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.
I made a website for learning Chinese. There are many already, but I think there is always room for new entries into the Chinese language learning ecosystem. The Site: - Course is an online version of the HSK course books (HSK 1-2 done so far, 3-4 coming soon) including all the vocabulary, texts, and all the content/activities from the coursebook and workbooks. - SRS Flashcards - SRS Sentence speaking - Character writing tool (Stroke data is from MakeMeAHanzi) - Dictionary is from the MBDG Chinese Dictionary - I build it using Rails and StimulusJS (with AI help) - Uses a lot of TurboFrames/TurboStreams to make it interactive - Goal is to be mobile friendly and responsive. - I got AdSense approval so it will be a completely free ad supported website. AI: - I use AI to build the site, transcribe the course, enhance the images, transcribe speech, generate audio, and for some minor supplemental content and formatting. - 99%+ of the course and content is not AI generated and is from the HSK
In light of Donald Trump assuming a second presidential term in 2025, conversations concerning dismantling the United States Department of Education have resurfaced.
Article URL: https://arxiv.org/abs/2507.20051 Comments URL: https://news.ycombinator.com/item?id=44739417 Points: 3 # Comments: 1
How can we make classroom learning more meaningful for our students? In today’s rapidly evolving world, preparing learners for the future isn’t about gathering academic knowledge.
Doctronic acquired Summer Health to expand into pediatric care and strengthen its AI-powered primary care platform. The post Doctronic Acquires Summer Health to Expand into Pediatric Primary Care appeared first on MedCity News .
Howard Revisits Disenrollment Decision Joshua.Bay Wed, 07/29/2026 - 06:27 PM In a conversation with Inside Higher Ed , Interim President Wayne Frederick said Howard reinstated more than 200 students and outlined changes to improve communication. Byline(s) Joshua Bay
With the merger, Processa’s new lead asset is a Vidya Therapeutics immunology drug that offers pipeline-in-a-product potential addressing a target that has clinical and regulatory validation from a recently approved Novartis drug. Vidya’s molecule is a next-generation drug that could have advantages over Novartis’s pill. The post Processa Acquisition Lands Immunology Drug That Could Rival a New Novartis Product appeared first on MedCity News .
Article URL: https://www.notion4teachers.com/blog/the-ai-learning-divide-when-technology-supports-thinking-and-when-it-replaces-it Comments URL: https://news.ycombinator.com/item?id=49103173 Points: 3 # Comments: 1
A survey of 112 health system executives finds that Epic’s hold on hospital IT keeps getting stronger — but startups still have a shot, provided they solve a specific problem, prove strong ROI or offer a product that Epic is lagging behind on. The post Epic-First Doesn’t Mean Epic-Only: Where Hospitals Are Still Buying from Startups appeared first on MedCity News .
In a three-hour hearing Wednesday, Dr. Anthony Fauci, the influential scientist who led the national response to COVID, refused to respond to questions about his role in school closures and the mask and social distancing guidelines that experts say have drastically set back students’ learning. Subpoenaed by Sen. Rand Paul of Kentucky, the Republican chair […]
Article URL: https://hollisrobbinsanecdotal.substack.com/p/the-miasma-theory-of-education Comments URL: https://news.ycombinator.com/item?id=49102810 Points: 4 # Comments: 1
Pencils are more expensive. So are notebooks, scissors, glue sticks — just about every back-to-school item that families will load into their literal or virtual carts this summer has gone up in price at a time when American families already feel crushed by rising costs. According to one analysis of the 21 most common school […]
Major higher education groups argued the proposal would improve student outcomes data ahead of a Senate education committee markup.
The Education Department said it intended to cancel up to $1 billion for some states despite a court order preventing its first attempt to do so last year.
In Carlsbad, N.M., a tiny district in the southeastern corner of the state, nine of its 12 schools have turned teacher assignments upside-down, inviting their best teachers to coach a team of colleagues, model lessons and take direct responsibility for the achievement of every student the team serves. In exchange, each teacher-leader earns substantially more […]
Once upon a time, a knight in shining armor rode his gallant steed into a village where he was met with cheers and celebration. I like to believe that these heroes still exist — I know one named Fluviano. He’s a student in my English language development class. He does not ride atop a gallant […]
Visual processing and general intelligence are less important than previously believed, a study led by Texas A&M University suggests.
Article URL: https://teachers-blog.com/the-canvas-breach-exposed-the-risk-of-one-platform-education/ Comments URL: https://news.ycombinator.com/item?id=49097460 Points: 4 # Comments: 2
CMS’s new framework sounds like a gentle opt-in. There’s no requirement to meet every standard on day one, just a commitment to work toward doing the right thing. That sounds great. But to actually participate in the network, you have to meet a baseline level of interoperability. The post A New Era of Interoperability, But Who Gets Left Behind? appeared first on MedCity News .
The most common and most expensive misunderstanding in healthcare cloud strategy is treating the cloud as a destination you either reach or you do not, when it is really a progression through five distinct stages, each one unlocking capabilities the stage before it could not support. The post The Healthcare Cloud Maturity Model: The Five Stages Most Health Systems Skip appeared first on MedCity News .
While much of the executive conversation around artificial intelligence focuses on transformation within business units, more organizations are looking inward. For IT teams, that means turning to AI not for strategic reinvention but to solve long‑standing operational challenges that impact uptime, user experience and cost efficiency. AI‑enabled observability and AI for operations (AIOps) is emerging as one of the most practical, high‑value starting points for institutional AI adoption. Across networking, infrastructure and security operations, IT leaders are looking to AI to help prevent…
Willingness to adapt curriculum where needed and partner with other schools has led to success at Leadership Preparatory Charter School, educators say.
LearnVector aims to build AI agents that function as personal tutors—adapting to each learner and practicing with them until they demonstrate they've mastered a concept. The post Coursera investing $100 million in Andrew Ng’s new edtech startup appeared first on District Administration .
The Ukraine war-inspired drones launch into action after an alert that a school is under attack and once a response team has confirmed the threat is credible, the manufacturer says. The post Several schools to install pepper-spraying drones to respond to school shootings appeared first on District Administration .
Technology defines the modern learning landscape. In the K–12 classroom, one-to-one device programs, BYOD policies, cloud-based learning platforms, digital displays and Internet of Things devices all are driving educational outcomes. In this environment, the network has quietly become the most critical piece of infrastructure. Success today is defined by the ability to support both current technology demands and tomorrow’s needs. With more devices coming onto the network all the time at New Trier Township High School District 203 in Illinois, CTO Michael Marassa saw the writing on the wall. “…
A new investment opportunity became available to millions of American babies and children this summer. Trump Accounts, which allow parents and guardians to establish an individual retirement account for children under age 18 who have a valid Social Security number, went live on July 4. Babies born between Jan. 1, 2025, and Dec. 31, 2028 […]
Outdoor education has been shown to improve academic outcomes across subjects, including science, reading, and math, while also strengthening motivation, well-being, and school engagement. Studies also link outdoor learning to increased attendance, improved behavior, and stronger relationships among students.
Nate Lichte, VP of K-12 Solutions and COO of Lebra and a presenter at the upcoming EdExec Summit, shares how to build strong school culture
Higher education is approaching a credibility crisis: Colleges may still be awarding degrees, but can they prove that students—not their AI tools—have actually learned? Accreditation has long depended on evidence that institutions define outcomes, assess student achievement, and use results to improve. The post Accreditation’s AI reckoning: Can colleges still prove students are learning? appeared first on eCampus News .
A Year After Cutting Athletics, Sonoma State Brings Back 10 Teams Emma Whitford Wed, 07/29/2026 - 03:00 AM Byline(s) Emma Whitford
Group Says AHRQ Grant Cancellations Top $131M Across 28 States Ryan Quinn Wed, 07/29/2026 - 03:00 AM Byline(s) Ryan Quinn
Convicted Murderer of Idaho Students Backtracks on Guilty Plea kathryn.palmer… Wed, 07/29/2026 - 03:00 AM Byline(s) Kathryn Palmer
Federal Lobbying Slows in Second Quarter Josh Moody Wed, 07/29/2026 - 03:00 AM Federal lobbying efforts by members of the Association of American Universities fell in the second quarter of 2026 to one of the lowest totals during the second Trump administration. Byline(s) Josh Moody
How Colleges Are Redesigning the Path to a Degree Joshua.Bay Wed, 07/29/2026 - 03:00 AM From transfer reform to apprenticeship credit, colleges are building more flexible pathways that connect learning, credentials and careers. Byline(s) Joshua Bay
Federal Judge Rules Against In-State Tuition for Illinois Undocumented Students Sara Weissman Wed, 07/29/2026 - 03:00 AM Byline(s) Sara Weissman
What We Know About the Government’s Investigations Into Medical Schools Johanna Alonso Wed, 07/29/2026 - 03:00 AM Initial findings from probes into medical schools’ admissions practices have left experts questioning the government’s evidence and analysis. Byline(s) Johanna Alonso
New Loan Limit Proration Rule Raises Concern Among Financial Aid Experts jessica.blake@… Wed, 07/29/2026 - 03:00 AM The rule—which proportionally limits how much a student can borrow based on how many credit hours they take—seems simple. But aid officers say it’s quite complicated and warn that ED hasn’t released enough guidance. Byline(s) Jessica Blake
Oregon Institution Lacks Funds to Move Away From Animal Testing Ryan Quinn Wed, 07/29/2026 - 03:00 AM The Trump administration is pushing to end animal testing, but Oregon Health and Science University said federal dollars weren’t available to turn its National Primate Research Center into a sanctuary. Byline(s) Ryan Quinn
The university faced outcry and a lawsuit over its decision to eliminate sports last year as part of broader cuts to close a $24 million deficit.
Two 1970s laws have been pushed back into the spotlight after being invoked to investigate LGBTQ+ issues in schools.
A Bellwether analysis found that despite sweeping enrollment declines in most places, districts located on the outskirts of urban areas saw growth.
Two days before the sweltering July 4 weekend, Martina Meijer, a New York City elementary teacher who occasionally substitutes over the summer, covered a class. The city’s summer school program had just begun and that day temperatures reached 100 degrees. “Even though the AC was on, it wasn’t working very well,” said Meijer. “There was […] The post Too hot for summer school? appeared first on The Hechinger Report .
With an eye on the clock, the Gates Foundation refreshed its vision for American schools Wednesday morning, unveiling a set of five-year goals intended to ease students’ transition to college graduation and career success. By 2030, the Foundation pledges to foster higher levels of math achievement; an increase in the number of first-generation college-goers; significantly […]
Two educators grapple with the same question from opposite perspectives.
Automated platforms can translate messages in seconds, but as a school principal, I've learned that true belonging requires a human connection ...
arXiv:2607.18292v3 Announce Type: replace-cross Abstract: Bigger language models are less reliable. Across three families, three benchmarks and six rungs, including in-the-wild chat logs, scaling closes the start-of-response knowledge gap up to $7\times$ while within-response knowledge degradation grows up to $39\times$. We trace that residual to one variable, the per-position disagreement $\delta = \log p_M - \log p_O$ against a stronger oracle, whose second moment splits exactly into bias$^2$ $\mathrm{KL}(p_M \,\|\, p_O)^2$ and decoding risk $\mathrm{Var}[\delta]$. That split is an interpretability statement before it is a statistical one: the model's self-readable uncertainty $H(p_M)$ enters only the bias term, so the risk term has no model-readable component. Risk also takes a growing share of the squared error with scale, $31\%$ to $49\%$ from $1.7$B to $14$B. At a fabrication $H(p_M)$ relaxes within one token while risk persists up to $23\times$ longer, leaving a confident-but-pr
arXiv:2604.18248v3 Announce Type: replace-cross Abstract: Current open-source prompt-injection detectors converge on two architectural choices: regular-expression pattern matching and fine-tuned transformer classifiers. Both share failure modes that recent work has made concrete. Regular expressions miss paraphrased attacks. Fine-tuned classifiers are vulnerable to adaptive adversaries: a 2025 NAACL Findings study reported that eight published indirect-injection defenses were bypassed with greater than fifty percent attack success rates. This work proposes seven detection techniques that each port a mechanism from a discipline outside LLM security: forensic linguistics, materials-science fatigue analysis, deception technology, local-sequence alignment from bioinformatics, mechanism design, spectral signal analysis, and taint tracking. Three are implemented in the prompt-shield v0.4.1 release (Apache 2.0) and evaluated across six datasets (deepset/prompt-injections, NotInject, LLMail-In
arXiv:2603.02565v2 Announce Type: replace-cross Abstract: The Generator-Evaluator (G-E) framework generates K candidate sequences and uses an evaluator to select the highest-scoring one, which is widely used in recommender systems (RecSys) and natural language processing (NLP). Existing evaluators commonly score candidates independently. Although such evaluations can be batched, independent scoring neither models interactions among candidates nor eliminates repeated computation of request-level context and recurring candidate elements, causing the total evaluation work to grow approximately linearly with K. To handle with, we propose FlashEvaluator, a joint evaluator that scores all candidate sequences in a single forward pass. FlashEvaluator factorizes evaluation into shared request-level encoding, reusable candidate-side computation, sequence assembly by indexing, and cross-sequence interaction for setwise comparison. We call this request-local reuse scheme QKV-Cache: inspired by aut
arXiv:2601.03595v2 Announce Type: replace-cross Abstract: Large Reasoning Models (LRMs) exhibit human-like cognitive reasoning strategies (\eg backtracking, cross-verification) during the reasoning process, which improves their performance on complex tasks. Currently, reasoning strategies are autonomously selected by LRMs themselves. However, such autonomous selection often produces inefficient or even erroneous reasoning paths. To make reasoning more reliable and flexible, it is important to develop methods for controlling reasoning strategies. Existing methods struggle to control fine-grained reasoning strategies due to conceptual entanglement in LRMs' hidden states. To address this, we leverage Sparse Autoencoders (SAEs) to decompose strategy-entangled hidden states into a disentangled feature space. To identify the few strategy-specific features from the vast pool of SAE features, we propose SAE-Steering, an efficient two-stage feature identification pipeline. SAE-Steering first re