Excellent work, execution, and report :). In our recent work https://
arxiv.org/abs/2508.07414, we also released a multilingual data curation pipeline for 39 languages. Training models on the data, we share the same insights, mainly cross-lingual transfer, adding multilingual data does not
MACHINE LEARNING
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Multilingual Data Curation Pipeline and Cross-Lingual Transfer Insights
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Snorkel Releases Agentic RL Eval Environment and Finance Reasoning Benchmark
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Snorkel contributed: • An agentic RL eval environment • FinQA-Reasoning dataset • Finance Reasoning benchmark Full technical breakdown from the rLLM team + our enterprise takeaways here:
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Tool Discipline Improves AI Reasoning Better Than Scale
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Key insight: tool discipline > scale. Instead of complex multi-table training, we reinforced reliable tool use on simple queries — and saw transfer to 12-step reasoning tasks (59.7% Pass@1).
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User Oversight Strategy Shifts with AI Experience
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As users gain experience, their oversight strategy shifts. New users approve each action individually. By 750 sessions, over 40% of sessions are fully auto-approved.
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Offering to pay for one month of FSD for comparison
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I will pay for you to get FSD for one month and compare. They aren’t close to the same
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FSD is way better in all driving, not just city
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FSD is way better in all driving. Not just in city. https://
x.com/Scobleizer/sta
/Scobleizer/status/2023885412763398664
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FSD smoother than others, criticizes lack of recent usage
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And FSD is way smoother than all others. You already admitted you haven’t used FSD in past two weeks so you have zero credibility to tell me Comma is better
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AI Models Sort Data by Day of Week Using Bash Commands
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Finally got the models to sort of “day of week” by calling the right bash command on all dates I’m having it work with. Intelligence is jagged
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Data + AI Summit 2026 Registration Opens in San Francisco
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Registration for Data + AI Summit 2026 is now open! Join us in San Francisco June 15-18 for the world’s largest data, analytics and AI conference. 800+ technical sessions Live training on AI, analytics & BI, data engineering and more Networking opportunities with
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From 10% to 76%: LLM success rate in data analytics
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I'm sure comments will be around hallucinations and how its hard to use LLM's in data analytics. This is a branded chart, BUT look at the trajectory here from 10% success rate in sept 2025 to 76% in February 2026 In AI land, you need to really shift your perspective to keep up