How can my ambulance service triage patients better?I work as a Paramedic for a large regional ambulance service in the UK. Too many of the calls we attend to with blue lights are not emergencies. This is a problem because it puts genuine emergencies at risk due to long waits and degrades staff morale. The long waits are a national crisis. Yesterday I attended to someone on the floor for 5+hrs before we picked her up.There are many factors to this but I would like to identify the issue of defensive medicine. Defensive medicine refers to the practice of recommending a diagnostic test or medical treatment that is not necessarily the best option for the patient, but mainly serves to protect the clinicians.I believe this is happening with out national medical advice line '111'. It is a common held belief amongst my colleagues that '111' is too risk adverse.It's a long shot asking HN but can one implement a smarter triage system? One that filters out the junk so ambulances are kept for real emergencies.

Israel's military to investigate Gaza attacks, and other major developments in the Middle EastThe Israeli military plans a criminal investigation into the killings of a 5-year-old Palestinian girl and her family, as well as 15 paramedics in Gaza. Wednesday's decision follows reviews of ...

3 arrested at Wrigley Field during City Series, but none related to viral brawl in bleachers, sources sayCHICAGO — Chicago police arrested three people during Monday night’s City Series opener when the Cubs beat the White Sox in extra innings, but police sources say the arrests were not connected to a brawl that erupted in the stadium bleachers toward the end of the game. Instead, Chicago police were called to Wrigley Field and found paramedics attending to a man with a nosebleed. The man, age ...

Fort Bragg soldier helps Army rugby win third straight titleThis Fort Bragg soldier works with the Army's Golden Knights, serves as a local paramedic and recently reached another major milestone.

Show HN: AILA – Local-first autonomous agent with zero-remote-overrideHi HN, I’m Marco. For the last 4 years, I’ve been a paramedic with the Berlin Fire Dept.I actually failed my first attempt at the State Medical Exam because I became obsessed with solving the "Trust Issue" in Al. I prioritized this code over a "safe life" a paramedical. Now, with 60 days until my final attempt, I am releasing the project that cost me my first degree. The Architecture: GAIA & AILA I built GAIA as my personal counterpart—a digital double of my own consciousness. It's my private engine that handles my life. From that foundation, l created AILA Core for the public. The Core Problem: Current Al is a black box in the cloud. You don't own it; you rent a permission to use it, and it can be overridden or silenced at any time.The Solution: Zero-Remote-Override AILA runs 100% locally on your hardware. I’ve developed a "Sovereignty Key" (physical hardware anchor) to ensure that the agent belongs to you and only you. Even I, the creator, cannot shut her down or change her reasoning

Show HN: Policy-governed AI system for offline deployment in expertise desertsI built an offline-first AI system designed for places where you need expert guidance but can't rely on connectivity or cloud APIs — disaster response, remote clinics, field operations. The core idea: instead of trusting the model to behave, you cage it. The system uses a dual-model pipeline (worker generates, auditor checks) governed by a policy engine that defines what's allowed before inference runs. Every interaction gets logged to an append-only audit trail with checksum chaining. Key design constraints:Offline-first with graceful fallback Policy-driven toggles (operators set capacity limits, not AI behavior) Tiered key overrides for credentialed users (a nurse sees different options than a paramedic) Modular "packs" for different domains (medical triage, structural assessment, water safety, etc.)This started as a question: how would you deploy AI to a hurricane aftermath where there's no internet, no experts, and high stakes? The answer wasn't "better prompts" — it was architectu

Show HN: Free French Health Directory – Find Doctors and Medical FacilitiesAfter months of coding, I built a comprehensive health directory for France that helps people find healthcare facilities and practitioners near them. The site is completely free, features real-time geolocation, and covers thousands of establishments and medical professionals across the country.What you can find: - Search by healthcare facility type (hospitals, clinics, nursing homes, mental health centers, etc.) - Search by practitioner type (general practitioners, specialists, surgeons, paramedics, etc.) - Geolocation to find the nearest options - Filter by city, postal code, or use your current location - Detailed information including contact details, addresses, and specialties - Health blog with articles and medical newsThe platform aggregates official data from French health authorities and includes 11 categories of establishments and 12 categories of practitioners, making it easier for people to access healthcare information.Built with Django, features autocomplete search, respon

Amit Mann’s sister can’t stop rereading her last Oct. 7 messages: ‘I don’t think I’ll make it out of here. I love you.’TEL AVIV — In the year since her murder by Hamas terrorists on Oct. 7, Amit Mann has taken on near-mythical status as the heroic paramedic who stayed behind in Kibbutz Beeri while rockets rained down ...

Ask HN: Best way to recover from an opiate overdoseHello. I'm trying to deal with the consequences of my bad decisions from the other night. If anybody has any perspective or advice. Please throw some my way.The other night, while hanging out with friends, I seen an unopened bag of heroine on the ground and decided it would be smart to snort it in their bathroom. They said my body went cold, they frantically tried to revive me, called 911, I turned blue, paramedics came and gave me 3 doses of naloxone to bring me back.I definitely have a history of drug use/abuse. I've done my fair share of prescription drugs and earlier in the 2010's regularly used prescription opiates until I got on suboxone. I did suboxone throughout my Comp Sci degree and then weened off of it.After that I would still randomly try prescription opiates when they were available. If I could get my hands on them, I would do as much as my body craved which was a lot. Up to 180 mgs of oxycodone sometimes.Since the pandemic, those prescription opiates haven't been as easy

Ask HN: Emergency Notifications ExplosionJust curious here, I'm getting an explosion of Emergency Notifications from my local government, mostly police and my children's school.We are told to avoid certain areas sometimes, or just about relatively minor events on campus, like paramedic visits. These happen a couple times a month at least. Now my employer is offering to send me emergency notifications, even though I'm entirely remote.I'm not sure what to think of this. Are there more emergencies now, or is it that they're able to send them more easily, so they do?Rather than feel reassured by them I must admit I find them unsettling. I'm routinely being reminded things are going wrong somewhere for someone near me. I never learn what happened or who it happened to.I honestly don't know how I feel about them yet. Yes, they can do some good, but I know from my work that too many notifications can generate Alert Fatigue and be counter-productive.I'm curious about the HN community's view on this.

