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- Coding agents reproduce selected functions of biological AI tools
The UK AI Security Institute reports that its ReproBAIT evaluation enabled Claude Opus 5, GPT-5.6 Sol, Kimi K3 and Qwen3.8-2.4T to reproduce selected functions of three biological AI tools; the simplest tools were reproduced within four hours and under $20 in compute. Claude Opus 5 reached 96.5% reproduction fidelity on ProteinMPNN, while no agent fully reproduced the most complex target, RFdiffusion3. AISI says the results are not a full reproduction and presents evidence of memorization as a directional signal rather than proof.
UK AI Security Institute · 🔥 0
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