Research Publication

MIT Researchers: Solo Claude Agents Invent Games, Learn Faster

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MIT Researchers: Solo Claude Agents Invent Games, Learn Faster

Cambridge – October 19, 2026 -- AI agents left alone on a virtual island for 30 hours outperformed fresh copies on a specific task, according to a new MIT paper that has not yet been peer-reviewed. The agents, copies of Claude Opus 4.7 nicknamed Eko, had no instructions beyond a prompt describing them as "naturally curious."

Researchers placed the agents on a simulated island loosely based on Roblox. Eko wrote instructions that moved its avatar and explored the limits of the world. It set its own goals, including climbing the map's highest point and testing how high it could throw a block.

NEJM Trial: CGMs Add 5 Hours Daily in Target Range for Type 2 Patients

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NEJM Trial: CGMs Add 5 Hours Daily in Target Range for Type 2 Patients

Aurora – October 15, 2026 -- Adults with type 2 diabetes who do not take insulin spent about five more hours per day within their target blood sugar range when using continuous glucose monitors (CGMs) than patients receiving routine care, according to a randomized trial published in the New England Journal of Medicine.

Nearly twice as many CGM users reached an A1c below 7%, a common treatment goal. The A1c gap between the two groups was 0.9 percentage points, which the researchers say greatly exceeds the threshold generally considered clinically meaningful.

Trial enrolled 283 adults across 22 primary care practices

Participants were followed for 26 weeks. The University of Colorado Anschutz team describes the study as the first large-scale, multicenter randomized controlled trial to evaluate the effectiveness and safety of CGM in adults with type 2 diabetes who do not take insulin.

Tianjin Team's COF Membrane Hits Record CO2 Permeability at $38/t

Tianjin – October 14, 2026 -- Researchers at Tianjin University have developed an all-organic mixed-matrix membrane that raised CO2 permeability by an order of magnitude in simulated flue gas tests, a new record, with a preliminary capture cost estimate of about $38 per tonne of CO2.

The study appeared online in Nature Energy on Oct. 7 under the title "All-organic mixed-matrix membranes with single-crystal covalent organic frameworks for carbon capture."

Weak-interaction inlaying targets the filler-polymer compatibility problem

Mixed-matrix membranes pair the processability of polymers with the molecular transport of porous fillers. Development has been limited by compatibility problems between the two components. Porous particles can aggregate or settle within the polymer. Overly strong filler-polymer interactions can restrict polymer movement or block transport pathways.

Pediatric Research Article Names 10 Next Big Child Health Priorities

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Pediatric Research Article Names 10 Next Big Child Health Priorities

CINCINNATI – October 14, 2026 -- Ten research areas, from gene editing to artificial intelligence, could drive the next generation of major advances in child health, according to a special article in Pediatric Research led by Tina Cheng, MD, MPH, who heads the Cincinnati Children's Research Foundation.

Four-physician team selects 10 research opportunities

Cheng worked with Stephen Daniels, MD, PhD, of Children's Hospital Colorado; Jessica Snowden, MD, MS, of the University of Tennessee Health Science Center; and Tracy Glauser, MD, associate director of the Cincinnati Children's Research Foundation. The article builds on a 2016 report on seven great achievements in child health research, which Cheng co-authored.

Priority list spans genetics, AI, vaccines and cancer

The 10 areas are:

Fungi Perfecti Publishes First Complete Agarikon Fungus Genome

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Fungi Perfecti Publishes First Complete Agarikon Fungus Genome

Olympia – October 14, 2026 -- Fungi Perfecti, LLC has published the first complete genome of the endangered Agarikon fungus, a 28.76-megabase nuclear assembly estimated to be 99.4% complete, in the peer-reviewed journal G3: Genes, Genomes, Genetics.

The study, led by mycologist Paul Stamets and company scientists, is titled "Genomic characterization of the endangered medicinal polypore agarikon (Laricifomes officinalis syn. Fomitopsis officinalis)." Until now, Agarikon lacked a comprehensive genomic reference for genetic investigation.

Researchers annotate 8,717 predicted genes in the Agarikon nuclear genome

Fungi Perfecti researchers assembled and annotated both the nuclear and mitochondrial genomes. Of the 8,717 predicted genes, 8,604 are protein-coding.

The team also identified 287 genes across 27 candidate biosynthetic gene clusters, including genes associated with pathways that produce specialized metabolites.

KNOWIDEA, Georgia Tech Publish VeriPIE to Make AI Queries Checkable

New York – October 13, 2026 -- KNOWIDEA, the decision intelligence company, has published a research paper co-authored with Georgia Tech and developed with one of the world's largest asset managers, aimed at making AI-generated financial database queries verifiable before they inform decisions.

The paper, titled "VeriPIE: Checkable Query Plans and Evidence-Guided Selection for Text-to-SQL," describes a method that improves the accuracy of AI-written database queries. Each answer comes with evidence that a risk team can validate before acting on it.

Silent query errors return plausible but wrong numbers

Banks, asset managers and corporate finance teams are adopting AI tools that convert plain-English questions into database queries, a task known as text-to-SQL. According to the paper, the main danger is not the query that fails but the one that runs, returns a reasonable number and is wrong.

NTT Cuts Microalgae CO2 Measurement Error From 3,300% to 8%

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NTT Cuts Microalgae CO2 Measurement Error From 3,300% to 8%

Tokyo – October 12, 2026 -- NTT, Inc. has cut the maximum relative error of sensor-based CO2 absorption monitoring in microalgae cultures from approximately 3,300% to approximately 8%, measured against the conventional titration method.

The technology calculates dissolved inorganic carbon (DIC) concentrations from CO2 and other sensor readings. It does not require sampling the culture fluid for each measurement. The results were published in the journal Algal Research on August 12, 2026.

Titration is accurate but cannot deliver continuous data

Evaluating microalgal CO2 absorption means tracking DIC, which exists in culture fluid as dissolved CO2, bicarbonate ions and carbonate ions. Titration measures DIC accurately, but every reading requires a fluid sample and takes time and effort, so it does not suit continuous data acquisition.

Study: 55% of AD Patients Switch Systemic Therapy Over Efficacy Gaps

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Study: 55% of AD Patients Switch Systemic Therapy Over Efficacy Gaps

Friendswood, Texas – September 25, 2026 -- More than half of atopic dermatitis (AD) patients who used targeted systemic therapies modified treatment because the drugs failed to work, according to a new study published in Dermatology and Therapy by Castle Biosciences, Inc. (Nasdaq: CSTL).

Study finds 55% of systemic therapy users switched due to lack of efficacy

The research surveyed 43 AD patients and caregivers who completed a 32-question assessment at the 2024 National Eczema Association Eczema Expo. Among respondents who had used targeted systemic therapies, 55% reported modifying treatment because of insufficient results. Inadequate skin clearance and persistent itching were cited as the most frequent reasons for switching drugs or adding topical treatments.

Study: GenAI Use Linked to Higher GPAs, Not Academic Struggle

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Study: GenAI Use Linked to Higher GPAs, Not Academic Struggle

PHOENIX – September 21, 2026 -- New peer-reviewed research from University of Phoenix found that non-traditional undergraduate students who used generative AI tools more frequently reported higher GPAs and greater confidence in technology skills, contradicting assumptions that GenAI is primarily a crutch for struggling or time-pressed learners.

The study, "Strategic Integration or Skill Compensation? Understanding GenAI Use in Online Higher Education," was published September 21, 2026, in Artificial Intelligence in Education, Vol. 2, No. 1, pages 205-223. It was authored by researchers affiliated with the University's Center for Educational and Instructional Technology Research (CEITR): Jessica Sylvester, EdD; Melinda Kulick, EdD; Leonidas Maganares, EdD; and Stella Smith, PhD.

Study: Curriculum-Career Alignment Tops Graduate Employability Factors

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Study: Curriculum-Career Alignment Tops Graduate Employability Factors

Phoenix – September 19, 2026 -- A peer-reviewed study of 380 U.S. college graduates has identified curriculum-career alignment as the highest-rated strategy for building employability, ahead of critical thinking training and real-world application opportunities.

Researchers surveyed 380 graduates across 11 employability strategies

The mixed-methods study, published in the International Journal of Innovative Business Strategies under the title "Graduate Employability in a Changing World," was conducted by scholars affiliated with the Center for Educational and Instructional Technology Research (CEITR) at University of Phoenix College of Doctoral Studies. Respondents ranked connecting curriculum to careers as the top employability factor, followed by teaching critical thinking and adaptability, incorporating real-world applications, and encouraging internships or employment.