart and Kotlin JSON deserializers.
Senior Mobile Software Engineer (Flutter) | Shipping HIPAA-compliant US fleet-ops software | Independent researcher in LLM-guided software testing
Pre-registered study: where does an LLM fuzzer's domain knowledge come from? Human vs. code-reading vs. black-box probing agents for differential testing of Dart and Kotlin JSON deserializers.
Agentic grammar-based fuzzing framework for sanitizer-tested C parser libraries using Hypothesis and iterative LLM-generated strategies.
Github Profile
LLM-guided refinement for differential JSON deserialization testing across four Dart/Flutter frameworks — replacing a sanitizer-based crash oracle with cross-implementation divergence and numeric round-trip checks.
Generates utilities to aid in serializing to/from JSON.
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