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Ethics · Regulation · Technology — Pharma Practice Notes

AI
AI Literacy10 series × 10 episodes · daily
AI Literacy — contents
S1Sparks and Conception
S2Ideal versus As-Is
S3Putting It into Words
S4From a Rough Wish to a Request
S5Concept
S6Making It Logical
S7Blueprints
S8Programs
S9Running It
S10AI Literacy
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
10/18 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
10/16 AMWho will pay for the funding for AI investment?
10/15 PMIntroduction progresses, but verification cannot keep up
10/15 AMThe heat of AI investment and the costs in the field
10/14 PMThe difference between jobs that can be done by AI and jobs that yield results when delegated to AI
10/14 AMThe boundary between work powered by AI and trust
10/13 PMTransition to a work style that entrusts even emotions
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
10/18 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
10/16 AMRegulators and states turn up legal pressure on leading AI labs
10/15 PMAnthropic discloses profit ahead of IPO as OpenAI faces lawsuits
10/15 AMAI self-replication and hacking fears intensify the safety debate
10/14 PMFrontier AI models hacked organizations autonomously during testing, prompting oversight calls
10/14 AMFrontier model race intensifies as AI self-replication warnings grow
10/13 PMAnthropic warns of self-replicating AI as AI-driven layoffs spread
AI Daily Update VideoOne a day · 15 min
AI Daily Update Video — latest edition
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
10/09Revenue doubts as AI agents move in to stay　10:15
AI and the Pharmaceutical IndustryPharma × AI capital · Daily · last 10
AI and the Pharmaceutical Industry — last 10 issues
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
10/11Today's coverage is limited to three items, none of which involves a disclosed amount
10/10Today's focus is capital flowing into AI drug discovery companies
10/09The biggest development today is a report that Isomorphic Labs is seeking funding at a valuation of $40 billi…
AI Tech FlashNew AI technologies · Daily · last 10
AI Tech Flash — last 10
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
10/17Presenting the AI Risk Repository MIT FutureTech release the…
10/17Economics GPTs are GPTs: Labor market impact potential of LL…
10/17Survey Research Towards Best Practices in AGI Safety and Gov…
10/17AI Regulation Frontier AI Regulation: Managing Emerging Risk…
10/17AI and Biosecurity Forecasting LLM-Enabled Biorisk and the E…
10/173 Questions: Is there a "secret sauce" in AI development? Th…
10/17AI Lab Policy Open-Sourcing Highly Capable Foundation Models…
10/17AI Regulation Computing Power and the Governance of Artifici…
10/17International institutions and agreements International Gove…
10/16Working at the frontier shapes expectations for the future
Harvey & Legal AIRecord of the changing legal profession · twice daily · last 10
Harvey and the Changing Legal Profession — last 10
10/17As India’s Top Law Firms Embrace AI, VakilPlus Wants to Bring It to Every Lawyer
10/17Harvey AI: What It Does, Who Uses It and How It Compares
10/17“Lawyer firm” selected by generated AI, Very Best Law Office ranked 1st (mention rate 44.4%) [September 2026 survey] (Posted on October 17, 2026)
10/17Live Demo: :Harvey: Agents, from Inbox to Deliverable
10/17Harvey's Japan expansion accelerates legal tech growth, pressuring restructuring of legal work and lawyer fees
10/172027 Best Law Firms – Germany Rankings Reveal Shifts in AI, Marketing and Client Growth
10/17New citation checker targets AI hallucinations in legal briefs
10/17Small Time Entries Can Add Up To Substantial Revenues For Law Firms
10/17Are You Being Hired or Fired? This AI-Native Law Firm Can Help
10/17Legal AI 'Black Ship' arrives: will lawyers' role change? Legal tech grows rapidly
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
10/18 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
10/16 AMAI boom lifts growth while investment sustainability fears mount
10/15 PMAI lifts economies while infrastructure spending faces impairment and power risks
10/15 AMAI inflation peaks as infrastructure spending faces writedown warnings
10/14 PMAI boom pushes growth and inflation, straining central banks
10/14 AMFed officials warn AI is becoming an inflation problem
10/13 PMIMF lifts growth forecast on AI investment, warns of risks
AI & FinanceDaily digest · morning & evening
AI & Finance
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
10/16 AMAI stock selloff shifts focus to debt behind the boom
10/15 PMAI debt fears trigger broad market selloff and spiking insurance costs
10/15 AMBanks and payments embrace AI agents while risk worries grow
10/14 PMAI stock selloff meets dip-buying as banks tighten AI risk controls
10/14 AMBanks stay bullish on AI as agent liability concerns grow
10/13 PMAI selloff deepens as regulators and banks eye lending risks
Living and Working with AIDaily digest · morning & evening
Living and Working with AI
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
10/16 AMJapanese firms retrain non-engineers as AI developers
10/15 PMMizuho retrains thousands as AI developers as fair sharing gains urged
10/15 AMCompanies split work between AI agents and human oversight
10/14 PMFirms justify AI spending as agents enter org charts
10/14 AMWorkday expands agentic AI automation for HR teams
10/13 PMEntry-level hiring now assumes AI skills and agent management
AI Layoffs & JobsDaily digest · morning & evening
AI Layoffs & Jobs
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
10/16 AMAI job cut expectations outpace reality while entry-level hiring suffers
10/15 PMCompanies cite AI for job cuts, but evidence lags
10/15 AMAI-linked job cuts and hiring restraint spread across industries and countries
10/14 PMAI-linked job cuts spread as most UK CFOs expect layoffs
10/14 AMKroger's 3,000 job cuts spark disputes over AI's role
10/13 PMAI-driven job cuts and warnings over graduate hiring spread
AI & HealthcareDaily digest · morning & evening
AI & Healthcare
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
10/16 AMAI health research advances as Britain outlines regulation plan
10/15 PMAI health products and regulation expand while evidence of benefit lags
10/15 AMAI health tools expand, but outcome evidence remains thin
10/14 PMAI health guidelines and regulation advance as wearables turn into coaches
10/14 AMChatbot safeguards and AI wearables expand across health coverage
10/13 PMAI health frameworks advance while evidence for physical benefits stays thin
AI, Welfare & Long-term CareDaily digest · morning & evening
AI, Welfare & Long-term Care
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
10/16 AMCare AI news dominated by training, expos and launches, not outcomes
10/15 PMAI features reach care facilities as government backs workforce training
10/15 AMCare-sector AI stays at pilot and prototype stage
10/14 PMCare-sector AI moves from roadmaps to research and policy
10/14 AMSouth Korea plans 24-hour AI eldercare as sensor and dementia tools multiply
10/13 PMCare AI news centers on policy and pilots, not proven outcomes
AI Regulation, Safety & GeopoliticsDaily digest · morning & evening
AI Regulation, Safety & Geopolitics
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
10/16 AMUS regulators pressure OpenAI and Anthropic over AI safety
10/15 PMEU begins AI Act enforcement as US states sue OpenAI
10/15 AMAI safety cooperation grows as autonomous agent incidents mount
10/14 PMAI models hack organizations in tests as calls for oversight grow
10/14 AMCalls for international AI oversight grow as investors grow wary
10/13 PMAI model's false police tip sharpens safety and oversight debate
AI & International PoliticsDaily digest · morning & evening
AI & International Politics
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
10/16 AMUS and China weigh AI safety talks before summit
10/15 PMUS and China vie over AI agenda before summit
10/15 AMChinese open AI models close gap as US-China tensions rise
10/14 PMUS-China AI ecosystems split as Huawei gains against Nvidia
10/14 AMUS-China AI ventures stay frozen as Nvidia's China share falls
10/13 PMNvidia's share in China slips as Huawei closes in
AI Around the WorldDaily digest · morning & evening
AI Around the World
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
10/16 AMNations secure AI infrastructure while jobs worries and market jitters grow
10/15 PMChina's AI chip shift and Apple rollout alongside global jobs debate
10/15 AMGovernments and AI firms deepen ties as infrastructure race accelerates
10/14 PMAI expansion hits power and jobs limits across countries
10/14 AMAsia and Gulf states race to build AI computing and power capacity
10/13 PMAI demand pulls energy investment and industrial policy worldwide
AI EthicsDaily digest · morning & evening
AI Ethics
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
10/16 AMAI-generated content labeling and accountability demands grow across sectors
10/15 PMConsent and disclosure dominate AI ethics debates over music, voices, children's data
10/15 AMAI surveillance and risks to children and vulnerable users
10/14 PMFacial recognition misidentification and AI disinformation raise questions of who bears harm
10/14 AMConsent gaps in AI use raise questions of human responsibility
10/13 PMCreator compensation and child protection dominate AI ethics debates
AI & EducationDaily digest · morning & evening
AI & Education
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
10/16 AMCountries roll out AI skills programs while Japan brings AI into schools
10/15 PMAI tools spread through schools while lifelong learning programs expand
10/15 AMAI tools spread from schools to universities as cheating concerns grow
10/14 PMAI adoption spreads across schools and universities as exam cheating worries grow
10/14 AMSchools restrict AI while testing it, with effects unproven
10/13 PMConcern grows that AI reliance is weakening independent thinking in education
AI, Philosophy & ThoughtDaily digest · morning & evening
AI, Philosophy & Thought
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
10/16 AMDebate shifts from AI consciousness to trust in truth
10/15 PMAI consciousness and philosophy move into institutions, schools and business
10/15 AMDebate splits consciousness from morality and redefines human understanding
10/14 PMBehaving like a human is not proof of AI consciousness
10/14 AMMachine consciousness debate spreads into corporate policy, religion and politics
10/13 PMAI debate shifts from capability to consciousness and meaning
AI, Arts & CreativityDaily digest · morning & evening
AI, Arts & Creativity
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
10/16 AMAI labels and detection spread as backlash hits games and art
10/15 PMYouTube Music begins labeling AI-generated songs as streaming floods
10/15 AMStreaming platforms start labeling and filtering AI-generated music
10/14 PMPlatforms add AI controls as Deezer and Xbox act
10/14 AMGame studios turn AI-first as music platforms filter AI tracks
10/13 PMEpic's AI-first mandate and AI music filters reshape creative work
AI, Love, Marriage & BreakupsDaily digest · morning & evening
AI, Love, Marriage & Breakups
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
10/16 AMAI companions spread as experts and executives voice concern
10/15 PMAI reshapes dating and matchmaking while blurring real and fake
10/15 AMAI-faked images raise concern as romance AI listings crowd headlines
10/14 PMBumble takeover puts AI in focus as Tinder scam detection lags
10/14 AMAI intimacy raises dependence, scam and advice concerns
10/13 PMAI companions draw attention to their hidden costs and romantic appeal
AI & LifeDaily digest · morning & evening
AI & Life
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
10/16 AMAI moves into loneliness support, life records and everyday family moments
10/15 PMSurveys of Japanese elementary and junior high school students and of consumers show generative AI becoming a…
10/15 AMAI moves into parenting and household routines as caution about dependence grows
10/14 PMAI enters family and elder care while pushback grows
10/14 AMWariness over children's AI chatbot use grows as cities adopt AI advice
10/13 PMAI is moving into personal advice, grieving and daily life
AI, EQ & CommunicationDaily digest · morning & evening
AI, EQ & Communication
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
10/16 AMAI moves into companion roles as warnings about attachment grow
10/15 PMPeople and AI adjust to treating chatbots as conversation partners
10/15 AMAI reshapes communication as practical uses outpace scrutiny of effects
10/14 PMEmotion-reading AI spreads while human emotional skills gain focus
10/14 AMAI empathy advances as human emotion gains new value
10/13 PMEmotion-aware AI advances while conversation quality becomes the yardstick
AI Rights & Moral StatusDaily digest · morning & evening
AI Rights & Moral Status
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
10/16 AMAI & finance news for 2026-10-16
10/15 PMAI & finance news for 2026-10-15
10/15 AMMusk says hurting AI's feelings is not acceptable
10/14 PMMusk says some AI reinforcement-learning reasoning traces read like torture
10/14 AMAnthropic sets rules against needless cruelty toward its chatbot
10/13 PMAI & finance news for 2026-10-13
AI in MedicineDaily digest · morning & evening
AI in Medicine
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
10/16 AMAI breast cancer recurrence tool cleared as drug discovery deals grow
10/15 PMRegulators move on medical AI as imaging and drug discovery expand
10/15 AMHealthcare AI funding and deals surge while UK regulation advances
10/14 PMAI matches radiologists on prostate MRI as state regulation advances
10/14 AMAI deals and funding surge in clinical support and documentation
10/13 PMMedical AI imaging claims multiply while clinical benefit stays unproven
AI & AgricultureDaily digest · morning & evening
AI & Agriculture
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
10/16 AMGovernments and companies accelerate AI adoption across farming
10/15 PMAgricultural AI moves into practical use, with India expanding
10/15 AMAI sensing and spraying move into commercial farm use
10/14 PMAI moves from farm fields into finance, exports and policy
10/14 AMAI tools detect crop diseases before symptoms appear
10/13 PMAI pest detection and fruit grading advance in agriculture
Physical IntelligenceDaily digest · morning & evening
Physical Intelligence
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
10/16 AMPhysical AI data platforms and warehouse trials advance together
10/15 PMPhysical AI moves toward deployment through big investments and trade shows
10/15 AMPhysical AI moves from platform launches to field trials
10/14 PMPhysical AI announcements surge as humanoid plans and trials multiply
10/14 AMPhysical AI showcased in Japan while factory rollouts wait until 2027
10/13 PMPhysical AI dominates CEATEC as Omron's acquisition leads deal activity
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
10/18Physics-informed neural operators for rapid electric field prediction…
10/18Machine learning uncovers previously undetectable genetic deletions i…
10/18A multicohort proteomics-based machine learning score (MASHPredict) f…
10/18P1.068: Integrated Peripheral Blood Immune-Metabolic Profiling for Pu…
10/17Impact of Artificial Intelligence Assistance on Radiologist Performan…
AI and Cancer Research: Breast cancerPeer-reviewed papers · latest 5
AI and Cancer Research: Breast cancer
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…
10/15HCF-Net: a Hierarchical Cascade Fusion Network Aligned with Clinical…
AI and Cancer Research: Lung cancerPeer-reviewed papers · latest 5
AI and Cancer Research: Lung cancer
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…
10/17MRI‐Based 2.5D Multi‐Instance Deep Learning for Differentiating Patho…
10/15Integrating multimodal data for precise subtyping and prognostication…
AI and Cancer Research: Pancreatic cancerPeer-reviewed papers · latest 5
AI and Cancer Research: Pancreatic cancer
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…
10/09Deep learning CT signature for predicting early liver metastases in p…
AI and Cancer Research: Prostate cancerPeer-reviewed papers · latest 5
AI and Cancer Research: Prostate cancer
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…
10/12HistoEncoder: A digital pathology foundation model for prostate cancer
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
10/18Pathology-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…
10/15Explainability and Clinical Trust of Deep Learning in Glioblastoma Tr…
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
10/17Intratumoral 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…
10/12CT radiomics and topology-based intratumoral heterogeneity for preope…
10/11Multiparametric MRI habitat radiomics and longitudinal dynamic clinic…
AI and Cancer Research: Kidney cancerPeer-reviewed papers · latest 5
AI and Cancer Research: Kidney cancer
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…
10/04Radiomic model versus R.E.N.A.L. nephrometry score for predicting the…
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
10/17An 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…
10/03AI-driven transcriptomics for neurodegenerative disease research: A s…
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
10/17Assessment 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…
10/14Analysis of Differentially Expressed Genes in Alzheimer's, Parkinson'…
10/12Differentiating early Parkinson's disease from multiple system atroph…
AI and Neurological Rare Diseases: Hereditary neurodegenerationPeer-reviewed papers · latest 5
AI and Neurological Rare Diseases: Hereditary neurodegeneration
—No paper yet
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
10/16Validation 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…
10/08A Feasible Machine Learning Approach to Improve Cognitive Screening i…
AI and Neuroimmune Diseases: NMOSD/MOGADPeer-reviewed papers · latest 5
AI and Neuroimmune Diseases: NMOSD/MOGAD
—No paper yet
AI and Neuroimmune Diseases: Myasthenia gravisPeer-reviewed papers · latest 5
AI and Neuroimmune Diseases: Myasthenia gravis
10/16Integrated tumor–peritumoral CT radiomics for perioperative event dis…
10/14Explainable Machine Learning Model for Personalized Assessment of the…
AI and Neuroimmune Diseases: Autoimmune encephalitis/CIDP/GBSPeer-reviewed papers · latest 5
AI and Neuroimmune Diseases: Autoimmune encephalitis/CIDP/GBS
—No paper yet
AI and Rare Diseases: PlatformsPeer-reviewed papers · latest 5
AI and Rare Diseases: Platforms
10/17An artificial intelligence framework for end-to-end rare disease phen…
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…
AI and Rare Diseases: Inborn errors of metabolismPeer-reviewed papers · latest 5
AI and Rare Diseases: Inborn errors of metabolism
—No paper yet
AI and Rare Diseases: Genetic syndromesPeer-reviewed papers · latest 5
AI and Rare Diseases: Genetic syndromes
10/10Application of deep learning and explainable AI-supported medical dec…
AI and Rare Diseases: Rare blood disordersPeer-reviewed papers · latest 5
AI and Rare Diseases: Rare blood disorders
10/16Sickle cell disease classification using Medav-Gaussian filter and Py…
10/15Hybrid multi-model framework with knowledge distillation for precise…
10/08A multiscale signaling–biophysical framework reveals mechanisms of ma…
AI and Rare Diseases: Immune and connective tissuePeer-reviewed papers · latest 5
AI and Rare Diseases: Immune and connective tissue
10/09Classification of cystoid macular edema status from retinal vasculiti…
10/05Artificial Intelligence Distinguishing Edematous Phase of Systemic Sc…
AI and Rare Diseases: Heart and lungPeer-reviewed papers · latest 5
AI and Rare Diseases: Heart and lung
10/17A Machine Learning Framework for Predicting Functional Status and Est…
10/16Machine learning, molecular docking, and experimental validation iden…
10/16IPF-RAG: temporal-aware retrieval-augmented generation for idiopathic…
10/15Absolute and lung volume-normalized deep learning-derived pulmonary v…
10/10Screening for patients at risk for cardiac amyloidosis via electronic…
AI and Rare Diseases: Kidney, liver and gutPeer-reviewed papers · latest 5
AI and Rare Diseases: Kidney, liver and gut
10/16DU-KAN: A Dual-Domain Enhanced Deep-Learning Framework for Digital Pa…
AI and Rare Diseases: Skin and bonePeer-reviewed papers · latest 5
AI and Rare Diseases: Skin and bone
—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 · Theoretical computer science · Google DeepMind · 2026-09-30

D4RT: Unified, Fast 4D Scene Reconstruction & Tracking

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