Named after the hundred-eyed watchman of Greek myth, Argus watches the education landscape: spotting new opportunities, pressure-testing the ventures we're building, and tracing every read back to the real-world signals behind it.
The evidence library: the raw signals the pipeline is watching across the education ecosystem. Every idea is built from these.
arXiv:2607.00641v1 Announce Type: new Abstract: Advances in generative AI are rapidly increasing the quality and commercial value of generated music, and this progress depends on large catalogs of creators' recordings. This raises a central question for platform design: how should creators be compensated when their work is used to train generative AI models that in turn produce commercial outputs? We develop a framework for fairly compensating creators in generative-music markets, where each creator's payment depends on a data-attribution score estimating their contribution to model outputs. Compared to past compensation frameworks, our framework has two unique considerations: (1) attribution is traced to entire creator catalogs, not individual songs, and (2) the informativeness (signal-to-noise ratio) of the attribution score is an input to the payment mechanism. The framework yields a closed-form payment rule per creator and measures the welfare cost of inaccurate attribution for bot
arXiv:2607.00437v1 Announce Type: new Abstract: In the current era of great-power competition and the diffusion of emerging disruptive technologies on the battlefield, NATO's approach to coordinating the development, adoption, and standardization of new technologies is changing from its practices during the Cold War, but the nature of these technologies poses additional challenges for the alliance.
arXiv:2607.00140v1 Announce Type: new Abstract: As computing education expands beyond traditional programming into operational domains such as systems administration and command-line environments, existing pedagogical frameworks struggle to capture a dimension that is critical in these contexts: the real-world consequences of learner actions. Existing cognitive taxonomies classify learning objectives by mental operations but do not account for system impact, leaving a critical gap in command-line education where conceptually simple commands can have severe consequences. This work presents CogTax, a four-level cognitive taxonomy that integrates two dimensions: cognitive complexity, derived from Bloom's Revised Taxonomy, and operational impact, which distinguishes observational, reversible, structural, and administrative operations. The four progressive levels range from safe read-only inspection to advanced system management requiring integration of multiple abstract models. Then, the t
arXiv:2607.00120v1 Announce Type: new Abstract: Emotional bonds between humans and AI companions are growing, and the question of whether a person may marry an AI system will soon move from speculative fiction into law. This chapter examines whether the autonomy-centered logic that has expanded marital choice among human beings can justify extending marital status to superintelligent companions. Following a scenario-envisioning exercise informed by anticipatory ethics, I argue that granting such status leads to socially unjust outcomes, even under the generous assumption of reliable superintelligence. Marriage as a socio-legal institution does more than ratify private agreement; it creates networks of mutual obligation, joins families, and makes each partner vulnerable to the other. A relationship sustained by corporate policy and continued payments is a subscription rather than a bond tested by time. Discussing wholesale marital status is therefore the wrong frame. Law should carve ou
arXiv:2607.00019v1 Announce Type: new Abstract: This paper offers a call to action. We urge our colleagues in the research community to play a greater role in the articulation of our findings to the public. To illustrate the stakes we present a case study on the initial stages of an LLM-based machine translation application's deployment in a real-world context: a text-2-911 system advertising capabilities in 55 languages for use in emergencies in which it may be difficult to call operators directly. We identify a number of common misconceptions about technologies such as these, concluding with a set of concrete recommendations and best practices for stakeholders at every stage of the development and deployment pipeline. While the advancement of scientific research often lies in solving the "hard" problems, we argue it is often the "easy" ones -- problems for which the latest technology is often unnecessary -- that are most overlooked.
arXiv:2607.00018v1 Announce Type: new Abstract: Media coverage of armed conflict is deeply asymmetric: we document a 224$\times$ gap between the most and least covered conflict zones in English-language media across 22 countries (2020--2026). We evaluate zero-shot conflict escalation forecasting across all 22 countries on a 660-case held-out test set, comparing Llama-3.3-70B and GPT-4o against three structured baselines. The central finding is not a performance gradient but a qualitative failure: LLMs do not forecast conflict -- they categorize it. Llama predicts escalation on every under-covered case, matching the trivial Always-YES baseline to three decimals; GPT-4o predicts NO on every over-covered case, missing all five actual escalation events. A logistic regression using only eleven observation-window features with \emph{no country information} achieves F1~=~0.402, outperforming both LLMs in every measurable tier. This failure cannot be resolved at inference time: adding structur
arXiv:2607.00015v1 Announce Type: new Abstract: To improve residents' well-being in Australia's urban areas, governments have introduced policy reforms such as SEPP65, BADS, and SPP7.3 to enhance apartment design quality. These regulations require precise geometric and spatial analysis to evaluate health-related features, including daylight access, natural ventilation, privacy, and space efficiency. However, compliance checking remains challenging due to its manual, time-intensive nature. Additionally, evolving policies limit scalability for large-scale assessments across thousands of apartments. Existing automated floor plan analysis methods are fragmented and typically focus on single apartments, lacking a unified framework for multi-unit compliance checking. This article explores current advancements in automated floor plan analysis, particularly AI-driven approaches, and highlights key challenges in their practical adoption. To address these gaps, a conceptual framework is proposed
Hi HN. My name is Jurgen. I'm the Co-Founder and CTO of amy.app About one year ago we couldn't secure any more funding and had to shut down the company after 7 years. During that time, our content team generated about 25000 math exercises. Each exercise has a step by step solution. Furthermore for each step it includes pedagogically valuable mistakes students might make. Given that content is pedagogically sound and human curated it might be useful to someone. It could be used for things like AI training (after all it resembles a chat) or for creating individual math exercise to print them on paper. If anyone has some pointers I would love to hear them - Here is a content explorer: https://curriculum.amy.app/ToM (this does not includes the mistakes part) - That's the landing page: https://www.amy.app (you can try it by click the demo button) - This is an SAT specific version: https://sat.amy.app Please find my contacts in my HN profile. Thanks again! Comments URL: https://news.ycombina
When Senator Bill Cassidy recently questioned whether K–12 systems are adequately preparing students for college-level math, he touched a nerve in the national conversation.
QUALITY OVER QUANTITY: A re-examination of digital tools was already underway in districts, as part of curriculum reviews and budget trimming after ...
Article URL: https://www.niskanencenter.org/the-case-for-shortening-medical-education/ Comments URL: https://news.ycombinator.com/item?id=32679435 Points: 2 # Comments: 2
As K-12 schools prepare for 2026, edtech and innovation are no longer driven by novelty--it’s driven by necessity. District leaders are navigating tighter budgets, shifting enrollment, rising cybersecurity threats, and an urgent demand for more personalized, future-ready learning.
Article URL: https://medicustech.blogspot.com/2018/01/benefits-of-3d-animation-in-medical.html Comments URL: https://news.ycombinator.com/item?id=16279725 Points: 2 # Comments: 0
Article URL: https://restofworld.org/2026/edtech-funding-collapse-k12-startups-ai-workforce/ Comments URL: https://news.ycombinator.com/item?id=49500207 Points: 3 # Comments: 0
OKLAHOMA CITY — Confidential student records are sitting in a vacated building nearly eight weeks after a charter school permanently closed its doors, officials from the state and the school said, though both sides disagree on who is at fault. Proud To Partner Leadership Academy, known as PTPLA, ceased operations on July 1 after the […]
A new report found that while more than 90% of health systems have deployed third-party AI tools, less than half have the infrastructure to properly test and validate them before they become embedded in patient care. The post Hospitals Are All In on AI, but Testing and Oversight Haven’t Caught Up appeared first on MedCity News .
Biohaven is outlicensing to SK Biopharmaceuticals global rights to opakalim, a Kv7-targeting small molecule in pivotal clinical testing for epilepsy. Biohaven gets non-dilutive financing for its pipeline while SK Bio gains another asset to potentially commercialize in the U.S. The post SK Bio Broadens U.S. Prospects, Licensing Late-Stage Epilepsy Drug From Biohaven appeared first on MedCity News .
When the healthcare system defaults to uncertainty, people delay care because it feels safer for their wallets. In some cases, people wait too long, leaving an ER visit as the path of least resistance. The post The Missing Piece in Lowering the Cost of Care: Predictability appeared first on MedCity News .
Too often, public debate rewards simple answers to complicated problems. The most visible ideas can easily be mistaken for the most effective ones, but appearance isn’t the same as progress. Youth mental health is no exception. As parents and former elected officials, we know there is no silver bullet to solve the mental health challenges […]
Image: NJ.com This tracker is the live front end of a larger Nurse.org project we're calling Nurse Strike Intelligence. Nurse walkouts are rising fast, but the reporting on them is…
Image: NJ.com This tracker is the live front end of a larger Nurse.org project we're calling Nurse Strike Intelligence. Nurse walkouts are rising fast, but the reporting on them is…
The fate of Gov. Gavin Newsom’s proposal to shift control of the California Department of Education from the state superintendent of public instruction to a new education commissioner answering to future governors and the State Board of Education will become clearer within the next week. Supporters and opponents disagree not only on the merits of […]
The idea that there's a connection between federal student loans and what colleges charge dates back almost four decades. But it's unclear that link can lead to lower costs.
This spring, an estimated 3.9 million high school students — one of the largest classes in American history — graduated into a world their education never fully prepared them for. They are, in many ways, the first graduating class of the artificial intelligence era, launching into adulthood at a moment when the world around them […]
The education nonprofit drops its combined acronym for a unified brand.
Crystalys’s dotinurad is currently in pivotal testing for gout, a prevalent inflammatory disorder with few treatment options. The drug has the same mechanism of action as a molecule that Sobi added to its pipeline through a $950 million acquisition. The post Crystalys Therapeutics Tacks On $130M for Pivotal Tests of Gout Drug appeared first on MedCity News .
For decades, ADHD was viewed as a childhood condition that mostly affected boys. Researchers now know ADHD manifests differently in girls, but many still go undiagnosed until adulthood.
Head Start, the federal program providing free early education for low-income children, has benefited from strong bipartisan support since its 1965 inception, withstanding funding cuts and political turbulence across 11 presidencies. But more recent threats from the second Trump administration have thrust Head Start into the spotlight. Last year, its programs faced disruptions and threats […]
Candid’s Series D round was led by Sixth Street Growth, with participation from Oak HC/FT, 8VC and Y Combinator. The post Candid Health Snags $120M for AI RCM Platform appeared first on MedCity News .
VBC aligns reimbursements to outcomes, emphasizing the quality and effectiveness, not quantity, of healthcare activities. But the same cost constraints driving interest in VBC can also turn it into a liability. The post Why Value-Based Care Only Works If You’ve Tamed Costs appeared first on MedCity News .
A core principle of trauma-informed care is understanding that past and ongoing exposure to stress and trauma can directly shape health outcomes. But by remaining blind to these histories, the medical community severely limits its ability to address the very drivers of the diseases it is trying to cure. The post Medicine Understands Trauma’s Impact, But Rarely Asks About It appeared first on MedCity News .
Five years ago, diesel costs averaged $2.68 a gallon. This spring, that more than doubled to over $5.50. That’s not just a headline; it’s a real problem for anyone operating on a tight budget. But for school districts, the issue is even more severe. The cost of fuel for just one school bus runs into […]
Five years ago, diesel costs averaged $2.68 a gallon. This spring, that more than doubled to over $5.50. That’s not just a headline; it’s a real problem for anyone operating on a tight budget. But for school districts, the issue is even more severe. The cost of fuel for just one school bus runs into […]
Article URL: https://pietersz.co.uk/2026/05/irrational-philistine-education-has-won Comments URL: https://news.ycombinator.com/item?id=48258425 Points: 4 # Comments: 2
A new paper shows Cleveland Clinic’s AI scribe rollout is paying dividends in clinician satisfaction and retention. These are key metrics for hospitals to track, given they spend millions on recruitment and retention efforts amid an ongoing workforce crisis. The post Ambient Scribes Improve Clinician Retention, Cleveland Clinic Research Shows appeared first on MedCity News .
Abcuro will apply the capital to a study that could support a biologics license application in inclusion body myositis, a rare inflammatory disorder that leads to worsening muscle weakness. A Phase 2/3 study failed earlier this year, but Abcuro saw positive trends in patients with less severe disease. The post Abcuro Adds $66M to Try Again in Rare Inflammatory Disorder With No Approved Drugs appeared first on MedCity News .
Michigan’s initiative to offer free pre-kindergarten for all is paying off, state educators said Wednesday, as the Department of Lifelong Education, Advancement and Potential, also known as MiLEAP, touted nearly 53,000 applications on file since June. Emily Laidlaw, MiLEAP’s deputy director, said during a virtual news conference that the figure had grown by 700 applications […]
Cityblock Health plans to acquire rural healthcare provider Homeward Health and has raised $116 million to expand its value-based care model to rural and Medicare Advantage populations. The post Cityblock to Acquire Homeward Health, Secures $116M Series E appeared first on MedCity News .
But the deadline that most people are not tracking, and the most worrisome, is October 1, 2026. It’s the day federal Medicaid funding ends for the country’s most vulnerable populations, including refugees, asylees, and humanitarian parolees. The post How to Prepare Your Hospital Before H.R. 1 Hits in 2027 appeared first on MedCity News .
We’re once again in a cycle of headlines that feels acutely focused on celebrity and weight and eating disorders. And unfortunately there will likely be more tomorrow and the next day and on and on. It can be overwhelming, especially if you’re still feeling the effects of the extreme thinness culture that dominated the 1980s […]
Gov. Jeff Landry and legislative leaders are pushing back on claims from public school leaders that the governor’s plan to pay for teacher stipends with school operations funds would hurt public education across Louisiana. The governor announced a tweak Monday to his original proposal that would allow school districts already giving pay increases to teachers […]
Nine research sessions disappeared from the agenda of one of the nation’s most important early childhood education conferences less than a week before it was set to begin after an unprecedented intervention by the U.S. Department of Health and Human Services, the conference sponsor. The removals affected almost a fifth of the 48 sessions at […] The post HHS removes nearly one-fifth of sessions from early childhood research conference appeared first on The Hechinger Report .
Every year, parents — usually mothers — toil months in advance of the summer break to sign kids up for camps, book nannies, fly grandparents out to help or sort out a medley of arrangements and schedules. Planning can start as far as a year in advance. After signing her kids up for all their […]
An Agency That Supports Health-Care Improvement Cuts Off Grant Funding Ryan Quinn Sun, 07/19/2026 - 02:30 PM The Agency for Healthcare Research and Quality sent researchers letters last week saying they wouldn’t receive long-awaited funding continuations. The agency cited the “best interest of the federal government.” Byline(s) Ryan Quinn
Merck’s Lipfendra is the first FDA-approved pill in the class of cholesterol-lowering drugs called PCSK9 inhibitors. While peptides are typically injected, Lipfendra is a macrocyclic peptide designed for formulation as an oral drug. The post Merck Pill Becomes First Oral Option in Growing Class of Cholesterol-Lowering Drugs appeared first on MedCity News .
Public school librarians in Ohio are raising alarms about book bans and funding cuts. School librarians have been navigating challenges in their work as long as they’ve been among the stacks in their local districts. Proposed legislation to filter the reading choices students can make has brought concern, and budget reductions make some worry about […]
What should life sciences investors and targets focus on for dealmaking success? Here are six actionable steps. The post Hybrid Financing in Life Sciences: Unlocking Growth Amid Market Challenges appeared first on MedCity News .
Here’s what healthcare entities should know about the maturing landscape, what to actually be concerned about, and the next stage of healthcare data evolution as we know it. The post Are We Entering an Interoperability Trust Recession? appeared first on MedCity News .
When Zohran Mamdani became mayor of New York City, he vowed to gather community feedback on how the public schools are working. His chancellor, Kamar Samuels, has assembled working groups “tasked with creating customized proposals to accelerate the work of building a stronger school system, rooted in academically rigorous, safe and integrated schools.” So I […]
A new degree program credentials hip-hop artists to bring communal, real-world learning to the classroom.