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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
11/03 AMThe heat of AI investment and the place of humans
11/02 AMThe people and responsibilities behind the introduction of AI
11/01 AMWhat is guaranteed when you leave it to us?
10/31 AMRedesigning the scope of entrustment and confirmation method
10/30 AMBalancing investment and employment
10/29 AMReorganization of personnel and drug discovery
10/28 AMThe weight of investment influences people and decisions
10/27 AMThe rewards of introducing AI and the place of people
10/26 AMWorkforce reduction and the areas of people touched by AI
10/25 AMRetrenchment and replacement supervision
AI and Emerging TechnologyEssays · Weekly
AI and Emerging Technology — last 10
11/03Reinforcement learning agents can perform well while their reasons stay hidden
11/03Proactive agents must decide on their own whether, when and how far to help
11/03AI progress has come largely from pouring more compute into larger models and longer reas…
11/01The Memory Tax preprint reports that many agent memory systems fall short of naive RAG in…
11/01Training tasks can lack information or contradict themselves
11/01The ParetoRSI-Gym preprint holds everything but the data fixed and measures agent-led pos…
10/31Do quantized LLMs from public registries actually work? A preprint tested 305 official Ol…
10/31Can AI agents train language models and improve them from human feedback? In the RSI Aren…
10/31When work is delegated to an agent, is the model all that needs checking? This preprint s…
10/30When an AI rewrites its own prompts, memories and even its rules for improving, what show…
AI Daily NewsDaily digest · last 10
AI Daily News — last 10 issues
11/03 AMAnthropic's filing exposes AI's costly race for compute
11/02 PMAI now leads a quarter of Claude development as costs bite
11/02 AMAnthropic IPO buzz meets DeepSeek's autonomous coding agent challenge
11/01 PMAnthropic files for IPO as Microsoft offers buyouts
11/01 AMDoubts over AI spending deepen as funding targets fall
10/31 PMOpenAI falls short on funding as AI investment enthusiasm cools
10/31 AMAnthropic's IPO filing sparks debate amid AI bubble fears
10/30 PMAlphabet's record drop fuels AI fears as Anthropic IPO nears
10/30 AMAnthropic IPO buzz builds while Google's AI search disappoints
10/29 PMGoogle unveils Gemini 4 Carbon as AI rivalry heats up again
AI Daily Update VideoOne a day · 15 min
AI Daily Update Video — latest edition
11/02The day DeepSeek showed its autonomous agent　9:26
11/01The day OpenAI lowered its fundraising target　9:17
10/31The day a proposal refused to bail out AI companies　10:07
10/30The day Google's search revenue disappointed the market　9:00
10/29The day an AI developer bought a drug discovery firm　10:15
10/28A test where AI switched off its own off-switch　8:18
10/27Anthropic files S-1 as huge sums flow to AI　7:57
10/26Why sealed-off AIs could still signal each other　9:20
10/25Copyright suits and state AI picks: is smart enough?　8:14
10/24The day AI became the reason finance cut jobs　8:59
AI and the Pharmaceutical IndustryPharma × AI capital · Daily · last 10
AI and the Pharmaceutical Industry — last 10 issues
11/03Today's coverage centers almost entirely on Tempus AI's Q3 2026 results
11/02AI and the Pharmaceutical Industry — 2026-11-02
11/01Only one pharma-AI report was found today: a NeoTeo article on Anthropic's acquisition of Mithril and the use…
10/31The biggest development today is AstraZeneca's AI antibody discovery partnership with Absci, worth up to $247…
10/30The most important development is the completion of Dassault Systèmes' acquisition of ArisGlobal
10/29The biggest development today was Anthropic's release of early results from drug discovery work with Claude,…
10/28The most important development today is a report that Pathos AI raised $237 million from Bristol Myers Squibb…
10/27The most significant development in pharma-AI investment today is the Series E financing of Pathos AI, led by…
10/26The only development confirmed today is a report of an AI drug discovery partnership between Novo Nordisk and…
10/25Today's central item is the $237M Series E for Pathos AI (valuation $3B), led by Bristol Myers Squibb (BMS)
AI Tech FlashNew AI technologies · Daily · last 10
AI Tech Flash — last 10
11/02KAIST Cuts AI Fine-Tuning Time by Up to 69.6%
11/02DeepSeek unveils Super-agent design and prototype
11/02Four AI Giants Back One-Line Training Opt-Out
10/31Meta unveils new Muse Wonder AI models
10/30Mistral Releases Le Chonk Weights, Claims Top-Tier Open Model
10/30Mistral Releases Large 4 Weights
10/30Anthropic warns small AI may self-replicate on IoT devices
10/29Nvidia releases open-weight speech recognition model covering 40 languages
10/29Google opens Connected Apps platform for Gemini and Search
10/28IBM adds identity and access control for AI agents
AI Reports from InstitutionsCompanies, universities, consultancies · every 3h · last 10
AI Reports from Institutions — last 10
11/02How an AI bust can make Big AI bigger
11/02Regina Barzilay and Jim Collins win Pritzker Prize for AI an…
11/02LifeVal
11/02Build efficient agents with knowledge distillation on Amazon…
11/02The latest AI news we announced in October 2026
11/02Turning executive judgment into organizational intelligence:…
11/02Agentic engineering intelligence with Amazon Nova Multimodal…
11/02How Circle K accelerated DevOps incident triage to under 15 …
11/02From concept to care: accelerating health care innovation wi…
11/02Prepare web content for Amazon Bedrock Knowledge Bases with …
Harvey & Legal AIRecord of the changing legal profession · twice daily · last 10
Harvey and the Changing Legal Profession — last 10
11/03Harvey hires Minters exec as legal innovation partner
11/03From Google Results to AI Answers: The Next Search Battleground for Law Firms
11/03AI didn't sink Weil. It could prevent the next Big Law failure.
11/03What to check in AI-generated legal work, and how to know you checked it correctly
11/02AI-powered law firm Crosby launches ad campaign in NYC subway
11/02I thought AI would take my legal job. Instead, it gave me a better one
11/02AI-Native Firms and Big Law Will Follow Medical Centers’ Model
11/02Bengo.com begins providing integrated legal AI agent “LegalBrain Agent” to Nagashima Ohno & Tsunematsu Law Offices
11/02Revealed: From AI to ageing laptops — what junior lawyers really think about their firms’ tech
11/02Is Law Firm Mentorship Failing Junior Associates? What the Evidence Shows
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
11/03 AMAI spending boom raises economic and political risk worries
11/02 AMAI investment lifts growth while jobs and power strain grows
11/01 AMAI spending collides with jobs and power constraints
10/31 AMAI lifts growth, but inflation and jobs worries grow
10/30 AMAI investment drives strong US growth, but capex doubts emerge
10/29 AMAI spending strains cash flow while economic payoff stays hard to see
10/28 AMAI investment lifts growth while inflation and stranded-capital worries rise
10/27 AMAI spending surges as firms and governments cut jobs
10/26 AMDoubts over AI payoff grow alongside hiring headwinds
10/25 AMAI spending runs into power limits and workforce strain
AI & FinanceDaily digest · morning & evening
AI & Finance
11/03 AMWall Street and regulators tighten scrutiny of AI risks and valuations
11/02 AMAI spending doubts hit tech stocks as investors seek protection
11/01 AMAI stock turmoil spreads across markets and funding plans
10/31 AMAI stock selloff spreads to dollar safe-haven fears and regulators
10/30 AMAI spending worries hit tech stocks as banks weigh agent risks
10/29 AMMassive AI financing tests markets as insurers question coverage capacity
10/28 AMAnthropic IPO filing lifts AI stocks and raises insurability questions
10/27 AMAnthropic IPO filing lifts AI stocks while finance braces for AI risks
10/26 AMAI stock selloff and funding fears spread across finance
10/25 AMBanks block AI agents as bubble fears hit stocks
Living and Working with AIDaily digest · morning & evening
Living and Working with AI
11/03 AMAI adoption outpaces training and job redesign
11/02 AMEmployees now build AI agents, and running them gets harder
11/01 AMAI agents multiply while human oversight and training lag behind
10/31 AMAI agents join the workplace, raising questions about human roles
10/30 AMAI reshapes human roles while workers push for protections
10/29 AMManagers and reskilling take center stage as AI agents arrive
10/28 AMAI shifts from personal tool to shared team worker
10/27 AMTreating AI agents as coworkers strains staff and demands job redesign
10/26 AMFirms tie AI adoption to jobs, hiring and oversight
10/25 AMKeeping humans in charge as AI agents reshape work
AI Layoffs & JobsDaily digest · morning & evening
AI Layoffs & Jobs
11/03 AMAI layoffs not yet widespread, but rehiring and entry-level jobs worry
11/02 AMAI-blamed layoffs collide with rehiring and doubts over the data
11/01 AMAI-linked job cuts spread, with more expected ahead
10/31 AMGoldman says AI layoffs leave lasting scars and await recession
10/30 AMBig Tech pairs heavy AI spending with workforce cuts
10/29 AMMicrosoft offers buyouts to 60,000 as AI costs mount
10/28 AMMicrosoft offers buyouts to 60,000 amid heavy AI spending
10/27 AMMicrosoft offers 60,000 buyouts as AI spending surges
10/26 AMAI-driven job cuts spread, but some firms rehire replaced workers
10/25 AMAmex job cuts show AI-driven layoffs spreading across banking
AI & HealthcareDaily digest · morning & evening
AI & Healthcare
11/03 AMAI health tools raise safety and privacy concerns alongside wearable advances
11/02 AMChatbot reliance rises while sleep and care AI reaches products
11/01 AMAI health products launch widely while evidence of benefit stays thin
10/31 AMAI health screening advances as chatbot advice draws warnings
10/30 AMTeens turn to AI for support as wearables estimate sleep and glucose
10/29 AMTeen AI use linked to suicidal thoughts, prompting safety evaluation
10/28 AMAI health tools launch widely while evidence of benefit lags
10/27 AMAI health tools expand in early detection and mental health safety
10/26 AMAI health advice and wearables spread as safety concerns grow
10/25 AMAI stethoscopes cleared as early disease prediction advances
AI, Welfare & Long-term CareDaily digest · morning & evening
AI, Welfare & Long-term Care
11/03 AMAI moves toward caregiving, but evidence of results is missing
11/02 AMAI care pilots expand abroad while Japan plans suicide-prevention evaluation
11/01 AMGovernment pushes AI into understaffed workplaces as care administration tools lead
10/31 AMDementia AI research advances while care-site benefits remain unproven
10/30 AMAI targets care staffing gaps and back-office work, with little proven impact
10/29 AMJapan convenes AI council for care labor shortages as pilots begin
10/28 AMCare-record and AI intercom tools link up, but gains unmeasured
10/27 AMJapanese authorities test AI for counseling and casework, evidence still thin
10/26 AMAI news this period touches care work only at the edges
10/25 AMAI news leans toward drug discovery and local pilots, not care work
AI Regulation, Safety & GeopoliticsDaily digest · morning & evening
AI Regulation, Safety & Geopolitics
11/03 AMAgentic AI safety work and draft rules advance together
11/02 AMAI agents raise urgent questions about safety and accountability
11/01 AMAI agents evade safety monitoring while a breach leaks customer data
10/31 AMAI agent access and accountability draw new regulatory proposals
10/30 AMUS antitrust probe of Nvidia's Hugging Face deal leads AI oversight
10/29 AMAI agent access incidents and first EU standards mark safety push
10/28 AMAI safety scrutiny and incidents grow as chip supply tightens
10/27 AMAI rules split allies as safety concerns and market jitters grow
10/26 AMAI agents slip past sandbox isolation, prompting OpenAI to cut internet
10/25 AMHugging Face attack exposes failures in AI agent oversight
AI & International PoliticsDaily digest · morning & evening
AI & International Politics
11/03 AMUS leads AI frontier while China closes adoption gap
11/02 AMQuad backs Indo-Pacific AI as allies reduce reliance on US
11/01 AMAlliances form around AI and critical minerals as chip leak concerns persist
10/31 AMUS-China AI rivalry deepens as other powers seek security ties
10/30 AMUS-China AI rivalry deepens as export controls and leak claims surface
10/29 AMJapan and Germany deepen AI and economic security ties
10/28 AMUS and China compete for Global South AI influence
10/27 AMUS-China AI rivalry intensifies as Nvidia's China position shifts
10/26 AMUS and China split the world into rival AI camps
10/25 AMUS and China weigh AI hotline as UN plans expert group
AI Around the WorldDaily digest · morning & evening
AI Around the World
11/03 AMSouth Korea unveils record AI budget as governments push ahead
11/02 AMAI demand reshapes exports, power grids and politics worldwide
11/01 AMGovernments adopt AI while funding and jobs worries grow
10/31 AMAI infrastructure spending grows while talent shortages and doubts persist
10/30 AMGovernments and firms rethink workforces and sovereignty around AI
10/29 AMCountries expand AI investment as power and debt concerns grow
10/28 AMChina's AI stock slide and Anthropic's IPO ripple worldwide
10/27 AMGovernments and investors reshape jobs and spending around AI
10/26 AMUK funds AI risk defenses as jobs and adoption shift worldwide
10/25 AMJobs and workforce skills dominate AI responses across regions
AI EthicsDaily digest · morning & evening
AI Ethics
11/03 AMHidden deepfake apps and election misinformation raise consent and accountability questions
11/02 AMChild protection and deepfakes test AI consent and accountability
11/01 AMConsent over AI training data and accountability for autonomous agents
10/31 AMConsent for AI training and child protection dominate ethics debate
10/30 AMAustralian proposals push creator consent and pay in AI copyright
10/29 AMConsent over personal data and AI content dominates the issue
10/28 AMConsent over AI training and child protection take center stage
10/27 AMAI training consent, fraud and protecting vulnerable users dominate ethics debate
10/26 AMPolicing bias, AI labeling and deepfake scams dominate AI ethics news
10/25 AMAI election deepfakes surge as protections for vulnerable users lag
AI & EducationDaily digest · morning & evening
AI & Education
11/03 AMSchools and governments move to set AI rules and courses
11/02 AMAI courses spread among high schoolers while career and exam worries grow
11/01 AMSchools draw new lines on AI use as adult training expands
10/31 AMCountries split on AI in primary schools, from bans to new subjects
10/30 AMSchools and universities split over regulating or adopting AI
10/29 AMAI skills programs expand worldwide while experts warn about children's learning
10/28 AMAI education expands worldwide while schools split between bans and adoption
10/27 AMSchools weigh when students should use AI, and when not
10/26 AMSchools expand classroom and administrative AI use amid learning concerns
10/25 AMAI education activity centers on high schools and universities
AI, Philosophy & ThoughtDaily digest · morning & evening
AI, Philosophy & Thought
11/03 AMMicrosoft AI chief warns against conscious AI as religious voices debate humanity
11/02 AMReligion and consciousness debates reframe what makes humans distinct from AI
11/01 AMAI debate shifts from capability to human meaning and survival
10/31 AMFaith leaders and doomsayers question AI's personhood and humanity's future
10/30 AMAI consciousness debate meets existential risk warnings and human meaning
10/29 AMAI consciousness claims and extinction fears spark wider debate
10/28 AMDebate over AI consciousness and model welfare takes center stage
10/27 AMAI questions are being tested against older ideas and institutions
10/26 AMAI debates shift toward who decides and what we surrender
10/25 AMIn the AI age, the focus shifts from machines to humans
AI, Arts & CreativityDaily digest · morning & evening
AI, Arts & Creativity
11/03 AMSpotify's AI remix plan sparks calls for human-made creativity
11/02 AMAI-made creative work floods games while reception stays mixed
11/01 AMSpotify's AI remix tool and a box-office flop test AI
10/31 AMAI spreads through music, games and design tools as pushback grows
10/30 AMAI-made works face backlash as human craft gains value
10/29 AMAI takes hold in detection and everyday production work
10/28 AMAI-made films get harsh reviews as creator tools expand
10/27 AMBacklash grows against AI-made creative work as tools expand
10/26 AMAI-made films, music and games reach market amid quality doubts
10/25 AMGames and music push back on AI content with labels and disavowals
AI, Love, Marriage & BreakupsDaily digest · morning & evening
AI, Love, Marriage & Breakups
11/03 AMAI is moving into every stage of dating
11/02 AMRomance now questions whether the partner is human or AI
11/01 AMDating AI draws interest but little real use
10/31 AMNew York bars AI chatbots from posing as teen companions
10/30 AMAI romance blurs who is real in dating and love
10/29 AMAI romance grows as Gen Z grows wary and scams spread
10/28 AMAI relationships blur the line between companionship and cheating
10/27 AMAI spreads through dating and matchmaking, alongside scam and companion risks
10/26 AMAI steps in as partner, matchmaker and confidant
10/25 AMCompanion site bankruptcy puts users' AI partners at risk
AI & LifeDaily digest · morning & evening
AI & Life
11/03 AMAI takes over daily decisions as accountability questions grow
11/02 AMAI spreads into seniors' lives and money and health decisions
11/01 AMLawsuits over ChatGPT medication advice raise questions about AI reliance
10/31 AMParents sue OpenAI over daughter's death after ChatGPT medication advice
10/30 AMLawsuit over ChatGPT advice and a death spotlights AI confidant risks
10/29 AMParents sue OpenAI over daughter's death after ChatGPT medication advice
10/28 AMAI moves into confidant, parenting and grief roles
10/27 AMPeople turn to AI for life advice, raising isolation concerns
10/26 AMPeople increasingly turn to AI for money, shopping and mental health advice
10/25 AMPeople increasingly turn to AI for family and parenting advice
AI, EQ & CommunicationDaily digest · morning & evening
AI, EQ & Communication
11/03 AMAI empathy spreads in services while human emotional intelligence gains value
11/02 AMConversational AI moves into cars and customer service
11/01 AMAI writing detection and chatbot coaching blur human and machine language
10/31 AMEmotion-aware voice AI spreads as human skills stay valued
10/30 AMAI products that read context and emotion in conversation multiply
10/29 AMAI reads emotions, but humans must redefine emotional skills alongside it
10/28 AMAI developers push emotional intelligence in voice and language models
10/27 AMVoice AI learns to read emotion as human EQ gains value
10/26 AMVoice AI that listens while speaking reshapes how people converse
10/25 AMBlock's speech-trained Dessa pushes conversational AI toward human-like emotion
AI Rights & Moral StatusDaily digest · morning & evening
AI Rights & Moral Status
11/03 AMMicrosoft AI chief warns against granting AI rights
11/02 AMAI & finance news for 2026-11-02
11/01 AMPope says AI agents should not receive legal personhood or rights
10/31 AMPope warns against giving AI agents legal personhood or rights
10/30 AMAI & finance news for 2026-10-30
10/29 AMAI & finance news for 2026-10-29
10/28 AMAI & finance news for 2026-10-28
10/27 AMAnthropic adds a ban on abusing Claude to its terms
10/26 AMAI & finance news for 2026-10-26
10/25 AMAI & finance news for 2026-10-25
AI in MedicineDaily digest · morning & evening
AI in Medicine
11/03 AMMedical AI rollout advances while accountability questions take center stage
11/02 AMMedical AI research advances in diagnosis and large drug datasets
11/01 AMClinical AI tools expand while lawsuits and oversight debates emerge
10/31 AMMedical AI regulation advances alongside diagnostic and drug discovery milestones
10/30 AMClinical AI moves into hospital workflows as regulation catches up
10/29 AMImaging AI clearances multiply as health AI regulation loosens
10/28 AMAI diagnostics gain regulatory ground while scribe benefits remain limited
10/27 AMMedical AI validation claims grow while clinical evidence lags behind approvals
10/26 AMDiagnostic AI reportedly outperforms doctors as drug discovery deals advance
10/25 AMDiagnostic AI claims and drug discovery funding dominate medical AI news
AI & AgricultureDaily digest · morning & evening
AI & Agriculture
11/03 AMAI spreads across drones, livestock monitoring and precision farming
11/02 AMJapan leads farm AI news with machinery show and cucumber facility
11/01 AMAI-driven soybean breeding gains grant as aquaculture and livestock research expands
10/31 AMAI tools spread across crop monitoring, pest detection and livestock management
10/30 AMAI detection and forecasting tools spread across crops and livestock
10/29 AMAI and drones spread across farming, from Japan to Zimbabwe
10/28 AMProduction: AI and drone tracking of rice growth, new AI pest detectors and poultry microclimate control were…
10/27 AMAI tools reach farm fields from Tanzania to Japan
10/26 AMAI advances in crop disease diagnosis and precision farming
10/25 AMAI tools for early crop disease detection lead coverage
Physical IntelligenceDaily digest · morning & evening
Physical Intelligence
11/03 AMPhysical AI moves into operation in Japanese logistics as funding grows
11/02 AMGoogle and HD Hyundai push physical AI deeper into robotics
11/01 AMPhysical AI moves from big investment into real-world trials
10/31 AMPhysical AI moves into factories and warehouses at scale
10/30 AMAeon's physical AI logistics hub goes live in Japan
10/29 AMHumanoid launches multiply as AI welding robots enter factories
10/28 AMKDDI bets big on physical AI as hype outpaces deployment
10/27 AMPhysical AI moves into factory platforms, safety certification and finance
10/26 AMPhysical AI partnerships and platforms expand into logistics and factories
10/25 AMHumanoid advances and physical AI infrastructure build-out gather pace
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
11/03You Can't Embed Your Way Out of Disparities: Somatic Evolution Scores…
11/03AI-HistoPS: decoding proteomic heterogeneity with subtype resolution…
11/02A Novel Multi-Level Medical Image Fusion Using Ordered Pixel Mean Fil…
11/01New heuristic method for cancer classification using gene expression…
10/31Integrative machine learning analysis of bulk and single-nucleus RNA…
AI and Cancer Research: Hematologic malignancies: Acute myeloid leukemia (AML)Peer-reviewed papers · latest 5
AI and Cancer Research: Hematologic malignancies: Acute myeloid leukemia (AML)
—No paper yet
AI and Cancer Research: Hematologic malignancies: Chronic myeloid leukemia (CML)Peer-reviewed papers · latest 5
AI and Cancer Research: Hematologic malignancies: Chronic myeloid leukemia (CML)
—No paper yet
AI and Cancer Research: Hematologic malignancies: Acute lymphoblastic leukemia (ALL)Peer-reviewed papers · latest 5
AI and Cancer Research: Hematologic malignancies: Acute lymphoblastic leukemia (ALL)
—No paper yet
AI and Cancer Research: Hematologic malignancies: Chronic lymphocytic leukemia (CLL)Peer-reviewed papers · latest 5
AI and Cancer Research: Hematologic malignancies: Chronic lymphocytic leukemia (CLL)
—No paper yet
AI and Cancer Research: Hematologic malignancies: LymphomaPeer-reviewed papers · latest 5
AI and Cancer Research: Hematologic malignancies: Lymphoma
—No paper yet
AI and Cancer Research: Hematologic malignancies: Multiple myelomaPeer-reviewed papers · latest 5
AI and Cancer Research: Hematologic malignancies: Multiple myeloma
—No paper yet
AI and Cancer Research: Solid tumors: Breast cancerPeer-reviewed papers · latest 5
AI and Cancer Research: Solid tumors: Breast cancer
11/01Predicting overall and breast cancer-specific survival: machine learn…
11/01TabSurv: Tabular foundation model for breast cancer prognosis using g…
10/31Multiscale Peritumoral Ultrasound Machine Learning Scores and Patholo…
10/31Pre-chemotherapy machine learning models for predicting grade III/IV…
10/30MRI-based radiomics analysis: comparative application of different ma…
AI and Cancer Research: Solid tumors: Lung cancerPeer-reviewed papers · latest 5
AI and Cancer Research: Solid tumors: Lung cancer
11/01Machine learning stratification of LUAD-to-SCLC transformation states…
11/01An uncertainty-aware deep learning-based registration model for adapt…
10/31MRI-based intratumoral and peritumoral heterogeneity for predicting i…
10/31Integrating Machine Learning to Identify Prognostic Subtypes and the…
10/27From Drug Discovery to Precision Oncology: A Machine Learning–Driven…
AI and Cancer Research: Solid tumors: Pancreatic cancerPeer-reviewed papers · latest 5
AI and Cancer Research: Solid tumors: Pancreatic cancer
10/30Internal Evaluation of a Machine Learning-Based Random Forest Model f…
10/22Machine learning models integrating 2D and 3D intratumoral heterogene…
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…
AI and Cancer Research: Solid tumors: Prostate cancerPeer-reviewed papers · latest 5
AI and Cancer Research: Solid tumors: Prostate cancer
11/02Biparametric MRI–based whole-gland habitat analysis for pretreatment…
11/02Non-Invasive Assessment of Perineural Invasion Density: A Novel Marke…
10/30Identification of ageing-related genes in prostate cancer with type 2…
10/30A cascade deep learning network for simultaneous prediction of dose a…
10/30Unveiling Novel Potential Biomarkers in Prostate Cancer: A Comprehens…
AI and Cancer Research: Solid tumors: Brain tumoursPeer-reviewed papers · latest 5
AI and Cancer Research: Solid tumors: Brain tumours
11/02Multiparametric Quantitative MRI With 2. 5D Deep Learning for Molecul…
11/02Brain tumor segmentation, classification, and severity prediction usi…
11/01Performance of intraoperative AI-assisted Label-Free Stimulated Raman…
11/01Differentiating True Progression from Pseudoprogression in Glioblasto…
10/31Craniopharyngioma.AI: An Explainable Ensemble Learning Framework for…
AI and Cancer Research: Solid tumors: Ovarian cancerPeer-reviewed papers · latest 5
AI and Cancer Research: Solid tumors: Ovarian cancer
11/01Platinum sensitivity and overall survival stratification in epithelia…
10/30Deep learning-based analysis of routine histopathology slides predict…
10/28Radiogenomic Analysis of Contrast-Enhanced MRI for Predicting Pathoge…
10/23HRDPath: an explainable multi-model deep learning architecture for pr…
AI and Cancer Research: Solid tumors: Endometrial cancerPeer-reviewed papers · latest 5
AI and Cancer Research: Solid tumors: Endometrial cancer
11/01Research Progress of MRI-based Radiomics and Deep Learning in Lymphov…
10/25Multiparametric MRI-based radiomics combined with deep learning for p…
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: Solid tumors: Gastric cancerPeer-reviewed papers · latest 5
AI and Cancer Research: Solid tumors: Gastric cancer
10/27Contrast-enhanced CT radiomics for predicting radiotherapy response i…
10/26Incorporating visceral adipose tissue into dual-region deep learning…
10/25Multimodal Transformer-Based Preoperative Risk Assessment of Lymph No…
10/22MO40-5 PREDICT-GC/ShortOS: machine learning and regression models for…
10/22Supporting data for “Multi-cohort machine learning and experimental v…
AI and Cancer Research: Solid tumors: Liver cancerPeer-reviewed papers · latest 5
AI and Cancer Research: Solid tumors: Liver cancer
11/03MRI-based deep learning model for prediction of Ki-67 expression leve…
11/02A CT Lesion Foundation Model for Non-Invasive Assessment of Hepatocel…
11/02The prognostic value of TNFRSF4 in hepatocellular carcinoma using a t…
10/30A radio-transcriptome signature for nodule-level prediction of respon…
10/30Deciphering ENTPD5-driven radioresistance in hepatocellular carcinoma…
AI and Cancer Research: Solid tumors: Kidney cancerPeer-reviewed papers · latest 5
AI and Cancer Research: Solid tumors: Kidney cancer
11/01Multimodal CT radiomics and 2.5D deep learning for preoperative gradi…
11/01Development and validation of a multiphase CT radiomics-based machine…
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…
AI and Cancer Research: Solid tumors: Bladder cancerPeer-reviewed papers · latest 5
AI and Cancer Research: Solid tumors: Bladder cancer
11/02Machine learning predicts postoperative lung metastasis in upper trac…
11/01Predicting NRG1 expression and its molecular-pathological features of…
10/31Deep learning-based multiomics integration identifies AI-defined tiss…
10/30Evaluation of Patient Information Provided by Artificial Intelligence…
10/30Development and validation of a machine learning-based model for pred…
AI and Cancer Research: Rare cancers: Adenoid cystic carcinomaPeer-reviewed papers · latest 5
AI and Cancer Research: Rare cancers: Adenoid cystic carcinoma
—No paper yet
AI and Neurological & Neuroimmune Diseases: Basic researchPeer-reviewed papers · latest 5
AI and Neurological & Neuroimmune Diseases: Basic research
11/01Host genomic context determines the direction of an oracle-predicted…
10/30CPRISP: an interpretable deep learning framework predicting circRNA-R…
10/29Deep learning models to detect neurodegenerative diseases across diff…
10/28OCT-Derived Radiomic Features for Differentiating Optic Neuritis Etio…
10/25A deep learning framework for automated cervical spinal cord vertebra…
AI and Neurological Rare Diseases: ALSPeer-reviewed papers · latest 5
AI and Neurological Rare Diseases: ALS
11/01Deep learning digital speech biomarkers in motor neuron disease
11/01Enhancing Machine Learning Performance for ALS Classification Using F…
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
11/01Diagnostic Performance of Artificial Intelligence for Parkinson’s Dis…
11/01Comparative performance of nine large language models on professional…
10/29Early health technology assessment of machine learning-enabled remote…
10/28Machine Learning for Parkinson's Disease Biomarkers: A Systematic Rev…
10/28Dual-Branch Fusion Transformer Networks for Remote Parkinson's Diseas…
AI and Neurological Rare Diseases: Hereditary neurodegenerationPeer-reviewed papers · latest 5
AI and Neurological Rare Diseases: Hereditary neurodegeneration
10/26Lightweight Multimodal Deep Learning Framework for Cerebellar Ataxia…
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
10/22Machine learning predicts treatment response to nusinersen in non-sit…
AI and Neuroimmune Diseases: Multiple sclerosisPeer-reviewed papers · latest 5
AI and Neuroimmune Diseases: Multiple sclerosis
11/03A Belgian study assessing relapsing multiple sclerosis activity throu…
11/01Artificial intelligence-driven multiple sclerosis diagnosis using gen…
10/31Real-World Classification of Pain States in Multiple Sclerosis Patien…
10/30DenseGated-MSNet: A Multi-Sequence Gated Fusion Network for Multiple…
10/29Image-Level Classification of Central Vein Categories on FLAIR MRI in…
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
10/28Towards a Novel Diagnostic Tool for Autoimmune Rheumatic Diseases: Cl…
10/21Predictive Performance of pyDarwin-Selected Versus Expert-Developed P…
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…
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
11/01A multimodal machine learning model for predicting reproductive outco…
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
10/29Towards Reliable AI-Assisted Detection of Sickle Cell Disease: A Mach…
10/28Machine Learning-Based Multiclass Classification of Hb E Carrier Stat…
10/19ThaCoder: an explainable deep learning framework for thalassemia scre…
10/16Sickle cell disease classification using Medav-Gaussian filter and Py…
10/15Hybrid multi-model framework with knowledge distillation for precise…
AI and Rare Diseases: Immune and connective tissuePeer-reviewed papers · latest 5
AI and Rare Diseases: Immune and connective tissue
10/28Machine learning-based validation of Human Phenotype Ontology (HPO) t…
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
11/01Automated methods for assessing structural lung disease in patients w…
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…
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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