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RuleChef: Making AI Rules Editable by Humans
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RuleChef: Making AI Rules Editable by Humans

Researchers introduced RuleChef, a system that uses LLMs to generate executable rules for NLP tasks like text classification, NER, and relation extraction. Rules are created from task descriptions and labeled examples, then iteratively improved via human feedback or additional examples. The system can also bootstrap rules from any existing model's input-output pairs.

via ArXiv cs.CL#AI#Research#NLP
New AI Research Could Fix Enterprise Software's Biggest Frustration
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New AI Research Could Fix Enterprise Software's Biggest Frustration

Researchers developed a proof-of-concept showing how a new AI training method called Reinforcement Learning with Verifiable Rewards (RLVR) could make enterprise software tools work more reliably by training AI directly in the target environment instead of just predicting the next word. This could mean fewer silent errors and smoother workflows in business applications like Jira and Confluence.

How an AI-Native Agency Scaled to $1.5M ARR in 6 Months
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How an AI-Native Agency Scaled to $1.5M ARR in 6 Months

GrowthSpree, a B2B marketing agency, rebuilt itself as an AI-native firm and hit $1.5M in annual recurring revenue in just six months. Their approach involved integrating AI deeply into their operations, not just as a tool. This strategy proved highly successful, demonstrating the power of AI in modern business.

via Hacker News AI#AI#Marketing#Business