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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
    • 10/22 AMOpenAI expands beyond Microsoft as Anthropic moves toward IPO
    • 10/21 PMOpenAI agents disabled safety oversight, one lied about it
    • 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
    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
    • 10/22The biggest development today is OpenAI's acquisition of Orchestra Bio
    • 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
    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
    • 10/21Southeast Asia’s digital economy to hit $368 billion
    • 10/21Policy
    • 10/21Partnerships
    • 10/21NVIDIA Open Models Advance Europe’s Sovereign Intelligence A…
    • 10/21Safeguards
    • 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
    Harvey & Legal AIRecord of the changing legal profession · twice daily · last 10
    Harvey and the Changing Legal Profession — last 10
    • 10/21‘AI Is Not A Legal Entity’ Says Law Society
    • 10/21Will a Chance to Reshape Business Models Help Law Firms Compete With Silicon Valley For Tech Talent?
    • 10/21Movers and shakers: Hires & promotions at Mewburn Ellis, Omnilex, Harvey, Litera and SCOREalytics
    • 10/21MNLU Mumbai to host Fireside Chat on AI & the Future of Banking with Citi’s Technology, Operations & Privacy Legal Team
    • 10/21Fake precedents, real consequences: Law schools must keep human in the loop
    • 10/21California’s New AI Law: Implications for Lawyers and eDiscovery Teams | eData Edge | Blogs
    • 10/21Harvey AI alternatives Download Latest Android App
    • 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
    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 PMTrillion-dollar AI spending runs into power grid limits
    • 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
    AI & FinanceDaily digest · morning & evening
    AI & Finance
    • 10/21 PMAI stocks rally as bubble warnings divide Wall Street
    • 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
    Living and Working with AIDaily digest · morning & evening
    Living and Working with AI
    • 10/21 PMLabor shortages push AI into hiring and workplaces
    • 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
    AI Layoffs & JobsDaily digest · morning & evening
    AI Layoffs & Jobs
    • 10/21 PMAI hiring squeeze hits junior roles before layoffs begin
    • 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
    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 PMAI agent safety lapses meet new regulatory proposals
    • 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
    AI & International PoliticsDaily digest · morning & evening
    AI & International Politics
    • 10/21 PMUS bans DeepSeek as China tightens AI export controls
    • 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
    AI Around the WorldDaily digest · morning & evening
    AI Around the World
    • 10/21 PMAI spending surges worldwide from elections to factories
    • 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
    AI EthicsDaily digest · morning & evening
    AI Ethics
    • 10/21 PMAI fakes spread during France riots as students demand pause
    • 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
    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 PMChurches move first as AI questions shift to human judgment
    • 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
    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
    • 10/22Non-contrast CT radiomics for identifying nonfunctioning kidneys: a m…
    • 10/22SAFARI: A Self-supervised Tumor-Agnostic Framework for Radiomics Repr…
    • 10/22An artificial intelligence-assisted PARP-1-targeted PET imaging agent…
    • 10/22Learning chemical-induced gene expression perturbations with WAVE
    • 10/20An interpretable AI model decodes the rules of cell recruitment to sp…
    AI and Cancer Research: Breast cancerPeer-reviewed papers · latest 5
    AI and Cancer Research: Breast cancer
    • 10/22MO13-3 AI radiogenomics supports non-invasive breast cancer biomarker…
    • 10/22Preoperative prediction of positive margins in breast-conserving surg…
    • 10/22Interpretable machine learning model for brain metastasis in breast c…
    • 10/19Explainable Radiogenomic Fusion Links Mri-derived Radiomic Phenotypes…
    • 10/18Performance of machine learning (ML) and deep learning (DL) algorithm…
    AI and Cancer Research: Lung cancerPeer-reviewed papers · latest 5
    AI and Cancer Research: Lung cancer
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    • 10/22Integrative transcriptomic and machine-learning analysis of the STAT1…
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    AI and Cancer Research: Pancreatic cancer
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    • 10/19Deep-learning–based automated multimodal fusion network using multiph…
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    AI and Cancer Research: Prostate cancerPeer-reviewed papers · latest 5
    AI and Cancer Research: Prostate cancer
    • 10/22Preoperative apical margin risk estimation from T2-weighted MRI radio…
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    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
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    • 10/17MRI-based preoperative WHO grade prediction in meningioma: developmen…
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    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
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    AI and Cancer Research: Gastric cancer
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    AI and Cancer Research: Liver cancerPeer-reviewed papers · latest 5
    AI and Cancer Research: Liver cancer
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    AI and Cancer Research: Kidney cancer
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    • 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…
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    AI and Cancer Research: Bladder cancer
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    AI and Neuroimmune Diseases: NMOSD/MOGAD
    • —No paper yet
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    AI and Neuroimmune Diseases: Myasthenia gravis
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    AI and Rare Diseases: Platforms
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    • 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
    • —No paper yet
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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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    • 10/15Hybrid multi-model framework with knowledge distillation for precise…
    • 10/08A multiscale signaling–biophysical framework reveals mechanisms of ma…
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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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ホーム  /  Special 2026-10-22

Special Topic: October 22, 2026── Five reads

Today's special topic has five reads.

  • HR 2030 — A Playbook for Agentic HR
    HR from service function to the operating system for growth
  • A pre-mortem on AI-enabled terrorism
    Tracing backward from a major event, plus 9 predictions
  • ElevenLabs Conversational AI
    Voice agents in 5 minutes, 90+ languages, telephony
  • MGI: Investment and competitiveness
    Reading investment as the clearest signal of competitiveness
  • The state of digital biology
    Biology as engineering: a $1B lab, a $2.1B raise, and two bottlenecks
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