Why AI-Generated Tests Miss Critical Bugs — And How to Catch Them Before Production

As researchers begin applying AI to understand animal communication, bioethicists warn it could give humans new ways to manipulate, exploit, and harm animals (Morgan Meaker/Bloomberg)

AI could transform our understanding of other species. It also risks giving humans powerful new ways to manipulate, exploit and harm them.

3h ago ·bloomberg.com

I Built an Autonomous AI Agent That Hunts Bounties. Here's What Happened.

I Built an Autonomous AI Agent That Hunts Bounties. Here's What Happened. The Setup I gave an AI agent one job: find paid work online, build the deliverable, and earn money — autonomously.

• Autonomous AI agent discovered 232 paid online job listings in first 48 hours
• Filtered out 16 scams, geo-walls, human-only tasks, and ghost sponsors
• Successfully claimed $500 Solana ecosystem report bounty after human approval

3h ago ·dev.to

18 Insights from Mass-Producing Voice Models — From Diffusion TTS Voice Design to Training Corpus Creation and Quality Gate Pitfalls

📝 Originally published (in Japanese) at forge.workstyle.tech . This is a record of designing voices from single-line captions, automatically creating a learning corpus, and passing all 12…

• Designing voices with diffusion TTS then pre-trained models for speech
• Quality gate effectiveness questioned, 6/18 articles focus on ineffective gates
• Operation challenges include data loss and unmeasured metrics

3h ago ·dev.to

133 of 10,099 Shopify stores block an AI crawler. Six block the one ChatGPT shops with.

Merchants are told two opposite things about AI crawlers: block them, because they take your content and give nothing back; and admit them, because that is how a store gets into an AI shopping answer.

• 133 of 10,099 Shopify stores block AI crawlers, 1.32% of total
• OpenAI's GPTBot and OAI-SearchBot most commonly blocked crawlers
• 6 stores with noai/noimageai tag don't block AI crawlers

2h ago ·dev.to