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:2607.24759v1 Announce Type: cross Abstract: Research projects, educational efforts, and adjacent knowledge work accumulate findings, decisions, and reasoning that future collaborators rarely recover. The parts most useful to that work, including dead ends and walked-back claims, are routinely excluded from publications and shared code; future researchers re-attempt the same failures because no record survives. LLM coding agents are common participants but hold no persistent memory across sessions, and retrieval-augmented generation over raw sources does not compound. The llm-wiki pattern (Karpathy, 2026; tonbi, 2026) addresses this by inserting an LLM-maintained, interlinked wiki between raw sources and the agent. We present llm-wiki-memory-template, a reusable, agent-aware instantiation, and argue it is a substrate for heterogeneous collaborative knowledge work along three axes (multi-human, multi-AI-agent, multi-domain) with each axis supported by a distinct architectural eleme
arXiv:2607.24757v1 Announce Type: cross Abstract: This paper reports on the rapid development and classroom deployment of a Thonny log visualizer built using AI-assisted ``vibe coding'' to make students' programming processes easily visible to teachers. We developed a web application that analyzes log files generated by Thonny (an IDE for Python) and produces interpretable views of students' programming processes. Teachers can upload a log, a ZIP archive, or a folder containing logs for a group or the course; the system parses all logs, generates results per student, and provides student-by-student navigation for reviewing cases. Each student's view includes an interactive activity timeline, a compact session summary, a code-size graph, a programming-process replay, and more. These views support teacher decision-making by enabling the identification of learning-support situations and flagging sessions for academic-integrity clarification. The tool was initially evaluated using logs fro
arXiv:2607.24755v1 Announce Type: cross Abstract: This full research paper examines how different forms of learner-AI interaction relate to learning outcomes in object-oriented programming (OOP) courses. Generative artificial intelligence (GenAI) tools are increasingly used by students in programming education, yet evidence on their educational impact remains mixed. In particular, little is known about how students integrate GenAI tools when learning OOP, and how different patterns of use relate to students' learning experiences and outcomes. This study investigates patterns of students' self-directed GenAI use and their relationship with academic performance, perceived difficulty, understanding, and trust. Survey data were collected from 210 undergraduate students enrolled in a first-year OOP course in which the use of GenAI tools was permitted for coursework but prohibited in assessments. Results show that students used GenAI significantly more often for explanation seeking and debug
arXiv:2607.24749v1 Announce Type: cross Abstract: Although advancements in game character AI aim to enhance player engagement, evidence suggests that perceiving an opponent as artificial can diminish the psychological experience. This paper presents a scoping review and meta-analysis of empirical studies focusing on player enjoyment when competing against human versus computer opponents. First, the scoping review was conducted to map the landscape of 20 included studies, detailing their study designs, outcome measures, and research foci. Second, a three-level meta-analysis synthesizing baseline comparisons from nine studies quantitatively assesses the differences in enjoyment. The results demonstrate a statistically significant, medium-to-large pooled effect size, indicating a psychological penalty in computer-opponent conditions. This paper provides a comprehensive overview of the extant knowledge on this topic, and underscores the necessity for further research in order to fully unde
arXiv:2607.25648v1 Announce Type: new Abstract: Public services face growing pressure to adopt artificial intelligence (AI) to close the gap between rising demand and falling resources. That pressure has intensified with general-purpose AI (GPAI): AI built on large language models that can be directed by prompt alone to perform an effectively unbounded range of tasks. We argue that the properties that make these models attractive - their generality, accessibility, and low deployment cost - undermine the conditions under which AI safety has historically been pursued. The safety concepts that public service governance frameworks foreground - accuracy, bias, explainability, and accountability - were made tractable by narrow, purpose-built AI, and the mitigations that guidance documents prescribe presuppose exactly what GPAI removes. Accuracy cannot be quantified over unbounded outputs. Bias cannot be disaggregated when outputs are free-text judgements rather than categorical predictions.
arXiv:2607.25526v1 Announce Type: new Abstract: How should researchers measure the geopolitical preferences expressed by large language models (LLMs)? Existing audits commonly rely on surveys and simple tests, but international-relations research has long recognized that measuring geopolitical preferences is difficult and has developed methods for recovering them from observed choices. This paper applies a dynamic ordinal ideal-point approach from international relations, treating LLMs as respondents to the full texts of 5,555 divisive, recorded, adopted resolutions considered in regular sessions of the UN General Assembly from 1946 through 2025. Support ranges from 37.8% for DeepSeek to 97.3% for GPT-5. Surprisingly, in the twenty-first century, GPT-5, Claude Sonnet, and Gemini are closest among the permanent five to Russia; DeepSeek is closest to France; and all four are farthest from the United States. Among 2,104 resolutions opposed by the United States but supported by China and R
arXiv:2607.25301v1 Announce Type: new Abstract: Resting heart rate is an established marker of cardiovascular risk, but population-scale measurement has depended on clinical or survey instruments. We ask whether passively sensed consumer-wearable physiology recovers the socioeconomic gradient established in clinical cohorts. Using 19.1 million quality-filtered photoplethysmography readings from 18,734 opt-in users of the Welltory app, we computed cohort-adjusted mean daytime resting heart rate per US state and related it to a four-component state-level material-hardship composite (uninsurance, food insecurity, utility shutoff, housing insecurity; 41 states with module coverage, 12,497 contributing users). Adjusting for six state health and behaviour indicators, latitude, median age, and density, state resting heart rate tracked hardship at partial Spearman $\rho = +0.74$ (bootstrap 95\% CI $[+0.31, +0.87]$; $[+0.06, +0.79]$ under a conservative two-stage bootstrap that also resamples u
arXiv:2607.25240v1 Announce Type: new Abstract: Why do societies composed of individuals pursuing individuality repeatedly generate highly standardized systems? This paper argues that the answer lies in the evolution of information processing capacity. Artificial intelligence represents a historical transition in this capacity, enabling social systems to accommodate forms of complexity that previously had to be compressed. Industrial standardization was not merely a consequence of capital preference or power relations, but an institutional arrangement for maintaining the manageability of large-scale systems under limited information-processing capacity by reducing the variety of the controlled system. The fundamental change in the AI era lies in the expansion of information processing capacity across three dimensions: perception, computation, and execution. This expansion shifts personalized production from physical adaptation toward information-based adaptation and enables a transitio
arXiv:2607.25105v1 Announce Type: new Abstract: Social choice theory research demonstrates that single transferable voting (STV) results in more proportionally representative legislative bodies. We aim to understand how using multi-member districts and ranked ballots with STV would affect the representation of political parties in the Colorado House of Representatives. We investigated this objective by producing 10,000 multi-member districting plans of Colorado, generating ranked ballots for each of these plans using returns from the 2022 Colorado attorney general race, and simulating STV using these ballots. Our simulated STV elections for the Colorado House of Representatives gave more proportional representation for Democrats and Republicans than the current first-past-the-post system. Future research should explore how the implementation of STV would influence the representation of racial and language minority groups in the Colorado General Assembly to provide guidance on electoral
In recent years, educational research has sparked significant discussion about whether boys and girls learn differently and if gender-specific teaching strategies could enhance academic outcomes.
Dotstorming is the classwide voting and brainstorming tool to help democratize lessons.
What does it mean to “save your own life” in education? Former Voices of Change fellow Dee Watson reflects on burnout, resistance and radical ...
During a school emergency, every minute that passes is crucial, but in those moments, a reliable connection can mean the difference between confusion and coordinated response.
Why a push to bring back mandated recess, even for older students, is sweeping across the nation.
The overreliance on AI is a widely discussed topic for teachers, administrators, and families alike. The last thing we want is for technology to stifle the creativity, expertise, and human connection that educators bring to the classroom or hinder our students’ ability to think critically.
I write about education apps, and test them with my kids -- these are the best ones.
If you’ve attended a professional show or musical recently, chances are you’ve seen virtual set design in action. This approach to stage production has gained so much traction it’s now a staple in the industry.
Article URL: https://www.reuters.com/legal/googles-ai-previews-erode-internet-edtech-company-says-lawsuit-2025-02-24/ Comments URL: https://news.ycombinator.com/item?id=43179769 Points: 8 # Comments: 0
Onos Health’s Series A funding round was led by Costanoa, with support from Flare Capital Partners and CVS Health Ventures. The post Onos Health Raises $17M to Expand AI-Powered Behavioral Health Platform appeared first on MedCity News .
Boston Scientific disclosed a cyberattack disrupting its global IT systems and order shipping capabilities, with the company unable to provide a timeline for when normal operations will resume. The disclosure adds the medical device giant to a growing list of medtech companies — including Stryker, Medtronic and Abbott — hit by major cyberattacks this year. The post Cyberattack Disrupts Boston Scientific’s Operations: 7 Things to Know appeared first on MedCity News .
The conversation about social media and young people has been largely about what to take away. Devices. Screen Time. Push Notifications. Agenda-driven algorithms. It’s time to start talking about what we’re prepared to give them instead, especially as courts begin holding tech companies accountable. With news of Meta’s $17.1 billion settlement with 47 states and […]
FDA approval of Revolution Medicines’ daraxonrasib, brand name Rasonque, makes the molecule the first RAS inhibitor approved for treating pancreatic adenocarcinoma, the most common type of pancreatic cancer. The speedy regulatory nod specifically covers advanced cases of this type of cancer, which has had limited treatment options. The post Revolution Medicines Receives Landmark FDA Drug Approval in Pancreatic Cancer appeared first on MedCity News .
Mandated vaccines for school attendance—and a parent’s ability to reject those vaccines— may have been injected into the race for Florida governor. With five months left before he’s term limited out of office, the administration of Gov. Ron DeSantis Monday released a proposed regulation that would eliminate a number of vaccines required for public and […]
To adapt, faculty must be able to quickly update their curriculum without “multi-committee, year-long review processes,” a university committee said.
At the Georgia Institute of Technology, the Advanced Manufacturing Pilot Facility (AMPF) is a newly expanded research lab where university researchers and private companies collaborate and use the latest tools, including robotics and artificial intelligence (AI), to develop next-generation manufacturing technology. More than 300 graduate and undergraduate students and 22 faculty conducted research in the space over the past year, most of it backed by industry sponsors including Boeing, Lockheed Martin and Siemens, says Steven Ferguson, principal research scientist and deputy director of…
OAKLAND, Calif. (AP) — Meta has agreed to pay $17 billion and add stronger child-safety measures to its Facebook and Instagram platforms to end a landmark trial over teen social media addiction and settle claims filed by 47 states, state attorneys general announced Wednesday. The settlement resolves a pivotal legal case years in the making that sought to hold […]
Even as post-ESSER budgets tighten, Chromebook fleets are still growing. And with large device fleets comes more management and maintenance complexity. To manage these devices effectively, IT directors and district administrators in K–12 must understand the Google Admin console, mobile device management options and physical device workflows. Here, we dive into those areas to help districts make informed decisions about their Chromebook device management strategies. Click the banner below to discover how CDW can help your district manage its entire device fleet.
Hoping to make sure high school students don’t waste time earning career credentials that won’t help them find jobs, Ohio is slashing the credentials counted towards graduation, axing easy ones that thousands of students earn, but don’t lead anywhere. High schools nationally are increasingly encouraging students, especially those who don’t plan on going to college, […]
While a blended approach can reinforce connections across mathematics, NCTM President Latrenda Knighten warns educators must do so with care.
A summer program hosted by the Jewish Family and Children’s Services helps teachers gain knowledge needed to meet a state curriculum mandate.
Health-tech pilots don’t usually fail because the product is bad. They fail because the system was never wired to absorb it. The post Stop Pitching the Institute — Pitch the Stack appeared first on MedCity News .
Artificial intelligence-based tutoring programs promise something schools have long struggled to provide: personalized instruction for every student at a fraction of the cost of traditional 1-on-1 tutoring. But for that promise to be fulfilled, students have to use the AI tools. New research suggests that may be much harder to achieve than schools assume. In […]
Earlier this month, the Bureau of Labor Statistics reported that public education lost 50,000 jobs between June and July. The numbers are preliminary and don’t show which types of jobs were lost. They are also small in percentage terms (a decline of 0.6%). Still, they potentially mark the end of the post-pandemic surge in school […]
Clear, timely communication is the bedrock of the relationship between a school and its families. It is the invisible thread connecting a student’s classroom progress to the support they receive at home.
Speaker Coach, the AI-powered presentation tool built into PowerPoint, is not fun to use, but it could help me get better at giving presentations.
The Washington Post recently published an article saying that, for the first time in 20 years, enrollment in computer science college majors is down. For the last two decades, that major has been one of the most popular at any school. The post Entry-level IT: Clearing misconceptions in the AI era appeared first on eCampus News .
Article URL: https://www.virtueonline.org/post/neet-not-in-education-employment-or-trainingit-s-too-late-to-fix-this-but Comments URL: https://news.ycombinator.com/item?id=49445169 Points: 4 # Comments: 0
Are Office Hours Pointless? Elizabeth Redden Wed, 08/26/2026 - 03:00 AM We think they still hold value, but we need to adapt. Byline(s) Tim Franz Lauren Vicker
Building a Cabinet rachel.toor Wed, 08/26/2026 - 03:00 AM Gordon talks to Rachel about hiring upper-level administrators. Byline(s) Rachel Toor E. Gordon Gee
No, Civil Discourse Programs Aren’t a Right-Wing Conspiracy Elizabeth Redden Wed, 08/26/2026 - 03:00 AM Political motive sometimes drives philanthropic funding. It also drives flawed research. Byline(s) Michael J. Murray
UChicago Goes ‘Analog’ for Some Courses kathryn.palmer… Wed, 08/26/2026 - 03:00 AM Byline(s) Kathryn Palmer
Common App Adds 19 Colleges to Direct Admissions Program Olivia.sanchez Wed, 08/26/2026 - 03:00 AM Byline(s) Olivia Sanchez
Trump Attack on Higher Ed ‘More Serious Than McCarthy Era’ Emma Whitford Wed, 08/26/2026 - 03:00 AM A new book edited by former Columbia University President Lee Bollinger and University of Chicago legal scholar Geoffrey Stone discusses how university autonomy is threatened by the Trump administration and what it might take to save it. Byline(s) Emma Whitford
Mental Health Support Outside Campus Hours Joshua.Bay Wed, 08/26/2026 - 03:00 AM A new statewide initiative gives Georgia technical college students 24-7 access to counseling and crisis support. Byline(s) Joshua Bay
New Student Visas Dropped 23% in 2025 Johanna Alonso Wed, 08/26/2026 - 03:00 AM Countries impacted by Trump’s travel ban are among those with the fewest student visas issued in 2025, though China and India, typically the two largest suppliers of international students to the U.S., were also hit hard. Byline(s) Johanna Alonso
3 Things to Know About ED’s Accreditation Proposal jessica.blake@… Wed, 08/26/2026 - 03:00 AM The administration accused accreditors of neglecting their “positions of public trust.” Byline(s) Jessica Blake
With artificial intelligence gaining steam in school districts, some human resource leaders also say the technology can help them be more efficient.
The documents follow up on one of President Donald Trump’s first orders that sought to alter the federal government’s antidiscrimination enforcement work.
The peer-to-peer payment method and its PayPal parent have forged new ties with higher education institutions, the company said last week.
Here’s a list of songs curated by the K-12 Dive team to help you get excited — and maybe a little nostalgic — for kicking off the new school year.