How good are our AI research agents at producing genuinely insightful reports? University of Science and Technology of China and Metastone Technology just released "Deep Research Bench II". This new benchmark features 132 complex research tasks across 22 fields, evaluating AI
MACHINE LEARNING
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Inverse Design Transforms Materials Discovery Process with AI
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What if materials discovery started with the spec, not the search? It can with Domino. See how inverse design changes the process. Watch the demo: https://
hubs.ly/Q04bsJR-0 -

Process Reward Agents for Steering Knowledge-Intensive Reasoning
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Process Reward Agents for Steering Knowledge-Intensive Reasoning paper: https://
huggingface.co/papers/2604.09
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Neurosymbolic AI Systems: Claude, AlphaGo, and Beyond
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Claude Code, Alphago/AlphaEvolve/AlphaProof and Google Search, code intepreter are all neurosymbolic. Amazon, and IBM have big efforts, etc. nobody has AGI of course. but some of the best stuff out there is in fact already neurosymbolic.
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FORGE: Fine-Grained Multimodal Evaluation for Manufacturing Scenarios
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FORGE
— AK (@_akhaliq) 13 avril 2026
Fine-grained Multimodal Evaluation for Manufacturing Scenarios
paper: https://t.co/JzFgB7JBKQ pic.twitter.com/RYeyOwyMxiFORGE Fine-grained Multimodal Evaluation for Manufacturing Scenarios paper: https://
huggingface.co/papers/2604.07
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Valuable unstructured data in notes and emails
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so much valuable unstructured data to be found in notes and emails
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Microsoft AI Detects Cancer From Affordable Tissue Samples
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Microsoft's AI can now detect cancer from a $10 tissue sample.
— Rowan Cheung (@rowancheung) 13 avril 2026
For context, every time tumor cells are tested, doctors create a basic microscope slide to study tissue up close.
These slides show cell shapes and structures, but they can't reveal which immune cells are actually… pic.twitter.com/DYVirCxMWyMicrosoft's AI can now detect cancer from a $10 tissue sample. For context, every time tumor cells are tested, doctors create a basic microscope slide to study tissue up close. These slides show cell shapes and structures, but they can't reveal which immune cells are actually
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AI Reduces Alert Noise in Industrial Maintenance Operations
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Old way meant maintenance teams got 200 alerts per day with no context about why the vibration spiked.
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Contextual Data Modeling Transforms Industrial Vibration Sensor Intelligence
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Traditional approach: vibration sensors dump raw data into isolated systems.
— Lucian Fogoros (@fogoros) 13 avril 2026
Modern approach: contextual data modeling creates actionable intelligence by correlating sensor data with operational states.
Partner content with @HighbyteInc. #highbyte_iiot pic.twitter.com/rXUNSp1w8ETraditional approach: vibration sensors dump raw data into isolated systems.
Modern approach: contextual data modeling creates actionable intelligence by correlating sensor data with operational states.
Partner content with @HighbyteInc
. #highbyte_iiot
