Abhinav Agarwal

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Code Generation & Program Synthesis (1)Eval Frameworks & Benchmarks (1)Red-Teaming & Adversarial Robustness (1)

Papers (1)

Apr 21, 2026

Abhinav AgarwalApr 21, 2026

Refute-or-Promote: An Adversarial Stage-Gated Multi-Agent Review Methodology for High-Precision LLM-Assisted Defect Discovery

LLMs are great at finding potential bugs, but terrible at telling real ones from hallucinations – this new pipeline filters out 80% of the noise, leading to multiple real-world security and compliance fixes.

Abhinav Agarwal

Code Generation & Program Synthesis Eval Frameworks & Benchmarks Red-Teaming & Adversarial Robustness

Abhinav Agarwal

Research focus

Papers (1)

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Abhinav Agarwal

Research focus

Papers (1)