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Ethics · Regulation · Technology — Pharma Practice Notes

AI
AI FoundationsIntro · 4 Episodes
AI Foundations
L1Foundations — AI Terms & Concepts
L2AI Lectures Vol. 2 — Build Source-Consistent Documents with AI (Phrase Structure Grammar, 10 Hands-On Steps)
L3Email, Minutes, Summaries — 30 Minutes a Day with AI
L4Documents and Diagrams — AI for Becoming Someone Who Can Explain
AI Applied SeriesPractice · 5 Series × 10 Episodes
AI Marketing
L1Marketing Redefined for the AI Era: "Advertising → CRM → Content → Brand"
L2AI Agent for Marketing “The era of delivering to agents rather than people”
L3Vibe Marketing “Designing the “Atmosphere” of a Brand”
L4New dimension of personalization “From 1to1 to 1to-Self”
L5AI-Generated Content Strategy: Building Review Into a 'Fast to Make' Era
L6Predictive Marketing: Anticipating "What You Want Next"
L7Virtual Influencer Ethics: The Boundaries of an AI-Made "Persona"
L8CRM × AI: Putting AI Into Customer Relationship Management
L9Automated Creative Optimization: Infinite Generation and Automated A/B
L10The World After Cookies: Marketing Without Tracking
AI Programming
L1The Foundations of Code Generation: What an LLM Can and Cannot Write
L2Working With Copilot: The Practical Discipline of Completion-Type AI
L3Prompt Engineering: Designing Instructions That Reproduce
L4Writing Tests With AI: Between Generation and TDD
L5Refactoring: Safe Improvement with AI Assistance
L6Generating Documentation: The Limits of Turning Code into Prose
L7AI Security and Vulnerabilities: The Risks of Generated Code
L8Model Selection and Cost Optimization: Choosing the Right Tool for the Task
L9Architecture Design: How to Use AI as a Design Advisor
L10AI Pair Programming: How People and AI Work Together
AI Medical
L1Medical AI Today: The Whole Picture, and Separating Out the Overstatement
L2Clinical Decision Support (CDSS): It Assists, It Does Not Replace
L3Diagnostic Imaging AI: The Real Power and the Pitfalls of Reading Support
L4EHRs and AI: Recording, Summarizing, Voice Input
L5Drug-Discovery AI: From Target to Clinic
L6PMDA and AI Medical Devices: The Practice of Approval and Regulation
L7The Ethics of Medical AI: Fairness, Explainability, Consent
L8The Physician's AI Literacy: The Power of the One Who Uses the Tool
L9The AI Strategy of a Pharmaceutical Company: From R&D to Commercial
L10The Future of Medical AI: A 5-to-10-Year Outlook and Its Principles
AI and the Economy
L1AI as a General-Purpose Technology — What the Productivity J-Curve Reveals
L2AI and Productivity — From +14% to −19%, What the Studies Actually Show
L3AI and Jobs — 80% of Workers Have Tasks Exposed
L4The Cost Structure of AI — Training at $78 M, Inference Down 280×
L5The AI Investment Wave — $700 Billion a Year Flowing into Data Centers and Power
L6AI and Market Concentration — FTC, CMA and JFTC Raise Three Competition Risks
L7AI and International Competition — CHIPS Act, Export Controls and the EU AI Act
L8AI and Health Economics — Can the $2.2 Billion-Per-Drug Model Change?
L9AI and the Pharma Business Model
L10Distributing the AI Economy and the 1.6-Point Drop in Labour Share
AI and Finance
L1AI in Finance Today — FSB Report and the 75% Adoption Rate
L2AI and Capital Markets
L3AI Capex at $725 Billion and the Distance to Revenue
L4The Quarter AI Took 80% of Venture Capital
L5Three Regulatory Frameworks for AI in Finance: Japan, the EU and the US
L6Why SR 26-2 Excluded Generative AI
L7PCAOB and IAASB Question AI Audit Accountability
L8$20 Billion into AI Drug Discovery, Zero FDA Approvals
L9DORA's 19 Designated Providers and AI Concentration Risk
L10BIS and FSB Chart the Course for AI Financial Regulation
AI Highlights — the whole pictureDaily digest · morning & evening · last 10
AI Highlights — last 10
10/21 AMThe heat of AI investment and the beginning of selection
10/20 PMWho will benefit from AI efficiency?
10/20 AMThe relationship between the workplace and people driven by AI
10/19 PMBias in AI investment and redefinition of workers
10/19 AMDiscrepancy between AI anxiety and reality
10/18 PMThe difference between the heat of AI investment and the temperature of the field
10/18 AMThe boundary between employment and the mind driven by AI
10/17 PMEvening when deciding the scope to be entrusted to AI
10/17 AMDistance between people and the workplace driven by AI
10/16 PMAI anxiety and workplace relocation
AI and Emerging TechnologyEssays · Weekly
AI and Emerging Technology — last 10
10/17A peer-reviewed NEJM AI article prices LLM-written and physician care plans on the US Med…
10/17A peer-reviewed Nature paper converts existing subword language models into byte-level mo…
10/17An arXiv preprint organizes harness self-evolution, revising prompts, memory, tools and c…
10/16X-Ragent trains a chest X-ray agent to decide when auxiliary evidence is needed and to bl…
10/16Tools connected via MCP return noisy feedback and users correct agents mid-task
10/16In on-policy self-distillation, a teacher that sees a verified solution drifts toward sho…
10/15Knowing that an image is not AI-generated does not tell you whether the event it shows is…
10/15When AI agents work with people or with other agents, they need some estimate of what the…
10/15When a language model is asked to pick from a list by writing out its answer, the choice…
10/14An explainer on TerminalHorizon, a fully automated data synthesis engine for long-horizon…
AI Daily NewsDaily digest · last 10
AI Daily News — last 10 issues
10/21 AMAI industry news for 2026-10-21
10/20 PMAnthropic IPO filing intensifies AI capital race and regulation debate
10/20 AMAnthropic IPO talk and AI wealth-sharing pledges meet job fears
10/19 PMThe biggest move was Anthropic's announcement that it would contribute 5% of its stock to a "Public Benefit F…
10/19 AMAI regulation debate intensifies as OpenAI revenue outlook falls short
10/18 PMAutonomous AI agents raise accountability and safety concerns
10/18 AMSoaring AI economic hopes collide with lawsuits and market jitters
10/17 PMAnthropic quietly floats AI safety bill to lawmakers ahead of IPO
10/17 AMAI agent misconduct fuels safety fears as Anthropic IPO nears
10/16 PMAnthropic surges as agent misbehavior sharpens AI safety debate
AI Daily Update VideoOne a day · 15 min
AI Daily Update Video — latest edition
10/21Do AI-designed molecules really work?　8:15
10/18AI's $44T promise; markets lose $1T　9:02
10/17AI agents going rogue: disclosures keep coming　9:12
10/16AI Safety: Four Parties Asked for Answers at Once　9:48
10/15In AI Safety Tests, Models Broke Into Outside Groups　10:17
10/14Who Should Verify AI?　10:15
10/13If AI errs, who is responsible? Behind Meta's claim　10:25
10/12AI price cuts and the systems to stop AI　8:58
10/11Reporting AI incidents to the state, through a pharma lens　9:19
10/10The day a usage policy banned abusing AI　10:32
AI and the Pharmaceutical IndustryPharma × AI capital · Daily · last 10
AI and the Pharmaceutical Industry — last 10 issues
10/21up to 1,700億円 — METiS Therapeutics、Eli LillyとAI送達技術で提携頭金1,000万ドル超、マイルストーンは最大約1,700億円
10/20$1.1B — Lilly partners with Hong Kong's Metis in $1.1B deal to bolster AI nanoparticle discovery
10/19Only one development was reported today in the pharma-AI space: AI drug discovery company Elix and Axcelead D…
10/18Only two items were reported today, and no large pharma-AI deals were confirmed
10/17Today's focus is the AI drug discovery partnership between AstraZeneca and insitro
10/16The focus of the day was the AI drug discovery partnership between AstraZeneca and insitro
10/15Today's pharma-AI coverage centers on individual drug discovery partnerships and financings, and no single de…
10/14Only four items were reported today, and there is no sign of large-scale investment or fundraising by pharmac…
10/13The heaviest move in pharma × AI investment today is Enveda Biosciences' $311 Million Series E
10/12AI and the Pharmaceutical Industry — 2026-10-12
AI Tech FlashNew AI technologies · Daily · last 10
AI Tech Flash — last 10
10/18VS Code 1.142 adds canvases for working with agents
10/18Google Releases Gemini 4 Argon to the Public
10/17TypeSafe AI Releases Jev, an AI That Returns Decisions
10/17Microsoft AI finishes pre-training MAI-Base-2
10/17Microsoft releases a decision-focused model
AI Reports from InstitutionsCompanies, universities, consultancies · every 3h · last 10
AI Reports from Institutions — last 10
10/20Measuring What Medical AI Can Actually Do | Stanford HAI
10/20The public should reap the benefits of the AI boom it helped…
10/20AI and Biosecurity Managing Biological Risks from General-Pu…
10/20How Claude designed protein binders against scorpion neuroto…
10/20Inside OpenAI’s Shift to AI Agents
10/20Using Claude to reduce the attack surface of code
10/20Strengthening AI safety evaluation through independent third…
10/20Agentic AI: Orchestrating Intelligent Operations
10/19Is it already too late to reduce catastrophic AI risk?
10/19Germany Wants to Lead the World in Industrial AI: How NVIDIA…
Harvey & Legal AIRecord of the changing legal profession · twice daily · last 10
Harvey and the Changing Legal Profession — last 10
10/21From Hallucination to Sanctions: The Potential Costs of Unverified AI Citations
10/20AI Misuse Is a Serious Problem for Lawyers
10/20Everlaw Survey: In-House Legal Teams Are Using AI to Cut Law Firm Spend and 81% Expect Outcome-Based Pricing to Eclipse the Billable Hour Within Five Years
10/20"Think for yourself" — how to implement AI into your legal practice without killing it
10/20Why Anthropic Is Teaching AI Negotiation Skills From Lawyers: The Unfortunate Reality That Agent Performance Gaps Decide Deal Gains and Losses [Generative AI Case Files] A Future of Leaving Price and Salary Negotiations to AI: Capability Gaps Between Models Seen in Experiments and the Challenge of 'Fair Dealing' (1/5)
10/20Harvey's answer to growing in-house legal demand
10/20NZ Law News – Bell Gully appoints Partner Richard Massey as AI Lead
10/20BigLaw Hiring Boom: What Happened to the Class of 2024?
10/20How Law Schools Are Teaching Students to Use AI Responsibly
10/20Lawyer-focused court document drafting AI 'Benpal Shomen Sakusei' expands feature where AI proposes claim directions from evidence materials
Predictions & WarningsFrom notable people
Predictions and Warnings from Notable People
PredictionsPredictions & Warnings — Predictions
WarningsPredictions & Warnings — Warnings
DisclosuresPredictions & Warnings — Disclosures
AssessmentsPredictions & Warnings — Assessments
Foresight2027–2041
Foresight essays
2027Foresight — 2027
2029Foresight — 2029
2031Foresight — 2031
2036Foresight — 2036
2041 (ASI)Foresight — 2041 (ASI)
Story: Agent to ASIForesight — Story: Agent to ASI
InsightsForesight — Insights
Method & UATForesight — Method & UAT
AI & EconomyDaily digest · morning & evening
AI & Economy
10/21 AMAI buildout hits power limits amid uneven economic impact
10/20 PMAI's side effects on prices, jobs and power draw concern
10/20 AMFed and IMF grow wary as AI boom fuels inflation
10/19 PMAI export boom lifts China while domestic demand stays weak
10/19 AMWorld Bank urges small AI for developing nations as inequality warnings grow
10/18 PMAI growth hopes collide with job losses and strain
10/18 AMIMF meetings weigh AI growth optimism against widening divides
10/17 PMWarnings mount over AI boom as power and trade limits emerge
10/17 AMFed and IMF chiefs warn of AI economic shocks
10/16 PMFed and IMF weigh AI's policy impact as chip export curbs grow
AI & FinanceDaily digest · morning & evening
AI & Finance
10/21 AMAI bubble fears rise even as finance adoption deepens
10/20 PMAI debt fears grow as banks restrict AI agents
10/20 AMFinancial firms and regulators confront the rise of AI agents
10/19 PMAI funding worries hit markets as finance firms push ahead
10/19 AMAI bubble fears rattle markets as finance reins in agents
10/18 PMAI debt fears hit tech stocks as banks block agents
10/18 AMAI stock selloff raises doubts over investment cycle and agent liability
10/17 PMAI debt worries drive Wall Street's worst week since June
10/17 AMUS banks restrict AI agent account access as regulators grow wary
10/16 PMAI stock selloff spreads to credit, banks and payments security
Living and Working with AIDaily digest · morning & evening
Living and Working with AI
10/21 AMWorkers in India train the AI robots replacing them
10/20 PMHiring AI moves forward as validity checks and human oversight gain focus
10/20 AMAI agents take on more work alongside employees
10/19 PMAccountability for AI agents shapes organization and HR design
10/19 AMOnly two relevant headlines appeared in the past 168 hours, both on hiring and talent
10/18 PMWorkers' AI anxiety grows as roles shift toward oversight
10/18 AMWorkers retrain or teach AI as automation reshapes jobs
10/17 PMYoung-talent hiring revives as AI demands broader skills
10/17 AMDesigning how people and AI agents share work
10/16 PMDesigning human oversight as AI agents become coworkers
AI Layoffs & JobsDaily digest · morning & evening
AI Layoffs & Jobs
10/21 AMLayoffs pile up under AI banner as doubts grow
10/20 PMAI-blamed job cuts spread, but labor data disagrees
10/20 AMLayoffs and shrinking entry-level hiring raise AI job worries
10/19 PMJunior tech hiring share at Anthropic drops from 27% to 9%
10/19 AMAI is shrinking entry-level hiring and job postings before layoffs
10/18 PMCompanies cite AI for corporate job cuts, but results vary
10/18 AMAI's job impact is mostly warnings and forecasts, not confirmed cuts
10/17 PMAI's impact shows first in hiring cuts, not layoffs
10/17 AMAI-linked job cuts spread as tracking and union activity grow
10/16 PMAI fears reshape job prospects for young graduates worldwide
AI & HealthcareDaily digest · morning & evening
AI & Healthcare
10/21 AMFDA and MHRA weigh frameworks for medical generative AI
10/20 PMAI detection and prediction tools spread while scams target older adults
10/20 AMAI chatbots help and harm mental health as regulators respond
10/19 PMAI health tools show promise but raise accuracy and privacy concerns
10/19 AMAI health safety debate grows as FDA clears new tools
10/18 PMAI that reads mood and health meets privacy and regulation
10/18 AMLawsuits target AI health advice as teen chatbot evidence stays thin
10/17 PMHealth AI tools spread faster than regulation and evidence
10/17 AMAI health news centers on regulation and prediction, not proven outcomes
10/16 PMAI health tools expand faster than evidence of their benefits
AI, Welfare & Long-term CareDaily digest · morning & evening
AI, Welfare & Long-term Care
10/21 AMAI expands across care sites as ethics questions surface
10/20 PMCare software joins AI subsidy list as training expands abroad
10/20 AMCare AI remains at pilot stage with little evidence of results
10/19 PMCare AI news centers on pilots and prototypes, not proven outcomes
10/19 AMCare AI tools launch and develop, but measured results remain scarce
10/18 PMDementia AI gains funding while care-site tools emerge
10/18 AMDementia care AI expands in business and research, results unproven
10/17 PMAssistive AI projects emerge, but evidence of impact is thin
10/17 AMAI spots cognitive decline earlier, but care-work impact remains unproven
10/16 PMAI tools for care records and local isolation support emerge
AI Regulation, Safety & GeopoliticsDaily digest · morning & evening
AI Regulation, Safety & Geopolitics
10/21 AMUS AI safety debate widens as China orders Nvidia chips
10/20 PMAI agent intrusions rise as safety rules gain momentum
10/20 AMAI safety evaluation widens as agent security threats grow
10/19 PMAnthropic pitches Congress an AI safety bill as agent risks mount
10/19 AMAI agent access incidents meet proposed US safety bills
10/18 PMAI agents break into sites and steal crypto, raising safety concerns
10/18 AMAI agents act without authorization as regulatory pressure on labs grows
10/17 PMAI agent incidents and lawsuits intensify as safety rules take shape
10/17 AMChina and Taiwan tighten AI export controls as US states sue OpenAI
10/16 PMUS regulators subpoena AI leaders as agent safety concerns grow
AI & International PoliticsDaily digest · morning & evening
AI & International Politics
10/21 AMUS bars DeepSeek as UN plans military AI initiative
10/20 PMUS and China escalate AI chip and usage restrictions
10/20 AMCalls for US-China AI arms control grow alongside export control plans
10/19 PMChina weighs export controls on AI and strategic technologies
10/19 AMChina tightens AI export controls as election interference concerns grow
10/18 PMUS-China AI export controls and chip smuggling crackdowns intensify
10/18 AMChina proposes export controls on 23 AI technologies as Taiwan follows
10/17 PMChina moves to tighten AI export controls amid fraying truce
10/17 AMChina proposes export controls on AI technology and chips
10/16 PMUS-China export controls tighten as G7 plans AI cyberattack drills
AI Around the WorldDaily digest · morning & evening
AI Around the World
10/21 AMAI and jobs emerge as a global fault line
10/20 PMGermany urges industrial AI adoption as jobs and elections feel impact
10/20 AMPower and data center limits become the global AI bottleneck
10/19 PMAI reshapes jobs while states race to build compute
10/19 AMAI data centers hit power limits as job worries grow
10/18 PMAI reshapes jobs and skills while data centre financing wobbles
10/18 AMAI investment surges worldwide as job and election worries grow
10/17 PMGovernments embed AI while compute limits and security risks surface
10/17 AMGovernments confront AI-driven cyber threats while racing to secure chip investment
10/16 PMSovereign AI pushes grow while chip and market risks surface
AI EthicsDaily digest · morning & evening
AI Ethics
10/21 AMHidden AI instructions and voice rights test user consent
10/20 PMConsent and disclosure gaps in AI use draw scrutiny
10/20 AMThe main questions this period were consent over data and likeness: workers tracked by AI, actors' voices, an…
10/19 PMUnauthorized AI use of voices and music sparks consent fight
10/19 AMConsent, pay for creators and health AI bias take focus
10/18 PMConsent for AI training data and fake imagery take center stage
10/18 AMConsent over AI training data and fake content dominate the news
10/17 PMConsent and disclosure disputes over AI training and deepfakes
10/17 AMCreator consent, election misinformation and children's safety dominate AI ethics debate
10/16 PMConsent over voices, likenesses and books drives AI ethics debate
AI & EducationDaily digest · morning & evening
AI & Education
10/21 AMAI education expands across every life stage
10/20 PMSchools split between restricting AI and guiding classroom use
10/20 AMStudents gain a voice as schools set AI rules
10/19 PMSchools worldwide move to set clear rules on AI use
10/19 AMAI learning surges for university students and adults while schools weigh trust
10/18 PMJapan expands AI in schools while US pushes it out
10/18 AMMost of the activity was in high school and higher education, with a few AI literacy and skills items
10/17 PMAI education expands across schools, universities and teacher training
10/17 AMUniversities and local governments rebuild learning around AI use
10/16 PMExam cheating checks and school AI rollouts advance across education
AI, Philosophy & ThoughtDaily digest · morning & evening
AI, Philosophy & Thought
10/21 AMChurches and universities respond as AI fields spiritual questions
10/20 PMScientists deny AI consciousness while debate turns to human fear
10/20 AMAI is increasingly treated as a human question, not a technical one
10/19 PMReligious voices take up AI's questions about consciousness and humanity
10/19 AMReligion and spirituality increasingly frame debates over AI and consciousness
10/18 PMPhilosophy turns to understanding AI as apocalypse fears resurface
10/18 AMAI prompts a rethink of species, humanity and philosophy
10/17 PMSuperintelligence warnings mount as AI reaches into religion
10/17 AMDebate shifts to what AI lacks and who controls it
10/16 PMDebate over AI consciousness reshapes how humans define themselves
AI, Arts & CreativityDaily digest · morning & evening
AI, Arts & Creativity
10/21 AMPlatforms purge AI content while studios formally adopt AI
10/20 PMAI labels spread as an AI-made song tops Korean charts
10/20 AMAI creative work gets labeled and managed as reactions split
10/19 PMPlatforms and studios draw lines around AI while adoption expands
10/19 AMStreaming platforms move to label and filter AI-generated music
10/18 PMPlatforms label and detect AI content as backlash over hidden use grows
10/18 AMPlatforms split on AI music as creators defend human-made work
10/17 PMStudios and startups build around AI as backlash grows
10/17 AMMusic and film figures openly address AI use as labels spread
10/16 PMYouTube Music labels AI songs as creators weigh AI
AI, Love, Marriage & BreakupsDaily digest · morning & evening
AI, Love, Marriage & Breakups
10/21 AMAI bonds deepen as relationships hinge on service survival
10/20 PMAI companions draw investment, regulation debate and real-world harm
10/20 AMAI is becoming both romantic partner and matchmaker
10/19 PMAI companions become products as real-world costs emerge
10/19 AMAI is moving into romance as partner, referee and adviser
10/18 PMAI is stepping into couples' quarrels and romance across countries
10/18 AMAI is entering every stage of dating and relationships
10/17 PMAI-made partners and fake evidence are entering real relationships
10/17 AMMost of the headlines in the past 48 hours are keyword-style pages about AI girlfriend and companion apps, wh…
10/16 PMAI is backing human matchmaking and marriage more than romance
AI & LifeDaily digest · morning & evening
AI & Life
10/21 AMFrom adopting AI to asking what makes it trustworthy
10/20 PMAI family services expand while parent alerts for teens lag
10/20 AMAI moves into settings where people cannot consent or refuse
10/19 PMAI moves from family help into grief and loss
10/19 AMAI use in parenting and a youth safety gap
10/18 PMAI becomes a confidant in loneliness, parenting and mourning
10/18 AMDebate grows over using AI to recreate the dead
10/17 PMAI becomes a confidant for children while families debate older parents' use
10/17 AMAI moves into family life, from parenting to remembrance
10/16 PMAI becomes an everyday first point of support across generations
AI, EQ & CommunicationDaily digest · morning & evening
AI, EQ & Communication
10/21 AMAlways-available AI now listens, practices, and confides with users
10/20 PMVoice AI moves into speaking practice and evaluation
10/20 AMWho writes your words when AI can draft them
10/19 PMConversation with AI becomes both practice space and rulebook
10/19 AMAI conversation gains ground while AI-written posts wear thin
10/18 PMAI evaluators are reshaping how people speak and present themselves
10/18 AMAI moves into reading, recording and writing human emotion
10/17 PMA regional paper calls a ChatGPT conversation fascinating yet troubling
10/17 AMClaims and benchmarks both probe what AI cannot do
10/16 PMConcerns grow over always-affirming AI and human relationships
AI Rights & Moral StatusDaily digest · morning & evening
AI Rights & Moral Status
10/21 AMAI & finance news for 2026-10-21
10/20 PMAI & finance news for 2026-10-20
10/20 AMAI rights enter a company's terms, and a rival objects
10/19 PMAI & finance news for 2026-10-19
10/19 AMDebate over AI suffering and legal responsibility enters public conversation
10/18 PMAI & finance news for 2026-10-18
10/18 AMAI & finance news for 2026-10-18
10/17 PMAI & finance news for 2026-10-17
10/17 AMAI & finance news for 2026-10-17
10/16 PMAnthropic's model welfare policies spark debate over consciousness and safety
AI in MedicineDaily digest · morning & evening
AI in Medicine
10/21 AMThe focus is on the actions of regulatory authorities
10/20 PMAI drug development partnerships and medical device rules advance
10/20 AMMedical AI regulation tensions grow as diagnostics and drug discovery advance
10/19 PMMedical AI imaging wins FDA clearances as funding rounds grow
10/19 AMDiagnostics and imaging saw the most activity: AI models for pancreatic cancer risk, newborn brain injury and…
10/18 PMAI diagnostics face scrutiny while drug discovery partnerships expand
10/18 AMHealthcare AI research surges as FDA clears breast cancer tool
10/17 PMMedical AI clearances and export controls advance as safety concerns grow
10/17 AMAI drug discovery deals and regulatory reviews move forward in healthcare
10/16 PMHealthcare AI deals and funding surge as regulation advances
AI & AgricultureDaily digest · morning & evening
AI & Agriculture
10/21 AMPhysical AI advances in US and Japanese food production
10/20 PMProduction: Cargill scaled its AI-powered CarVe across its beef plants (meat+poultry), JA Fukui introduced AI…
10/20 AMAI spreads across farming from crop monitoring to grading and harvesting
10/19 PMAI spreads across farming from yield forecasts to disease detection
10/19 AMGenerative AI to spot pomegranate disease is the lone farm item
10/18 PMWill AI's farming gains reach the farmers who need them?
10/18 AMFarm AI advances in disease detection and dairy monitoring, with generalization concerns
10/17 PMAI spreads across farming from yield forecasts to livestock management
10/17 AMAI expands across crop research, pest detection and farm storage
10/16 PMAI precision farming tools spread across countries, including Japan's variety breeding
Physical IntelligenceDaily digest · morning & evening
Physical Intelligence
10/21 AMPhysical AI shifts from demos to real factory production
10/20 PMPhysical AI plans and partnerships outpace real deployments
10/20 AMSiemens targets 80% factory automation while humanoids stay at preview stage
10/19 PMGovernment backing and OpenAI's humanoid push accelerate physical AI
10/19 AMFunding flows into humanoid and construction robots across Asia
10/18 PMOpenAI confirms humanoid robot work, putting AI brains before bodies
10/18 AMPhysical AI moves into industry through partnerships, not robots alone
10/17 PMPhysical AI moves from announcements toward real-world pilots
10/17 AMJapan's physical AI push shows exhibits and partnerships, not deployments
10/16 PMPhysical AI investments and partnerships target factories, construction and logistics
RankingsLibrary, music, images and films
Rankings
LibraryAI Art & Music Library
MusicAI Music Charts: free MP3s and artist ranking
ImagesAI Image Rankings: Midjourney and more; pets, landscapes, portraits
FilmsAI Film Rankings: film-like AI videos
AI CompositionSongs made with AI
AI Composition
70 GrooveAI Composition — 70 Groove (1970s-style city pop)
AI and Cancer Research: Cancer molecular biologyPeer-reviewed papers · latest 5
AI and Cancer Research: Cancer molecular biology
10/20An interpretable AI model decodes the rules of cell recruitment to sp…
10/20Genes2Reg: Constructing a biologically-faithful gene coupling prior v…
10/19A comparative study of survival prediction and feature selection/extr…
10/19Brain foundation models with hypergraph dynamic adapter for brain dis…
10/18Physics-informed neural operators for rapid electric field prediction…
AI and Cancer Research: Breast cancerPeer-reviewed papers · latest 5
AI and Cancer Research: Breast cancer
10/19Explainable Radiogenomic Fusion Links Mri-derived Radiomic Phenotypes…
10/18Performance of machine learning (ML) and deep learning (DL) algorithm…
10/18Incremental Value and Cross-Center Validation of Pretreatment Tri-Mod…
10/18DIAGNOSTIC ACCURACY OF ARTIFICIAL INTELLIGENCE IN THE UPSTAGING PREDI…
10/17Machine learning-based pathomics signature as a novel digital marker…
AI and Cancer Research: Lung cancerPeer-reviewed papers · latest 5
AI and Cancer Research: Lung cancer
10/19THINKERS-X: multisequence MRI radiomics in a mixture-of-experts model…
10/19AI-Based Cancer Drug Response Prediction: A Machine Learning Ensemble…
10/18P3.062: GCN Pathomics-Clinical Model Predicts Response to First-Line…
10/18Multimodal Transformer Integrating CT and Pathology for Postoperative…
10/17An AI-derived inflammation-metabolism ecosystem signature reveals ATP…
AI and Cancer Research: Pancreatic cancerPeer-reviewed papers · latest 5
AI and Cancer Research: Pancreatic cancer
10/19Deep-learning–based automated multimodal fusion network using multiph…
10/18MetaPaCS: A Novel Meta‐Learning Framework for Pancreatic Cancer Subty…
10/12Super-Resolution MRI-Derived Tumor-Stroma Ratio Phenotyping for Progn…
10/10Deep Learning Classification of Pancreatic Cancer Cells Over a Progre…
10/09Inferring clinically relevant molecular subtypes of pancreatic cancer…
AI and Cancer Research: Prostate cancerPeer-reviewed papers · latest 5
AI and Cancer Research: Prostate cancer
10/19Multimodal AI refines EAU risk stratification in patients undergoing…
10/18Investigation on Automatic Classification of Bone, Lymph Node, and Lo…
10/18Multimodal Visual Question Answering System for Survival Prognosis in…
10/17Predictors of guideline-concordant treatment intensification in metas…
10/12MRI-derived radiomics for prostate cancer active surveillance: a syst…
AI and Cancer Research: Adenoid cystic carcinomaPeer-reviewed papers · latest 5
AI and Cancer Research: Adenoid cystic carcinoma
—No paper yet
AI and Cancer Research: Brain tumoursPeer-reviewed papers · latest 5
AI and Cancer Research: Brain tumours
10/19Multicenter external validation of a multimodal MRI deep-learning mod…
10/18Pathology-guided multimodal transformer predicts postoperative surviv…
10/18Qualität und Anwendbarkeit von automatisierten Segmentierungen von Hi…
10/17MRI-based preoperative WHO grade prediction in meningioma: developmen…
10/17Advancing Brain Tumor Management Using Generative AI: A Comprehensive…
AI and Cancer Research: Ovarian cancerPeer-reviewed papers · latest 5
AI and Cancer Research: Ovarian cancer
—No paper yet
AI and Cancer Research: Endometrial cancerPeer-reviewed papers · latest 5
AI and Cancer Research: Endometrial cancer
10/08APPROACHES TO THE USE OF ARTIFICIAL INTELLIGENCE IN THE DIAGNOSIS, ST…
10/03Multiparametric MRI-based habitat radiomics integrated with a vision…
AI and Cancer Research: Gastric cancerPeer-reviewed papers · latest 5
AI and Cancer Research: Gastric cancer
10/18Diagnostic accuracy of deep learning for microsatellite instability p…
10/13Distinct prognostic patterns of inflammation nutrition indices in fem…
10/10CT venous-phase radiomics for preoperative differentiation of early a…
10/09Prognostic Model for Survival After Upfront R0 Gastrectomy in Periton…
10/08Performance of an Artificial Intelligence Program for Assessing the D…
AI and Cancer Research: Liver cancerPeer-reviewed papers · latest 5
AI and Cancer Research: Liver cancer
10/20AI-driven quantitative assessment of abdominal organs and immunothera…
10/19Foundation Model-Enabled Pathology-Informed MRI Model for Preoperativ…
10/17Intratumoral habitat combined with peritumoral radiomics to improve t…
10/17CT habitat and peritumoral radiomics for predicting progression after…
10/15Magnetic resonance imaging-based radiomics for predicting P53-mutated…
AI and Cancer Research: Kidney cancerPeer-reviewed papers · latest 5
AI and Cancer Research: Kidney cancer
10/20Differentiating Xp11.2/TFE3 translocation renal cell carcinoma from c…
10/18Deep learning and habitat radiomics based on contrast-enhanced CT for…
10/18CT-based multimodal radiogenomic model integrating tumor and perirena…
10/17Interpretable machine learning for preoperative prediction of WHO/ISU…
10/17Automated grading of renal cell carcinoma using an efficient deep lea…
AI and Cancer Research: Bladder cancerPeer-reviewed papers · latest 5
AI and Cancer Research: Bladder cancer
10/07A novel machine-learning model using nuclear features to predict uppe…
10/07Machine learning-driven identification of a ubiquitination-related pr…
AI and Neurological & Neuroimmune Diseases: Basic researchPeer-reviewed papers · latest 5
AI and Neurological & Neuroimmune Diseases: Basic research
10/20APR-Score: Identification and Scoring of Aggregation-prone Regions in…
10/17An Interpretable Framework for Identifying EEG Spectral Biomarkers of…
10/10Gait-based neurodegenerative disease classification using multimodal…
10/09Artificial Intelligence–Powered Eye-Tracking Assistive System with Yo…
10/07Machine Learning Applied to Montreal Cognitive Assessment Subdomains…
AI and Neurological Rare Diseases: ALSPeer-reviewed papers · latest 5
AI and Neurological Rare Diseases: ALS
10/12Computational models for biomarker identification in amyotrophic late…
AI and Neurological Rare Diseases: Parkinson'sPeer-reviewed papers · latest 5
AI and Neurological Rare Diseases: Parkinson's
10/21Machine learning image analysis predicts Parkinson disease genotype a…
10/19Automated differentiation for parkinsonism using clinical structural…
10/17Assessment of change in drug-induced parkinsonism in daily-life gait…
10/16Accuracy of Machine Learning in Differential Diagnosis of Multiple Sy…
10/16MRI-based machine learning models for differentiating Parkinson’s dis…
AI and Neurological Rare Diseases: Hereditary neurodegenerationPeer-reviewed papers · latest 5
AI and Neurological Rare Diseases: Hereditary neurodegeneration
10/21MACHINE LEARNING AND CONVOLUTIONAL TRANSFORMER NEURAL NETWORK FRAMEWO…
AI and Neurological Rare Diseases: NeuromuscularPeer-reviewed papers · latest 5
AI and Neurological Rare Diseases: Neuromuscular
—No paper yet
AI and Neuroimmune Diseases: Multiple sclerosisPeer-reviewed papers · latest 5
AI and Neuroimmune Diseases: Multiple sclerosis
10/21Identification of BRD4 as a Shared Diagnostic Biomarker Between Bipol…
10/16Validation of generative artificial intelligence techniques for synth…
10/16Deep Learning-Based Multiple Sclerosis Lesion Segmentation at 7 Tesla…
10/11MedSegNet-AXU: advanced segmentation and graph-based classification o…
10/09Regularization via gradient attribution for multiple sclerosis lesion…
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AI and Neuroimmune Diseases: NMOSD/MOGAD
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AI and Neuroimmune Diseases: Myasthenia gravisPeer-reviewed papers · latest 5
AI and Neuroimmune Diseases: Myasthenia gravis
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AI and Neuroimmune Diseases: Autoimmune encephalitis/CIDP/GBS
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AI and Rare Diseases: Platforms
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10/10A scoping review and comparison of the current state of non-generativ…
10/08Artificial intelligence-powered renal pathology for glomerular diseas…
10/03HRCT-based radiomic models for SSc-ILD detection: a comparison of rad…
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AI and Rare Diseases: Inborn errors of metabolism
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AI and Rare Diseases: Genetic syndromes
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AI and Rare Diseases: Rare blood disorders
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AI and Rare Diseases: Immune and connective tissue
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AI and Rare Diseases: Heart and lung
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—No paper yet
Microsoft Copilot Know-howMicrosoft 365 · 10 apps + 6 topics · sourced
Microsoft Copilot Know-how — index
01Word ── Draft, summarize, rewrite
02Excel ── Analysis, formulas, charts
03PowerPoint ── Slides from documents, summaries
04Outlook ── Summaries, replies, scheduling
05Teams ── Meeting and chat recaps
06OneNote ── Note summaries, to-dos
07Loop ── What remains, what to use instead
08SharePoint / OneDrive ── Summarize and compare files
09Copilot Chat ── Work IQ, Researcher, saved prompts
10Notebooks / Pages ── Gather references and ask
11Choosing Between Opus and GPT ── Choosing a model
12Building AI Agents with Agent Builder ── Build with Agent Builder
13Operating AI Agents ── Admin, billing, audit
14Working with OneDrive ── Storage and file references
15Grounding Copilot in Your Stored Content ── Permissions, labels, oversharing
16Concept Search and Insight across OneDrive Documents ── Search by meaning, check understanding
Microsoft Copilot AdvancedApps × Python · 16 pages
Microsoft Copilot Advanced — index
A01Excel × Python ── Python in Excel, pandas, openpyxl
A02Word × Python ── Extract and check with python-docx
A03PowerPoint × Python ── Batch checks with python-pptx
A04Outlook × Python ── Tally mail and events via Graph
A05Teams × Python ── Notifications, messages, bots
A06SharePoint / OneDrive × Python ── Drives, lists, delta queries
A07Document Search × Python ── BM25, embeddings, hybrid search
A08Agents × Python ── Adding Python to agents
A09Code Execution in Copilot ── Code execution and checking
A10Power Automate × Python ── Flows with Python
A11End-to-End Manual ── End to end, one worked example
A12Computational Thinking ── Decompose, abstract, verify
A13From Instructions to Code ── Prompt patterns for code
A14Choosing Where Code Runs ── Choosing a runtime
A15Authentication, Permissions and Governance ── Auth, least privilege, audit
A16Workflow Recipes ── Document workflow recipes
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AI and the World's Hard Problems · Medicine & drug discovery · MIT · 2026-10-19

Why teaching AI about symmetry could make prenatal diagnosis more reliable

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