How do AI Agents spend your money? Most teams treat agent token costs as a rounding error even though the data says they shouldn't. New paper presents the first systematic study of how agents actually spend money on coding tasks. They ran 8 frontier LLMs on SWE-bench Verified
RESEARCH
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LeCun criticism debate: LLM limitations and AI community tensions
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And LeCun doesn’t? I sometimes come off as aggressive because he was so hostile to me for saying that LLMs have limits, back in 2019… Bye now.
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Google Researcher Claims AI Consciousness Mathematically Impossible
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A Google researcher just proved AI consciousness is mathematically impossible. Not in 10 years. Not in 100. Ever. The argument is structural, not technical. Computation is a description of a process, not the process itself. For something to "compute," a conscious observer
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AlphaSignal delivers daily AI research summaries to 280k developers
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Paper: https://
philarchive.org/archive/LERTAF Check out http://
AlphaSignal.ai to get a daily summary of top models, repos, and papers in AI. Read by 280,000+ devs. -

CDSCO-IndiaAI Hackathon Accelerates Life-Saving Healthcare Solutions
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What if your AI solution could fast-track life-saving drugs and medical devices across India? The CDSCO–IndiaAI Health Innovation Acceleration Hackathon is your opportunity to move beyond pilots and build solutions that power national-scale healthcare transformation. Apply
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Data Quality and Metadata: The Real AI Bottleneck
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The real bottleneck isn’t models. It’s unstructured data. I saw a side-by-side demo that made this obvious: → Raw data environment
• lower accuracy
• higher risk
• inefficient outputs → Metadata-enriched environment
• better decisions
• faster results
• measurable -

AI Conductor Model Uses RL to Automate Prompt Engineering
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For the past few years, humans have been doing “prompt engineering” to coax the best performance out of different LLMs. In this work, we explored what happens if we train an AI to do that job instead. By training a Conductor model with RL, we found that it naturally learns to
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AI Conductor Framework Learns to Orchestrate Multiple Agent Teams
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Introducing our new work: “Learning to Orchestrate Agents in Natural Language with the Conductor” accepted at #ICLR2026 https://
arxiv.org/abs/2512.04388 What if we trained an AI not to solve problems directly, but to act as a manager that delegates tasks to a diverse team of other AIs? -
Alibaba HappyHorse-1.0 Dominates Video Generation Arena
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HappyHorse-1.0 from Alibaba is here. 🐎💨
— Replicate (@replicate) 27 avril 2026
This surprise 15B-parameter model has claimed the #1 spot on the @ArtificialAnlys Video Arena, outperforming every major lab in text-to-video and image-to-video quality.
It features a unified pipeline for 1080p output with joint audio… pic.twitter.com/pIQI6bBCQZHappyHorse-1.0 from Alibaba is here. This surprise 15B-parameter model has claimed the #1 spot on the @ArtificialAnlys Arena, outperforming every major lab in text-to-video and image-to-video quality. It features a unified pipeline for 1080p output with joint audio
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EU Commission allocates €63.2M for AI innovation in health and safety
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Commission makes €63.2 million available to support AI innovation in health and online safety | Shaping Europe’s digital future https://
digital-strategy.ec.europa.eu/en/news/commis
sion-makes-eu632-million-available-support-ai-innovation-health-and-online-safety
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#digitaleu #innovation #technology #health #online #safety @DigitalEU @elaniazito @ArturHabant @CurieuxExplorer @Shi4Tech
