In science, AI still does a poor job at finding interesting questions to solve in fields that don't have lists of known issues This has always been the hardest thing to teach PhDs: otherwise you find small problems or problems that don't advance the field or don't generalize etc
RESEARCH
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Prompt: Pain Point Mining for AI/Niche Tools
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Prompt 2: "The Pain Point Miner" "Based on the [NICHE] projects you just found, I need
you to do deep research on the complaints and unmet
needs people are expressing around these tools and
this space in general. Search Reddit threads, X posts, Product Hunt comment
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Build Trend Scanner: Research Recent AI Products
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Prompt 1: "The Build Trend Scanner" "I'm interested in [YOUR NICHE, e.g. productivity tools,
developer tools, AI wrappers, personal finance]. Do deep research on what solo developers and indie
builders have shipped in this space in the last 90 days. Search Product Hunt -

AI Agent Architecture: Three-Layer Pattern Across Models
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Harness engineering finally got its 100-page academic survey paper from UIUC, Meta, and Stanford. Claude Code, Codex, and SWE-agent share the same 3-layer architecture under the hood: Interface · Mechanisms · Scaling Which layer is yours missing?
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Qwen 3.7 Max achieves 10x speedup in autonomous 35-hour run
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Alibaba released Qwen 3.7 max. Benchmarks incredible. Their new model ran autonomously for 35 hours, made 1,158 tool calls, and achieved a 10x speedup – on a single attention kernel. This isn't "AI improving itself across the board." It's a model grinding through
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Conversational AI Interfaces for Biological Research
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The next interface to biology may not be a dashboard.
It may be a conversation. I just read a new preprint by Yanbo Zhang and Michael Levin that feels like it belongs in the “this may open an entirely new category” folder. The paper is called: “Language Game: Talking to -

Paper: Conversational Interfaces as a New Biology Interface
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The next interface to biology may not be a dashboard.
It may be a conversation. I just read a new preprint by Yanbo Zhang and Michael Levin that feels like it belongs in the “this may open an entirely new category” folder. The paper is called: “Language Game: Talking to -
Fields Medal awarded to OpenAI GPT5.5
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Fields Medal for @OpenAI GPT5.5 🔜 https://t.co/f0sMD9nNEv
— Nando de Freitas (@NandoDF) 21 mai 2026Fields Medal for @OpenAI GPT5.5
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Addressing the replication crisis in biomedical machine learning research
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Biomedical AI may be headed for a replication crisis. (This work below is not about AI-generated reports; it’s about studies of biomedicine that use ML in their methods, and how they are evaluted.)
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Top AI Stories: OpenAI Math Breakthrough, Google Co-Scientist, Tools
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Top stories in AI today: – OpenAI cracks an 80-year math belief
– Google's AI Co-Scientist heads to labs
– Audit Claude’s context of you and your work
– Emergence’s five-town AI alignment showdown
– 4 new AI tools, community workflows, and more