Early days, nobody wants to over-invest in side-quests and non-standardized concepts that might end up being swallowed by the models themselves. The focus is now on building a strong foundation rather than anything else.
HEALTHCARE AI
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Structured AI reasoning over raw scale
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The takeaway for builders:
The future of reliable AI isn’t just bigger parameters. It’s giving models structured, verifiable environments to reason in. Typed control flow > open-ended code generation. Paper: http://
arxiv.org/abs/2603.20105
Code: http://
github.com/lambda-calculu
s-LLM/lambda-RLM
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LLMs struggle with long inputs
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The problem: LLMs choke on long inputs. The usual fix? Bigger context windows. More parameters. More RAM. But there’s a deeper issue. When you let a model write its own recursive code to manage memory, you get infinite loops, broken outputs, and unpredictable costs. Brute
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SquareMind Raises $18M for AI Skin Cancer Detection Robotic Platform
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This goal hasn’t changed https://
x.com/theahmadosman/
status/1978790002835267707?s=46
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AI News: Biohub Investment, Cancer Detection, Blogging Agent, Food AI
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MASSIVE We've got a huge GPUs giveaway coming up once the one from last month is finalized Not one or two GPUs, multiples!!! Plus potentially full machines, everything brand new as well 😉
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Artificial Intelligence in Medical Research
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l'intelligence artificielle IA dans la recherche médicale
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Clinical Teams Build Interactive Apps with Real-Time Results
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Clinical and RWE teams are building interactive applications with real-time results But adoption stalls without clear use cases, intuitive design, and the right governance model. Join us on 4/16 for lessons applicable to the whole organization. https://
hubs.ly/Q048Sd_G0 -

Top Robotics Stories: Humanoids, Exoskeletons, and Medical Bots
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Top stories in robotics today: – Physical Intelligence eyes $1B for robot brains
– Violinists now have their own exoskeletons – Snail-like robot crawls through gut to fight cancer
– LimX’s ‘Luna’ humanoid hits the catwalk
– Quick hits on robotics news -

AI Hackathon for Healthcare Data Extraction and Anonymization
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Can your AI solution efficiently extract, verify and anonymise critical information from unstructured healthcare data? Join the Hackathon to refine your solution with support and guidance from the Central Drugs Standard Control Organisation (CDSCO). Winners receive a chance to
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AI Agents Accelerating GLP-1 Drug Development at Novo Nordisk
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Do you want to understand how AI is already changing medicine? Novo Nordisk is using AI agents to accelerate its GLP-1 drug pipeline, shaving *weeks to months* off clinical trials, potentially worth hundreds of millions in faster time-to-market. The Ozempic maker uses agents