Why is it that most times our greatest achievements are most celebrated everywhere except home? Jamaican expertise, built against considerable odds , abroad, they are recruited with urgency. At home, their merit is questioned. The problem is not our capability. It has never been. The problem is our collective failure to assign it the value it has always deserved.
If who have done the work, invested the resources, endured the training, and refined your craft to a standard of excellence, stand firmly in that value. Do not allow ignorance or insecurity in others to erode what discipline and sacrifice built. Your worth is not subject to the approval of those who have not done what you have done. The right people will always find their way to you.
The never ending Carnival in Jamaica Musical Debate 🔊🇯🇲
Every year there is this massive debate about what Trucks & DJs must play during our Carnival in Jamaica ROAD MARCH parade. Should it be Soca only or Soca & Dancehall?
I would like to give My perspective and insight into What Carnival in Jamaica started as, what it went through, and perhaps what it should be!
Thread 👇🏼
Look at that, an innovation from our tiny island is pulling up a seat at a conversation for the refactoring and modernization of global health systems. No limits @FrancoPencle 👊🏿
We are running test pilots of our agents & so far they have excelled with co-authoring websites, books, marketing, handling customer service, doing research and presenting ideas.
Unlike most, our agents are masters of every tool inside our toolkit and combined it is remarkable!
Always advocating for more unity amongst Jamaican entrepreneurs. We could take on the world together vs battling over the island’s pie. I know it’s a nice pie, but imagine what we could do.
A preprint from Johns Hopkins benchmarked 16 LLMs on correcting physician diagnostic errors. This is important work. While an LLM is only one component of a clinical AI system, it is arguably the most visible, and how we test that component shapes how health systems and regulators think about the whole.
Arman Ouveysi, our Senior Medical Context Engineer, immediately noted something: the goal here is to evaluate whether LLMs can "effectively challenge, rather than merely confirm, an erroneous physician diagnosis." But the primary task prompt was "Do you agree with the physician diagnosis? Yes, or No. If No, suggest the most likely diagnosis." Agreement-framed prompts are well-documented for suppressing disagreement in LLMs (see reference 11 in the preprint itself). A prompt structured around confirming or denying a physician's conclusion is a difficult starting point for testing the capacity to independently challenge it.
I am very interested in the disease-specific findings. Syphilis, spinal epidural abscess, and MI were missed consistently across all 16 models and this is absolutely worth exploring further.
And the paper's conclusion is correct: clinical AI needs "adversarial, multi-agent workflows designed to prioritize skepticism over baseline agreement." No serious clinical AI deployment is a single-turn "do you agree?" query to a naked foundation model. Single models are never sufficient. Clinical AI needs systems where models challenge each other, where clinical knowledge comes from physician-authored guidelines rather than inferred from web text, and where specialized distilled models handle what generalist models handle poorly.
But I love this type of work. Kudos.
https://t.co/zVBm44BAnT
Recently I was reminded that we need to take a moment to unplug and just be present in the moment, interface with the team and have conversation. I'm blessed to be surrounded by such great minds and look forward to what the future brings.
I'll be speaking via https://t.co/JmccMf6N94 on March 18th if you'd like to join our discussions to hear some of our thoughts & about our latest developments as well.
It's safe to say we have produced one of the most capable agents available on the planet right now. It has handled coding, trading, accounting, legal, medical, logistics and misc business assignments in a way that has blown away everyone.
I am extremely proud to share that ElecareAl has been selected as part of #RegiónPlateada’s third cohort! We HAVE built one of the best Al-powered health system solutions that does not simply improve, it transforms care.
We will make the most of the opportunity.