Search: “school-district”

Meta debuts its Muse AI agent. Will consumers trust it?

Meta launched Muse, a consumer AI agent powered by Muse Spark that connects to users' apps to execute tasks like emailing, booking travel, and payments.

Meta introduced Muse, a personal AI agent for US users that connects to email, calendars, payments, shopping, and other services to execute tasks such as booking travel, lowering bills, and completing purchases via Link by Stripe. The agent runs in a dedicated Muse Secure VM with a separate Sentinel agent kept apart at the system level, and Meta claims it cannot see passwords or payment data and does not share conversations with ad systems. Muse is free to start, with Power ($20/month) and Maximum ($100/month) subscription tiers, and is available on the web, iOS, Android, and WhatsApp, with Meta AI glasses support planned. The launch follows Meta's $18 billion multistate consumer-harms settlement and comes as rivals like Gemini Spark and Claude Cowork push agentic AI.

TechCrunch · AI·Sep 8, 19:00 UTC · 8d agoAI industry 3 sources1

CO: Cyberattack damages files at Salida School District in Colorado

A cyberattack forced Colorado's Salida School District offline on June 29, damaging locally stored files and disrupting administrative operations.

A cyberattack on Salida School District in Colorado began around 6:30 a.m. on June 29 and was detected roughly two hours later, according to a July 2 district notice. Officials shut down the entire network and brought in outside specialists to respond. The attack damaged locally stored files and disrupted administrative operations. No confirmation of data exfiltration or ransomware involvement has been reported.

DataBreaches.net·Sep 9, 23:55 UTC · 6d agoData breach in the wild

TX: Two Lamesa ISD employees arrested over security breach

Two Lamesa ISD employees in Texas were arrested over an alleged computer security breach investigated with the Texas Rangers.

Lamesa Independent School District announced that two employees were arrested in connection with a law enforcement investigation involving allegations of a breach of computer security. The Lamesa Police Department said the arrests were carried out alongside the Texas Rangers. The district has not disclosed the nature, scope, or impact of the alleged breach.

DataBreaches.net·Sep 11, 18:53 UTC · 5d agoPolicy & legal1

MA: Springfield Public Schools will be closed Tuesday after a cyber incident

Springfield Public Schools in Massachusetts closed Tuesday after a cyber incident disrupted systems needed for essential operations while investigators assess scope.

Superintendent Dr. Sonia Dinnall announced Monday that Springfield Public Schools would close Tuesday after a cyber incident disrupted systems required for essential school operations. The closure is intended to support response efforts while investigators assess the extent of the incident. No attribution, ransomware confirmation, or data-theft details have been disclosed yet.

DataBreaches.net·Sep 7, 21:17 UTC · 9d agoData breach in the wild

Schools are catching on to Big Tech’s playbook

A new book warns AI firms are repeating Big Tech's education playbook, as New York City and Los Angeles restrict classroom AI use.

NYT education reporter Natasha Singer's book 'Coding Kids' documents how Apple, Microsoft and Google embedded proprietary curricula and Chromebooks in US schools over 15 years, building product loyalty and market position. Google's Chromebook and Classroom dominance positioned it to promote generative AI in classrooms. New York City banned AI in elementary and middle schools and Los Angeles imposed broader restrictions including high schoolers, as parents and teachers push back against screens and AI in classrooms.

The Verge · AI·Sep 10, 19:44 UTC · 6d agoAI industry

“Network outage” disrupts Westfield Public Schools in New Jersey as ransomware group posts samples

A ransomware group posted stolen data samples after a districtwide network outage disrupted Westfield Public Schools in New Jersey.

Westfield Public Schools in New Jersey experienced a districtwide network outage during the first week of school, disrupting communications and digital instruction while classrooms stayed open. The district initially attributed the disruption to networking hardware failure across all schools and offices. A ransomware group has since posted data samples, indicating extortion activity tied to the incident.

DataBreaches.net·Sep 9, 12:09 UTC · 7d agoRansomware

Possible cyber incident disrupts Monroe schools in Wisconsin

Possible cyber incident forced the School District of Monroe in Wisconsin to cut internet access, knocking out phones and canceling an ACT testing session.

The School District of Monroe in Wisconsin disconnected its network after a possible network security issue. Students powered down computers, school phone service failed, and a scheduled ACT testing session was canceled. Classes continued while the district investigates the incident. No data theft or attacker claims have been confirmed so far.

DataBreaches.net·Sep 14, 17:44 UTC · 2d agoData breach

New York City bans AI tools from public schools through eighth grade

New York City banned AI tool use for roughly 600,000 public school students through eighth grade starting this school year.

New York City's Department of Education announced that about 600,000 students through eighth grade can no longer use AI tools, with individual screens banned through third grade and companion chatbots banned at all grade levels. Middle schoolers are recommended no more than 45 minutes of daily screen time; teachers may use AI for lesson prep but not grading. Mayor Zohran Mamdani framed the move as resisting industry framing of AI education as inevitable, while parent groups want a full two-year moratorium; a task force will deliver a report by April 2027 to guide future policy.

The Decoder·Sep 7, 13:00 UTC · 9d agoAI policy1

Bringing ChatGPT for Teachers to more U.S. school districts

OpenAI expands ChatGPT for Teachers to 55 U.S. school systems, adding secure AI tools and training for over 100,000 more educators.

OpenAI announced that ChatGPT for Teachers is expanding to 55 U.S. school systems. The rollout brings secure AI tools, training, and support to more than 100,000 additional educators and staff. The expansion marks a significant scale-up of OpenAI's education product in the U.S. K-12 market.

OpenAI News·Aug 26, 10:00 UTC · 21d agoAI industry

Student photos, bank details stolen by hackers after St James Anglican School in Perth hit by cyber attack

St James Anglican School in Perth reports hackers stole student photos and family bank details in a contained network breach.

St James Anglican School in Perth's north identified unauthorized access to its computer systems in a cyber breach. Hackers stole students' and families' personal information, including photos and bank details. Parents were advised the school immediately contained the incident and secured its systems.

DataBreaches.net·Sep 15, 11:48 UTC · 1d agoData breach

Verify Before You Distill: Prompt-Level Teacher Gating for On-Policy Distillation

TGOPD verifies teacher reliability per prompt before on-policy distillation, outperforming vanilla OPD across math, code, and instruction benchmarks.

Teacher-Gated On-Policy Distillation (TGOPD) estimates teacher reliability from verifier-scored teacher probes and routes each prompt either to dense on-policy distillation or to verifier-grounded GRPO, avoiding misleading updates from confidently wrong teachers under mode-seeking reverse KL. Across 4B and 35B students in mathematics, code, and instruction following, TGOPD outperforms vanilla OPD in all six single-domain settings and achieves higher seven-benchmark averages under multi-domain training. It also raises teacher-node GPU utilization from 9.8% to 78.9% in the measured 4B single-domain run by reusing idle teacher capacity.

Hugging Face daily papers·Sep 1, 20:00 UTC · 15d agoAI research

Microsoft Commits to Sweeping AI Privacy Rules for Students. Will Other Tech Giants Follow?

Microsoft signed legally binding AI privacy and safety standards for schools with the American Federation of Teachers, effective November 1.

Microsoft's agreement with the American Federation of Teachers prohibits using student or educator data to train AI systems, bans selling data or using it for ads and product development, and forbids AI companions designed to foster emotional dependency, with third-party audits required. The standards apply to all schools under Microsoft contract starting November 1. NYC and LA school districts announced one-year moratoriums on student AI use, while OpenAI and Anthropic pursue similar pacts and Google remains noncommittal.

SecurityWeek·Sep 15, 20:24 UTC · 1d agoAI policy

Massachusetts school district, city hall shutter after cyber incidents

Springfield Public Schools (23,000 students) and Everett city hall in Massachusetts closed after weekend cyber incidents disrupted essential systems.

Springfield Public Schools, serving 23,000 students across more than 60 schools, closed buildings on Tuesday to investigate a cyber incident that disrupted systems needed for essential operations, including phones and attendance reporting. Separately, Everett, Massachusetts (population over 50,000) closed City Hall to the public after a cyberattack discovered Sunday evening impacted its internal network, though police, fire, public works and schools operate normally. The article notes multiple universities and K-12 districts have announced cyberattacks in recent weeks as hackers exploit the new school year for ransom leverage.

The Record·Sep 8, 21:05 UTC · 8d agoData breach in the wild

Microsoft has new AI privacy rules for schools

Microsoft agreed to enforceable AI safety and privacy principles with the AFT and UFT after New York City and Los Angeles imposed one-year bans on student-facing AI.

Microsoft committed to ten contractually enforceable principles covering AI use in schools, including not training models on student or educator data, limiting data collection, plain-language disclosure to families, prohibiting AI companions, and requiring human review for high-risk decisions. The agreement with the American Federation of Teachers and its NYC affiliate comes after NYC and LA implemented one-year bans on student-facing AI. Districts can adopt the terms into new or existing contracts starting in November.

The Verge · AI·Sep 9, 17:07 UTC · 7d agoAI policy

Curriculum Learning as Transport: Understanding Curricula with Wasserstein Geodesics

Researchers model curriculum learning as Wasserstein transport over difficulty distributions, finding curriculum benefits are strongly task- and budget-dependent with no dominant strategy.

The framework represents curricula as trajectories of training distributions over discrete difficulty levels, decoupling ordering, matched exposure, endpoint smoothness, and pacing. Across a calibrated suite of 12 tasks and 33 difficulty axes under fixed training budgets, no single strategy dominates, though easy-to-hard ordering improves hard-level performance relative to exposure-matched static sampling. Endpoint smoothness and pacing substantially affect where along the difficulty spectrum a curriculum is effective, and the transport view supports extensions to learned pacing and structured difficulty spaces.

arXiv cs.AI / cs.LG / cs.CL·Sep 8, 17:39 UTC · 8d agoAI research1

Emergency Department Revisit Quality Review Screening: Exploring Human Decision-Making and Artificial Intelligence Support

A retrospective study found GPT-4 over-flagged emergency department revisit cases while an LLM knowledge-graph screener achieved 83-100% positive predictive value.

In an exploratory retrospective study of 99 emergency department diagnosis pairs from a multihospital health system, clinicians and GPT-4 independently judged whether revisit pairs warranted further assessment. GPT-4 responses correlated poorly with clinicians, flagging 94% of pairs for follow-up, 4.4-13.3 times more than clinicians, though prompt engineering was minimal. An algorithm leveraging an LLM-populated knowledge graph (KGA) achieved 83-100% positive predictive value against at least one clinician rater, suggesting LLM-based screening could broaden revisit quality review without substantially increasing reviewer workload.

arXiv cs.AI / cs.LG / cs.CL·Sep 9, 16:37 UTC · 7d agoAI research1

Senate set to debate package of bills on privacy, AI and kids safety

CyberScoop·Aug 4, 13:33 UTC · Aug 4, 2026Exploit / PoC in the wild1

Kids’ online safety bill faces dim prospects of passage this session despite progress

Kids Online Safety Act clears Senate committee but passage looks unlikely this session amid House-Senate deadlock over the duty-of-care provision.

KOSA advanced out of the Senate Commerce Committee, but the chambers remain split on a duty-of-care provision requiring platforms to act with reasonable caution to prevent foreseeable harm, which House leadership opposes over First Amendment and negligence-lawsuit concerns. The Senate passed KOSA 91-3 last Congress before it died in the House, and the House passed its own version without the duty of care in June as part of a larger package, after stripping a state-law preemption provision. Observers say even Senate passage this year is a struggle given the short calendar, with a lame-duck window between November and January the more plausible path, and Majority Leader John Thune controlling whether a roll-call vote happens.

The Record·Aug 24, 00:00 UTC · 23d agoPolicy & legal

Ransomware group claims attack on Missouri’s Cedar County Memorial Hospital after IT outage

Ransomware group claims attack on Cedar County Memorial Hospital in Missouri, forcing IT shutdown that disrupted EHRs and diverted emergency patients.

Cedar County Memorial Hospital in El Dorado Springs, Missouri shut down its IT networks on August 14 after a disruption left its electronic health record system, patient portal, and internet access unavailable. A ransomware group subsequently claimed responsibility for the attack. Diagnostic imaging was also disrupted, preventing transmission of images to radiologists, and the emergency department partially diverted trauma and critical patients.

DataBreaches.net·Sep 15, 11:49 UTC · 1d agoRansomware

MetroLLM-Bench: Evaluating Language Models as Transit Kiosk Runtimes

MetroLLM-Bench is a 955-case benchmark testing language models as transit kiosk tool-calling runtimes across six real metro systems.

The benchmark covers 37-414-station metro systems and eleven task categories including routing, fare calculation, disruptions, accessibility, and adversarial input, with 14 deterministic and 8 semantic scoring components. Of 26 models from six vendors, a PEFT-tuned 4B Qwen 3.5 student scored 91.3 on Tier 1, exceeding GPT-5.6 (90.6/90.0), while Muse Glimmer 30B led the composite ranking. A deterministic rule-based baseline reached 84.6, and PEFT gains over base models shrank from +7.03 points at 2B to -0.91 at 27B.

Hugging Face daily papers·Sep 8, 20:00 UTC · 8d agoAI research

Anatomical Grounding and Leakage-Aware Multimodal Contrastive Learning for Alzheimer's Disease Classification from Structural MRI

Study of label leakage and anatomical grounding in multimodal MRI models for Alzheimer's staging shows cognitive-score fusion accuracy of 87.3% is leakage-driven.

The authors train a ResNet18 slice-based encoder with a one-layer Transformer on 1,075 ADNI-1 T1 MRI scans, using FastSurfer segmentations and YOLOv8 localization (mAP_50 above 0.96) as anatomical reference. Grad-CAM shows the image-only classifier often attends to skull and background rather than disease-relevant structures. A CLIP-style image-tabular contrastive framework organized along a label-leakage spectrum yields 87.3% three-way accuracy with cognitive scores versus 73.0% with regional volumes, and cropping to the medial temporal lobe raises image-only accuracy from 58.7% to 65.1%. Results come from single runs on a small balanced test set with reported confidence intervals.

arXiv cs.AI / cs.LG / cs.CL·Sep 14, 17:13 UTC · 2d agoAI research1

5 new ways to level up your learning with Search

Google promotes five Search study tools for students preparing for classes and standardized tests.

Google published a back-to-school post highlighting five ways to use Search tools when studying for classes and standardized tests. The post is promotional product guidance rather than a launch, research result, or security announcement.

Google · AI·Aug 19, 19:00 UTC · 28d agoAI industry

Who Should Grade My Work? Student Perspectives on Transparent AI-Assisted Writing Assessment in Higher Education

A Saudi university study finds students value ChatGPT writing feedback but treat human instructors as the final grading authority.

Thirteen male undergraduate computing students at a Saudi public university completed handwritten writing tasks that were scored by ChatGPT using a rubric-based prompt, then reflected after being told the score and feedback were AI-generated. Inductive thematic analysis identified four themes: perceived feedback usefulness, awareness of AI's contextual and pedagogical limitations, conditional trust, and reflection on the instructor's institutional role. Participants accepted GenAI feedback for surface-level revision but consistently positioned human instructors as the authority over grading decisions, distinguishing feedback utility from evaluative authority.

arXiv cs.AI / cs.LG / cs.CL·Sep 4, 16:49 UTC · 12d agoAI research

CanvasAnneal: Curriculum Reinforcement Learning for Diffusion Language Models

CanvasAnneal injects teacher reasoning traces into diffusion canvases during curriculum RL, improving diffusion LLMs on MATH500, Countdown, and Tau2.

CanvasAnneal is a curriculum-guided reinforcement learning framework for diffusion language models that addresses exploration bottlenecks in standard RL. It warm-starts exploration by injecting teacher-generated reasoning traces into the initial diffusion canvas, then gradually removes this guidance so the model generates reasoning trajectories independently. Across mathematical reasoning and tool-use benchmarks, it improves over standard diffu-GRPO on MATH500, Countdown, and Tau2 and accelerates reward improvement, though gains are task-dependent.

arXiv cs.AI / cs.LG / cs.CL·Sep 11, 16:59 UTC · 5d agoAI research1

Meta pledges to overhaul kids’ safety protections, pay $17 billion to settle social media case

Meta settles states' kids' online safety lawsuit for $17 billion, agreeing to landmark usage limits, age restrictions, and independent auditing.

Meta agreed to pay $17 billion to settle a civil suit from nearly every US state and territory alleging it hid research showing Facebook and Instagram are addictive to minors and violated COPPA by collecting data on children under 13. The settlement imposes reforms including two-hour daily limits for users under 18, a midnight-to-6am usage block, non-personalized feed options, and an independent auditor. Meta also settled separately with Texas for about $1 billion.

The Record·Aug 26, 18:53 UTC · 21d agoPolicy & legal

Students who use AI generally score worse at school

OECD PISA data from 91 countries shows AI-using students generally score lower, though moderate intentional use plus critical evaluation training can improve outcomes.

PISA 2025 data covering over 760,000 students in 91 countries found that, after adjusting for socioeconomic status, students who never use AI generally outperformed users in science. Effects varied by use type and frequency: task-specific uses like summarizing showed the largest drops, while weekly users of AI for general learning slightly outperformed non-users, especially when trained to critically assess AI output. AI use was higher among advantaged students and varied widely by country, from over 95% in Vietnam to 60% in Japan.

The Verge · AI·Sep 9, 12:05 UTC · 7d agoAI research

Learning never stops: How AI makes learning continuous

OpenAI report describes how students and educators use ChatGPT to extend learning continuously beyond the classroom.

OpenAI published a report examining how students and educators use ChatGPT to make learning more continuous. The report describes support that extends beyond the classroom, positioning ChatGPT as an ongoing learning companion. The release is part of OpenAI's education-focused communications rather than a technical or safety research paper.

OpenAI News·Aug 26, 10:00 UTC · 21d agoAI industry

Growing Up The Hard Way

The Hacker News·Aug 7, 11:55 UTC · Aug 7, 2026Vulnerability1