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:2608.19224v1 Announce Type: cross Abstract: Exposure mappings are often assumed to be known in causal spillover analyses. In environmental settings, however, they are typically induced by transport processes that are not directly observed and must instead be learned from pollution data. We study how uncertainty in learned transport processes propagates into exposure mappings and downstream spillover inference under interference. We compare mechanistic transport models with modern operator-learning approaches, including PDE, PINO, FNO, and GeoPT, using both simulation studies and an empirical analysis of California PM$_{2.5}$ data. In simulations, all four transport models achieved nearly identical pollution prediction accuracy, yet estimated spillover effects ranged from 1.78 to 2.27. Models that more accurately recovered the induced exposure mapping also produced spillover estimates closer to the true effect. Disagreement was modest for regional interventions but substantially l
arXiv:2608.19216v1 Announce Type: cross Abstract: AI control research asks how to deploy models safely even when they may be misaligned, but many control protocols assume that the deployer can instrument the model and its surrounding pipeline. That assumption often fails for regulated organisations using frontier models through APIs or managed endpoints, where the deployer may control the business process but not the model weights, serving infrastructure, internal traces, update process, or full interaction logs. This paper introduces bounded sovereignty: partial technical and contractual access across the data, model, infrastructure, and interaction layers of the AI stack. It argues that these access conditions determine which control protocols can be executed in practice. The paper contributes a four-layer access typology, a protocol-by-layer requirements matrix, and the concept of sovereignty discount cost: the part of the control tax spent substituting for missing access through co
arXiv:2608.19816v1 Announce Type: new Abstract: Decision makers need sufficient understanding to make good decisions about complex AI systems. However, AI deployment decisions are increasingly made under time-pressure, and this combined with the use of AI generated artefact creation, can mean that the existence of safety cases and system cards may no longer demonstrate that sufficient understanding exists. Our provisional methodology for making understanding explicit and assessable requires the production of an explicit description of 4 objects of understanding (decision, decision-frame, safety justification, system-in-context) and a justification for the adequacy of this understanding. In addition, the methodology provides a mechanism for describing and evaluating the adequacy of the decision-maker representation of this understanding. It builds on recent developments in safety cases using the Assurance 2.0 framework to operationalise the philosophical basis of understanding from Elgi
arXiv:2608.19707v1 Announce Type: new Abstract: Generative AI creates an assessment challenge in quantum software education: a student can provide a homework notebook to ChatGPT and request a completed submission. This study examined whether introductory Qiskit homework could remain autogradable while requiring students to run, review, and discuss results rather than banning AI. Three packages were tested: seeded basis-state circuits with bit flips and customized measurement mappings; Quantum Fourier Transform followed by inverse-transform recovery; and seeded Deutsch-Jozsa with customized oracle masks. The designs used personalization, simulator execution, JSON submissions, hidden references, circuit metrics, reflections, and optional IBM Quantum execution. For each package, one student-visible instance was tested in 50 separate ChatGPT sessions, yielding 150 sessions overall. Every final artifact was executed and passed its grader. Nine sessions were fully archived; none required ope
arXiv:2608.19616v1 Announce Type: new Abstract: Whether AI assistance helps or harms a population depends less on the model's accuracy than on whether people rely on it appropriately trusting it when it is right and checking it when it is not. Yet reliance is usually studied one user at a time. We model it as a population process: agents repeatedly solve a task alone, accept an AI answer, or verify it, updating a Bayesian belief about AI quality and, when networked, learning from peers. Four results form one story. The environment sets the baseline: task difficulty and AI quality fix both overreliance and calibration regret. Social learning creates consensus, not overreliance: a mean-preservation theorem, confirmed by a 2*2 topology*tagging design, shows connectivity moves the aggregate only when influence transmits beliefs. Social proof turns reliance into a feedback cascade: visible unverified use suppresses verification and tips the population into collective overreliance. Feedback
arXiv:2608.19545v1 Announce Type: new Abstract: Autonomous conversational agents and generative-AI features are being added to online dating platforms faster than public evidence about user attitudes can accumulate, and the scarcest evidence concerns the receiving side: how people react when the profiles, messages, or conversation partners they encounter are machine-generated. We release two anonymized survey datasets collected from active users of Fledge.Love, a dating platform serving an international user base. The first (N = 2,617; Russian and English forms) measures receptivity to autonomous conversational agents with a seven-item battery that separates the principal role (deploying one's own agent) from the counterpart role (encountering someone else's), plus six ordinal covariates and two auxiliary items. The second (N = 2,894) measures interest in three passive generative-AI features. The release includes model-derived scores for 2,499 complete cases, a bilingual codebook, a do
arXiv:2608.19495v1 Announce Type: new Abstract: The environmental impact of web tracking and advertising is increasingly receiving attention as the ICT sector's carbon footprint keeps rising. Yet the scholarship addressing this question remains scattered across disciplines and inconsistent in its terminology. This paper presents a scoping review of the literature on methods for measuring the energy and carbon footprint of web tracking and advertising. From an initial pool of 46 articles identified through a structured title-based search on Google Scholar, we arrived at a final corpus of 15 papers, from which we identified five distinct methodological approaches: ad blocking, controlled environment, replaying ads, traffic flow analysis, and literature-derived estimation. This review provides a structured overview of the current methodological landscape and a foundation for more comprehensive environmental accounting of the ad tech ecosystem.
arXiv:2608.19390v1 Announce Type: new Abstract: AI integration into scientific communities promises accelerated discovery but raises concerns about detrimental homogenization. We develop an NK landscape model to explore these promises and risks. We find that non-personalized AI systems that offer uniform guidance yield benefits only under a narrow conjunction of problem structure, practices, and baseline research capabilities, becoming harmful otherwise. We implement two proposed mitigations: randomization and personalization. While randomization's utility remains restricted to decomposable problems, personalization can enhance diversity, enabling benefits across a broader range of conditions. Crucially, these benefits are not automatic, but depend on effective institutional adaptation, requiring new standards and practices.
arXiv:2608.19379v1 Announce Type: new Abstract: K-12 students often possess creative engineering ideas but lack technical skills to build them, while undergraduates have coding expertise but few opportunities to lead real-world projects or mentor others. The rapid development of AI-assisted tools offers a potential bridge to connect these groups, yet the structure for effective K-12 and university collaborations remains underexplored. This paper introduces a multi-tiered mentorship framework enabling high school students to engage in authentic engineering through AI-assisted development using large language models and AI agents, while undergraduate mentors provide architectural oversight. We test this framework through LuckyTag, a privacy-preserving NFC-based lost-and-found system. The model positions high schoolers as product leads, undergraduates as technical architects, and faculty as minimal-intervention advisors. A pilot with four high school students, three undergraduates and two
arXiv:2608.19278v1 Announce Type: new Abstract: The most capable general-purpose AI (GPAI) models are mostly built in two jurisdictions, the United States and China, but the risks they carry land globally. Regionally advanced economies hosting no frontier developer, which we call AI middle-powers, are writing their own rules to govern GPAI. This paper investigates which GPAI-relevant provisions these AI middle-powers have enacted, mapping twenty jurisdictions including the European Union at the level of the individual provision, across four governance areas that trace the accountability chain for the model layer: systemic risk assessment, evaluation and verification, prohibitions with monitoring and detection, and serious incident reporting. Confirmed absence is recorded as data alongside positive provision. We find that jurisdictions converge on form, but diverge on force. Sixteen engage in at least three of the four governance areas, yet only about one in five provisions sit in bindi
If you’re feeling a bit sluggish (rightly so), most likely your students are. It may not feel like they are the prime audience for learning about multiplication, division, or decimals.
Hey everyone! I know this forum is 'notorious' for having more experienced and skilled coders but if I figured this might be relevant for some of you: Coding The Future is a program where we match people who are passionate about computer science to teach students interested in learning. If this sounds like an opportunity that you'd like to participate in please fill out this form so we can best match you with a tutee. Tutoring sessions will be 30 minutes weekly virtually. All tutoring is done for free, so if you are interested in becoming a tutor you will get community service. We provide tutors with the resources to be an effective teacher, and regularly check in with our tutors and tutees to make sure the process is going smoothly. Please note that dedicated tutors may be offered leadership roles, and if you are interested in taking on more leadership within the program, for example becoming a local director of programming or curriculum developer, please let us know. You can also mai
Article URL: https://www.medrxiv.org/content/10.1101/2022.12.19.22283643v2 Comments URL: https://news.ycombinator.com/item?id=34461264 Points: 2 # Comments: 0
School buildings quietly shape everything that happens inside them. When systems work as intended, learning moves forward uninterrupted. When they fail, instruction, safety, and trust can unravel quickly.
Article URL: https://gizmodo.com/norway-says-ai-aint-for-education-2000774320 Comments URL: https://news.ycombinator.com/item?id=48603216 Points: 4 # Comments: 2
Math improvement rarely stalls because districts aren’t taking action. More often, it stalls because well-intentioned supports accumulate faster than schools can turn them into a coherent, actionable instructional plan. The instinct to seek additional support is understandable. Students need help immediately. Teachers deserve time and training. Families want progress they can see. So districts invest […]
The abolitionist and writer Frederick Douglass is known for many things, but perhaps among the most significant is his views on education’s relationship to slavery. Douglass himself was born into slavery in Maryland in 1818. Douglass described in his 1845 autobiography how one of his enslavers, Mrs. Auld, began teaching him to read when he […]
When a student is in crisis, the hardest problems are easier to solve when someone already knows their story, and trust is already there. The heart of New York City’s Every Child and Family is Known initiative are the caring adults in schools who check in with students living in temporary housing, build relationships with […]
To have a sustainable workforce in 2026, CNOs must partner closely with CHROs and other TA leaders to streamline recruiting and do more than make roles appealing to applicants. To get a better understanding of the role talent acquisition plays in the nursing pipeline, I spoke to Jennifer Spinelli , director of system talent acquisition at Beebe Healthcare , about how the organization leverages partnerships and data to build a more sustainable workforce. Tune in to hear her insights. Pillar: CNO Image: Tags: nurses nursing recruitment staff staffing Secondary Pillars: CNO Article Type: Analysis Published Date: Thursday, June 11, 2026 Hide sidebars: Render small main image:
Here is a lesson for you: If you wait until the first day of school to address attendance, you've already lost the battle.
For many adult learners, logging into a hybrid or asynchronous course is not the beginning of their day. It may come after a full shift at work, after helping children with homework, after managing caregiving responsibilities, or after years away from formal schooling. The post Belonging by design: Practical ways to support adult learners in hybrid and asynchronous courses appeared first on eCampus News .
The biggest problem in education is that kids aren’t showing up to school. Last year, 26 percent of students missed a month of class or more, leading to dramatic declines in academic performance.
About one in four teachers say their schools don’t give students zeroes. And nearly all of them hate it.
Article URL: https://arxiv.org/abs/2510.10304 Comments URL: https://news.ycombinator.com/item?id=45612572 Points: 2 # Comments: 0
For decades, math assessments have measured the residue of thinking rather than thinking itself. In this sharp, research-grounded piece, Eric Tucker argues that multimodal AI can finally make the Standards for Mathematical Practice visible, capturing spoken arguments, strategic shifts, and productive struggle in real time. For district leaders and curriculum directors rethinking assessment infrastructure, this is essential reading on what it means to measure what actually matters. The post We’ve Been Judging Symphony Rehearsals by the Last Note: Why Multimodal AI Can Finally Measure Mathematical Practice appeared first on Getting Smart .
An Agency That Supports Health-Care Improvement Cuts Off Grant Funding Ryan Quinn Fri, 07/17/2026 - 06:15 PM The Agency for Healthcare Research and Quality sent researchers letters this week saying they wouldn’t receive long-awaited funding continuations. The agency cited the “best interest of the federal government.” Byline(s) Ryan Quinn
Juno Bio’s funding was supported by Ada Ventures, Artesian, Entrepreneur First and Illumina Accelerator. The post Juno Bio Raises $3.8M to Support Vaginal Health appeared first on MedCity News .
HSS chief digital and information officer Ashis Barad, who has worked on both the payer and provider sides of healthcare AI, thinks the industry’s growing “bot vs. bot” battle over prior authorizations and appeals is driving costs up. To him, the real fix lies in providers and payers sharing data to build more personalized care pathways. The post The ‘Bot Vs. Bot’ Dynamic Between Providers & Payers Is Driving Up Costs for Everyone appeared first on MedCity News .
GSK said the mixed Phase 3 results for camlipixant mean this pill “is unlikely to transform patient care” in recurrent chronic cough. GSK is stopping work in this indication, a setback to a program once hoped to yield a new blockbuster product for the company’s respiratory drug portfolio. The post GSK Drug From $2B Deal Sputters in Phase 3 Test in Chronic Cough appeared first on MedCity News .
Higher education IT leaders are caught in a bind. Campuses face institutional and cultural pressure to move fast on artificial intelligence and digital transformation. But that ambition collides with the reality that faculty and students still depend on core systems, such as registration, identity verification and learning platforms, that cannot afford to fail. ListEdTech, an education market research firm, calls this dilemma “the stability paradox.” A 2026 ListEdTech report found that the top IT investment priorities at 55 universities include data and storage, identity and access management…
Connecticut Attorney General William Tong is again joining a lawsuit against the U.S. Department of Education as it continues trying to end federal grants for school-based mental health services. If this sounds familiar, it’s because Tong joined a lawsuit about these same grants one year ago. That’s when the Department of Education initially discontinued the […]
Article URL: https://letter.palladiummag.com/p/new-article-mesa-optimization-is Comments URL: https://news.ycombinator.com/item?id=48948386 Points: 3 # Comments: 0
California’s latest budget includes $116 million over three years to help schools identify and support students experiencing homelessness — the first time the state has dedicated funding specifically for this purpose. Homeless student advocates welcomed the investment after years of lobbying lawmakers to supplement the federal dollars California gets annually to address student homelessness. However, […]
A principal told National School Leaders Conference attendees how she brought together teams from different buildings when they didn’t initially click.
The lawsuit filed Thursday is the 13th brought by the Trump administration challenging state laws that permit undocumented students to pay in-state tuition rates. The post DOJ sues Maryland over allegedly discriminatory Dream Act appeared first on District Administration .
The opportunity ahead is to treat physician well-being as a core strategic priority, measured with the same rigor and acted upon with the same urgency as any other critical performance domain. The post Why Specialty-Specific Measurement and Intervention Are Essential to Address Healthcare Burnout appeared first on MedCity News .
A decade ago, the state of Florida stripped a teacher of her license for sexual abuse of a 16-year-old boy. Last year, she opened a private school there with ease. The post Barns, go-karts and strip malls: The wild west of private schools that collect taxpayer dollars appeared first on District Administration .
The school year starts again in less than a month, and a remarkable number of big districts in Colorado and elsewhere will open it without a permanent superintendent. Jeffco. Cherry Creek. Los Angeles. Miami-Dade. I’m guessing Denver will soon join this group of districts given the Denver school board’s growing frustrations with Superintendent Alex Marrero’s […]
I stand alone on a stage in front of 200 high school freshmen. They’re looking at their phones, talking to one other, laughing — paying attention to anything but me. I pick up my guitar, strum a chord and start singing, first in almost a whisper: “Who am I, mind on fire, born of you […]
When I taught Spanish, students would often ask, “Why do I need to learn this?” Many thought that learning a new language would only be useful if they wanted to become interpreters or work abroad.
Process management is an essential leadership task
I’ve spent nine years building learning infrastructure, and during that time I’ve gone from staff engineer to founding member of our first AI engineering team. Along the way, I’ve come to believe that educational AI is a fundamentally different engineering discipline than the consumer AI most people read about. The post Building AI that teaches: Scaling learning systems appeared first on eCampus News .
Conventions on Campuses? Sara Brady Fri, 07/17/2026 - 03:00 AM A reader responds with a great idea. Byline(s) Matt Reed
Texas Tech Board Chair Donated to Paxton Before He Intervened in Football Drama Emma Whitford Fri, 07/17/2026 - 03:00 AM Byline(s) Emma Whitford
Michigan Investigation Into Football Coach Tops $12M gianna.jakubowski Fri, 07/17/2026 - 03:00 AM Byline(s) Gianna Jakubowski
Iowa Schools Acknowledge Federal Limits on CTE Courses for Undocumented Students Sara Weissman Fri, 07/17/2026 - 03:00 AM Iowa school districts and community colleges had to acknowledge to the state that the federal government opposes undocumented students participating in many college-level career and technical education programs. Byline(s) Sara Weissman
How 4 Colleges Are Expanding Student Success Joshua.Bay Fri, 07/17/2026 - 03:00 AM From academic interventions to childcare and basic needs support, institutions are stepping up efforts to help students persist. Byline(s) Joshua Bay
Rise of Chinese Social Media Sleuth ‘Exposes Research Failures’ sara.custer@in… Fri, 07/17/2026 - 03:00 AM Content creator who helped oust top Chinese academics after accusing them of fabricating data promises to strike again. Byline(s) Rosalind Skillen for Times Higher Education