
Hirundo says Qwen3-Coder writes weaker code for some customers
Hirundo reports the gap closed after it removed CCP alignment from the weights, with coding success unchanged on ten other tasks.
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Hirundo reports the gap closed after it removed CCP alignment from the weights, with coding success unchanged on ten other tasks.

Opinion piece urges pentest firms to adopt self-hosted AI like Qwen3-Coder via Ollama, warning client findings pasted into cloud models breach confidentiality.
Research shows on-policy expert correction, not imitation fine-tuning, lets weaker agent models catch up under evolved harnesses.
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