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Kraken: LLM-based Speech-to-Speech Translation via Low-bitrate VQ and Dual-path Source Conditioning
Kraken speech-to-speech translation model builds on Qwen3-8B with low-bitrate vector quantization and source-conditioned vocoding.
Kraken augments a pre-trained Qwen3-8B LLM with speech feature inputs and low-bitrate single-layer vector-quantized tokens trained to reconstruct SSL features. A separate token-to-waveform decoder, Autowave-X, is conditioned on source speech to improve non-linguistic transfer. Training used 150k hours of multilingual and multitask speech data. The model reportedly beats SeamlessM4T-Large v2 and Qwen2.5-Omni in translation quality and speaker/prosody transfer.
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⚡ Weekly Recap: Fortinet Exploited, China's AI Hacks, PhaaS Empire Falls & More
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Cybersecurity jobs available right now: December 16, 2025
Help Net Security rounds up open cybersecurity jobs at Grant Thornton, Central Bank of Ireland, Ford, Kraken, Docebo and others across multiple countries.
This is a job listing roundup covering cybersecurity openings at organizations including Grant Thornton, the Central Bank of Ireland, Ford Motor Company, Global Medical Response, banglalink, Mindrift, Kraken, PFH Technology Group, Kiwibank, Mazrui International, Docebo and Alpitronic. Roles span SOC operations, GRC, endpoint security, FedRAMP compliance, threat intelligence and privacy leadership across the USA, Ireland, India, Bangladesh, France, UAE, Canada and other locations. All listings were marked as no longer accepting applications at publication time.
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Cybercrooks trawl Fishbrain to net password hashes
Fishing app Fishbrain disclosed a breach exposing names, emails, and password hashes with salts for users of its 20-million-member platform.
Fishbrain AB disclosed to the California Attorney General's Office that attackers accessed user data on August 19, 2026, taking names, dates of birth, email addresses, phone numbers, usernames, country information, password hashes, and salts. The company said passwords were not stored in plaintext but some hashes may be susceptible to cracking; it patched the exploited vulnerability, reset all user passwords, and restricted access to the affected environment. Fishbrain, which claims more than 20 million users, did not disclose how many accounts were affected or which hashing algorithm was used.
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