Snorkel contributed: • An agentic RL eval environment • FinQA-Reasoning dataset • Finance Reasoning benchmark Full technical breakdown from the rLLM team + our enterprise takeaways here:
GENERATIVE AI
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4B Model Outperforms 235B on Financial Reasoning Tasks
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A 4B model > 235B on financial reasoning. We partnered with @rllm_project to fine-tune Qwen3-4B-Instruct-2507 — and it outperformed Qwen3-235B-A22B on expert-curated financial benchmarks.
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Claude Code Enhances AI Safety Through Uncertainty Recognition
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Claude Code also encourages oversight by stopping to ask questions. On complex tasks, Claude Code pauses for clarification more than twice as often as humans interrupt it. Training models to recognize uncertainty is an important, under-appreciated safety property.
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User Experience Shift: Interruptions Increase With Claude Code Experience
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But interruptions also increase with experience. New users interrupt Claude Code in 5% of turns, compared to 9% for more experienced users. This suggests a shift from approving each action to delegating and interrupting when needed.
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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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Claude Code Autonomy Growing: 99.9th Percentile Turns Double
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Most Claude Code turns are short (median ~45 seconds). But the longest turns show where autonomy is heading. In three months, the 99.9th percentile turn duration nearly doubled, from under 25 minutes to over 45 minutes. This growth is smooth across model releases.
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AI Productivity Gains Double US Economic Growth in 2025
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For a long time, we saw "AI everywhere but in the productivity data". In 2025, my estimate (based on employment and GDP numbers) is that US productivity growth will be about 2.7% for 2025, roughly double the average for the prior 10 years. It's volatile, but in the right
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Using Gemini to Optimize CVs for Job Applications
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MON AMI A ENVOYÉ 52 CANDIDATURES. ZÉRO RÉPONSE. ZÉRO ENTRETIEN. Puis j'ai uploadé son CV sur GEMINI et il a reçu 11 réponses en 9 jours. Voici les 7 prompts que j'ai utilisés : [ Ajoutez en signet pour ne pas perdre ! ]
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Using Gemini to Optimize Resumes for Job Applications
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MON AMI A ENVOYÉ 52 CANDIDATURES. ZÉRO RÉPONSE. ZÉRO ENTRETIEN. Puis j'ai uploadé son CV sur GEMINI et il a reçu 11 réponses en 9 jours. Voici les 7 prompts que j'ai utilisés : [ Ajoutez en signet pour ne pas perdre ! ]