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:2606.25076v1 Announce Type: cross Abstract: Following the success of machine learning in producing weather predictions with competitive skill compared to complex traditional systems, this article shifts attention from forecast output to the working practices that make prediction systems possible. We argue that machine learning and recent digital technologies will reshape the forecasting value chain: how models are coded and developed, how observations and Earth-system data are exploited, how data and computing are managed, how systems are verified, and how information is created, evaluated and turned into services. We discuss six non-exhaustive areas in which agentic software engineering, open and compressed data, shared verification workflows, interactive computing and generative methods may make modelling, evaluation and service creation faster, more interactive and more widely accessible. These changes will require weather and climate centres to adapt their infrastructures, da
arXiv:2606.24973v1 Announce Type: cross Abstract: We introduce a dataset of 32,534 double-marked real student responses to GCSE mock exams (GCSEs are the UK's national exams, taken at age ~16), spanning 328 questions across five subjects and including handwritten work. We test whether off-the-shelf large language models agree with examiners as closely as the two examiners agree with each other. We find that models overwhelmingly agree well with the examiner consensus across subjects, with the top performing models agreeing more closely with examiners than examiners agree with each other. Models achieve high scores for subjective tasks like English essay marking, as well as handling complex and messy handwritten Maths paper scripts. Agreement is uniform near the examiner line, and not massively discriminated by model size, providing cost-effective automated marking solutions.
arXiv:2606.24896v1 Announce Type: cross Abstract: LLM agent memory is now treated as a first-class architectural component in five major surveys published between January and April 2026. None of these surveys treats project governance, capital structure, or license posture as architectural variables. We argue they are. In a constructed sample of 105 production-relevant open-source data-infrastructure and AI-tooling projects, we catalogue 38 license-and-sustainability events between 2018 and May 2026. About a quarter of the sample (24 percent) experienced at least one adverse event. The conditional rates split sharply by structure: 46 percent for single-vendor venture-backed projects, 2.5 percent for foundation-governed projects funded outside the venture cycle. The headline differential -- roughly nineteen-fold -- is invariant to the most contested coding choice in the catalogue; we show the sensitivity table in Section 7. A small subset of foundation-governed projects with venture-bac
arXiv:2606.24890v1 Announce Type: cross Abstract: Can a small group of volunteers shape how AI systems discuss animal welfare, just by editing Wikipedia? We show that they can. Wikipedia appears in nearly every major language model training dataset and is weighted more heavily than web-crawled text. The Pro-Animal Wikipedians (PAW), a group of advocates who add sourced animal welfare content to relevant articles, have made 125 edits across 115 pages. Using gradient-based data attribution (Bergson; MAGIC), we traced how these edits influence language model behavior. TrackStar retrieval attribution on Llama 3.1 8B found that PAW-edited sections made up 68 percent of the highest-attributed documents for animal welfare queries (p < 0.0001) but only 52 percent for unrelated queries about the same companies (p = 0.53): the model links PAW content specifically to animal welfare topics, not to the entities in general. MAGIC counterfactual influence estimation on Llama-3.2-1B, run across five r
arXiv:2606.25668v1 Announce Type: new Abstract: Automated decision systems (ADS) leverage predictions about individual future outcomes to inform consequential decision-making in organizational settings. Across various settings - including criminal pretrial release, clinical triage, student support, and more - it is often assumed that improved predictive accuracy is the priority consideration in determining better downstream outcomes upon the deployment of ADS. In practice, real-world case studies reveal that this is far from the case: introducing individual predictions into decision-making modifies organizational workflows, assessment, and decision-making processes in ways that require a complete re-consideration of our approach to the design, evaluation, and deployment of ADS. As a result, this Perspective develops an integrated framework for studying ADS in social systems, shifting current priorities from a purely prediction-based paradigm towards an intervention-oriented view that a
arXiv:2606.25484v1 Announce Type: new Abstract: Existing approaches to e-scooter mobility hub planning lack city-type-specific causal evidence. Demand models are typically correlational, built on proprietary trip data, and do not distinguish how driver profiles vary across urban typologies. This paper presents a three-phase agentic AI framework that constructs a Causal Template Library from public GBFS data across 29 German cities, encoding which environmental features causally drive hotspot demand for each combination of city type (large, university, industrial, hilly) and cluster type (core, peripheral). A large language model (LLM) orchestrated causal discovery pipeline adapts algorithm selection to local data conditions across 57 city-cluster units. The library reveals systematic variation. Core demand is driven by activity access and transit proximity, while peripheral demand responds to built form, with city-type-specific patterns supporting transferable siting templates. A plann
arXiv:2606.25308v1 Announce Type: new Abstract: Behavioral detectors provide valuable insights into learner motivation and self-regulation. Among these, delayed start, a new session-level detector, has shown great promise as a valid behavioral measure that generalizes well across systems. In this paper, we examine cross-subject predictive validity of delayed start behavior. Using iReady data from 711 grade 7 students, we find delayed starts during Math practice are predictive of standardized test performance in both Math ($\beta$=.07 SD, p=.02) and English ($\beta$=.10 SD, p=<.001). Additionally, using mixture modeling and sensitivity analyses, we use a data-driven strategy to operationalize the identification of delayed starters in practice. We identify two underlying sub-groups of interest: "early starters" (<5 minute average delay, 20% of students) and "chronic delayers" (>13 minutes average delay, 20% of students). Relative to students in neither sub-group, early starters experienc
Math is a fundamental part of K-12 education, but students often face significant challenges in mastering increasingly challenging math concepts.
I've worked in edtech for almost 10 years now in B2B, B2C, and nonprofit contexts. I've seen real product market fit, and a lot of poor product market fit. Edtech has been one of the largest tech disappointments of the internet era. The internet has transformed everything about how people learn. I always joke that Youtube is actually the best edtech product. And now, I guess chatGPT and other LLMs. But these products have a lot of problems, specifically around accuracy, pedagogy and lack of assessment. (Research shows low-stakes assessment is when the moment of learning often happens.) Within the "Ed tech space", a lot of products have failed in my view. The best product I built was free online science simulations (virtual labs). I've worked on products that were financially successful but its debatable if they helped helped users learn much. Edtech companies that sell to parents are making a product for parents. The goal is often to make parents feel good about the choices they are ma
In my classroom, students increasingly ask for relevant content. Students want to know how what they are learning in school relates to the world beyond the classroom. They want to be engaged in their learning.
As school districts navigate a rapidly evolving digital landscape, IT and academic leaders face a growing list of challenges--from hybrid learning demands and complex device ecosystems to rising cybersecurity threats and accessibility expectations.
SCAN Health Plan CEO Sachin Jain and Ascendiun CEO Paul Markovich argued that healthcare leaders share responsibility for the industry’s shortcomings and called for greater accountability and systemic reform. The post Who Broke the Healthcare System? appeared first on MedCity News .
Article URL: https://resobscura.substack.com/p/llm-based-educational-games-will Comments URL: https://news.ycombinator.com/item?id=49027196 Points: 1 # Comments: 0
The Hechinger Report is creating a print edition, and wants young artists to contribute. Find out more here. This spring, I spoke to a mom in suburban Washington, D.C., who was growing increasingly worried about a lack of filters on her kids’ school devices. During class this year, her kids watched Kendrick Lamar videos on […] The post Many game sites evade school web filters appeared first on The Hechinger Report .
Trump Administration Drops Demand for Names of Jewish Penn Employees Emma Whitford Thu, 07/23/2026 - 02:35 PM Byline(s) Emma Whitford
This story was originally published by CalMatters. Sign up for their newsletters. It’s not quite the “Mississippi Miracle,” but California’s reading scores have been inching upwards since the state poured billions into changing the way students learn to read. A shortage of literacy coaches, however, may be preventing students from improving even more. In 2013, before California overhauled its […]
In a wide-ranging memo, they also directed federal agencies to experiment with models other than peer-review for assessing research proposals.
Article URL: https://www.law.uchicago.edu/news/ai-strategy-statement Comments URL: https://news.ycombinator.com/item?id=49024980 Points: 153 # Comments: 94
A bipartisan bill would prohibit interagency agreements for various K-12 and postsecondary activities. The other addresses special education specifically.
It’s been a difficult year for Mary Moody, owner of the top-rated Silver Bluff Kids Early Learning Center in Haywood County. She said her business has struggled since federal pandemic funds used to keep childcare centers open ran out in 2025. Moody didn’t want to cut staff salaries after the federal money ran out, she […]
The National Institutes of Health, National Science Foundation and other agencies cut awards over terms like “diversity” and “health equity.”
Every soccer season, athletes like me are taught to watch for headaches, dizziness and blurred vision after a concussion. But no one has ever taught many of us that a concussion can also affect our mental health. Like millions of young athletes nationwide, I have played sports since I was 4 years old. Soccer has […]
Hospitals that see improved long-term results in behavioral health patients will be those that prioritize metrics aligned with their care pathways. The post Rethinking How Hospitals Measure Behavioral Health Success appeared first on MedCity News .
What’s one certain sign that your school district’s STEM program is heading in the right direction? Just three years after building a dedicated facility for students to explore real-world applications for science, technology, engineering and math, you’re already looking to expand. In 2023, Hemlock Public School District (HPSD) in Michigan found itself in that very situation. Its Lockwood STEM Center, built in 2020, was a place where students went to test robots and experiment with industrial fabrication machines. By all accounts, the center was a success, but it soon became clear that it was…
The groundbreaking new board overseeing the Indianapolis Public Schools and charter schools in the city has hired the head of a major national charter school organization as its first executive director. Karega Rausch, president and CEO of the National Association of Charter School Authorizers since 2020, was selected Wednesday to lead the Indianapolis Public Education […]
Groundbreaking new therapies have exciting potential to treat and cure diseases while minimizing burden on patients; however, they create major clinical, operational and financial implications that must be planned for years in advance. The post Four Ways Health Systems Should Plan for the Next Wave of Breakthrough Therapies appeared first on MedCity News .
The original compliance date for Americans with Disabilities Act (ADA) Title II digital accessibility for large public institutions came and went in April. Then the Justice Department extended it. And for the organizations tracking this closely, the honest assessment is still that almost no one is ready. That’s not a criticism. It’s a baseline. There is no time back. Every institution is well behind in becoming compliant, at least according to the updated regulation. This is a full-throttle, go-forward moment. The extension doesn’t change the urgency; it adds time to do a thing that…
Midland ISD school trustees argue they have minimal control over local taxes and can’t properly serve students as a recapture system redistributes millions of the district’s revenue. The post Texas’ longstanding “Robin Hood” school finance system will face a new legal challenge appeared first on District Administration .
A recent report from the Segregation Tracking Project and education advocacy group Brown’s Promise finds Ohio’s public schools are the fifth most racially segregated in the U.S.—behind New York, Illinois, Pennsylvania and Michigan. The post Ohio schools are among the most segregated in the nation, per report appeared first on District Administration .
Article URL: https://blog.charliemeyer.co/chatgpt-the-abacus-and-education/ Comments URL: https://news.ycombinator.com/item?id=49019915 Points: 1 # Comments: 0
You probably know that it’s been a choppy semiquincentennial summer here in the District of Columbia. The National Mall’s murky, smelly reflecting pool and the sparsely attended American State Fair made national news. There’s been less coverage of the degree to which the capital’s bunkered down — fences and barriers have made walking the Mall […]
The Republican-led Title IX Clarification Act would narrow the definition under the sex-based anti-discrimination law, codifying a recent Supreme Court ruling.
Black students have been excluded from high-quality mathematics for generations — with dire outcomes academically and professionally, a California-based math equity group found. Just Equation’s recent report, “Calculated Barriers,” notes that while these students make up 15% of the nation’s public school population, they accounted for only 6% of those enrolled in AP math classes […]
Cyber criminals can use building technology to breach school district networks, so facility managers must be part of the security effort, says CoSN CEO.
When my son Hunter was in fifth grade, his teacher told me he was struggling with reading comprehension. I nodded politely and moved on.
Writing is one of the most important critical thinking skills to help develop the mind and express creative thought, which AI cannot do
It seemed like a win-win: a proposal to let community colleges in Illinois award bachelor’s degrees in certain subjects to rural residents and working adults who live beyond commuting distance of four-year universities. The change would not only make things “easier and more affordable for students,” according to backers including Gov. JB Pritzker; it would […] The post Facing political attack and falling enrollment, colleges take the fight to … each other appeared first on The Hechinger Report .
Toe-MAY-toe, Toe-MAH-toe quintina.barne… Thu, 07/23/2026 - 03:00 AM Transfer research and practice will benefit from using the same specific terminology. Byline(s) Alexandra W. Logue
Boston U Inks $104M PILOT Deal With City Emma Whitford Thu, 07/23/2026 - 03:00 AM Byline(s) Emma Whitford
U.K. Prime Minister Axes Science Department, Names New Education Secretary sara.custer@in… Thu, 07/23/2026 - 03:00 AM Andy Burnham, the new leader of the British government, has formed a cabinet and shuttered a stand-alone science department. Byline(s) Helen Packer for Times Higher Ed
Getting Real About Institutional Finances sara.custer@in… Thu, 07/23/2026 - 03:00 AM At NACUBO’s annual meeting, a keynote speaker’s exercise in vulnerability set the tone for conversations about money—and why higher ed’s financial future depends on honesty, not just numbers. Byline(s) Sara Custer
Students Using AI to Write Financial Aid Appeals Johanna Alonso Thu, 07/23/2026 - 03:00 AM In a survey, administrators said vague, AI-written appeal letters can be burdensome because they lead to more back-and-forth between families and the financial aid office. Byline(s) Johanna Alonso
AAUP Denounces Politician, Donor ‘Extortion’ of Universities Ryan Quinn Thu, 07/23/2026 - 03:00 AM Byline(s) Ryan Quinn
Podcast: IHE Reporters on the American Apprenticeship sara.custer@in… Thu, 07/23/2026 - 03:00 AM Byline(s) IHE Staff
NACIQI Recommends Denial of Recognition for Cosmetology Accreditor jessica.blake@… Thu, 07/23/2026 - 03:00 AM Stripping the accreditor’s recognition could upend cosmetology programs reliant on federal aid. The final decision rests with senior leaders at the Education Department. Byline(s) Jessica Blake
New Push to Fix Calculus Bottleneck Joshua.Bay Thu, 07/23/2026 - 03:00 AM Calculus can derail STEM pathways. Twelve colleges are redesigning gateway math courses to help more students persist. Byline(s) Joshua Bay
Assured Health raised $19 million for its AI agents that verify provider credentials and manage insurance enrollment for health systems and group practices. The startup said it can cut a process that usually takes months down to days. The post Assured Health Secures $19M to Get Providers In-Network Faster with Agentic AI appeared first on MedCity News .
Experts discussed loan caps, federal probes and other shifts at the National Association of College and University Business Officers’ annual meeting.
Consistently high absenteeism significantly hindered districts’ pandemic recovery, NWEA finds. An AEI report suggests attendance gains are slowing.
Most school lunch payments will see a 1 cent increase in 2026-27 from last year's rates under the U.S. Department of Agriculture's annual adjustment.