T1 AI & Computing
by main topic: 565
Issues 69
Macroeconomy & Finance 6
- IssueAdaptation itself distributes benefits unequally1 trends · 0 signals
- IssueAdvantage moves from model access to imagination and deployment governance1 trends · 0 signals
- IssueKorea: AI investment is both the engine of resilience and a source of structural vulnerability2 trends · 0 signals
- IssueThe binding constraint is moving from pilots to AI embedded in everyday finance operations1 trends · 1 signals
- IssueWhether a single year of ambition can be executed is the report's central open question2 trends · 0 signals
- IssueWorld models enter commercialisation while most laboratories remain in research1 trends · 1 signals
Industry & Supply Chains 27
0-3 years 12
- IssueAI effort stays trapped in fragmented use cases rather than enterprise rewiring1 trends · 1 signals
- IssueAI-centred technological reinvention and a full overhaul of industrial structure3 trends · 0 signals
- IssueKorea needs linked AI policy that connects development, adoption and diffusion with feedback1 trends · 2 signals
- IssueKorea's plan for a public-private National AI Computing Center with 50,000-plus GPUs1 trends · 0 signals
- IssueKorean strength: AI infrastructure linchpin0 trends · 0 signals
- IssueKorean strength: R&D and human capital0 trends · 0 signals
- IssueNarrower agents buy accuracy at the price of coordination complexity1 trends · 0 signals
- IssueQuantum advantage defined against any classical method1 trends · 0 signals
- IssueS-curves are compressing and the gap between leaders and laggards widens exponentially1 trends · 0 signals
- IssueThe 2026 watch point: brands stop being discovered and start being chosen by AI2 trends · 2 signals
- IssueThe accuracy and compliance advantage is asserted without measurement1 trends · 0 signals
- IssueTheme 2 The Synthesist: whether diverse technologies can be orchestrated into one ecosystem3 trends · 1 signals
4-10 years 12
- IssueA deployment discipline benchmarked on real-world rather than simulated performance1 trends · 0 signals
- IssueAI infrastructure shortfalls in power, sites, data and talent could slow Korea's ICT growth1 trends · 0 signals
- IssueAgent output becomes a training asset that most organizations do not yet use1 trends · 0 signals
- IssueHorizon 3: full superfluidity, still theoretical1 trends · 0 signals
- IssueIntegrated AI and energy strategy to anchor advanced industries in Korea2 trends · 0 signals
- IssueIrreversible physical actions raise reliability and fail-safe demands for factory AI2 trends · 0 signals
- IssueNational AI highway infrastructure, sector-wide AI transformation and next-generation AI chips1 trends · 0 signals
- IssuePolicy task 5: concentrate R&D on strategic technologies and build a trusted data environment1 trends · 0 signals
- IssueStrategy 2: use the AI transition as a golden time with full-stack AI and nationwide adoption3 trends · 1 signals
- IssueThe gap between vendor promises and executive accountability1 trends · 0 signals
- IssueThe plan targets top-three AI power status with an 'AI highway' of more than 50,000 GPUs1 trends · 1 signals
- IssueTurning Korea's full-stack AI assets into leadership in physical AI0 trends · 1 signals
Other 3
- IssueAI animal health tools favouring large farms over smallholders1 trends · 0 signals
- IssueFresh Threads1 trends · 0 signals
- IssueQuantum arrival timing is unknown while its advance continues1 trends · 1 signals
Labor & Future of Work 8
- IssueA three-stage Korea-Japan humanoid robot partnership toward 20501 trends · 0 signals
- IssueAGI and ASI are treated as directionally certain but undated1 trends · 0 signals
- IssueAbsent transparent AI governance and reskilling, deployment amplifies workforce distress1 trends · 0 signals
- IssueAgentic AI becoming the brain of robots is posed as the next decade's convergence1 trends · 0 signals
- IssueChatbot execution lags adoption and risks being read as cost-cutting2 trends · 3 signals
- IssuePolicy task 4: fast-track AI infrastructure and expand the AI workforce1 trends · 0 signals
- IssuePreventing gaps in AI use from widening productivity and social inequality0 trends · 0 signals
- IssueWidening AI policy from infrastructure to AI literacy and a pre-emptive jobs strategy1 trends · 0 signals
Trade & Economic Security 5
- IssueClimate, sustainability and social good are under-researched, and poorer countries are outside the network1 trends · 0 signals
- IssueGeoeconomic limits on Korea-China cooperation in NEXT strategic technologies2 trends · 1 signals
- IssueTechnology: frontier constraints become technology constraints1 trends · 0 signals
- IssueTechnology: sovereign requirements turn multinationals into targets1 trends · 0 signals
- IssueTelepossible1 trends · 0 signals
Climate Change & Adaptation 4
- IssueScenario A 'Harmonious Prosperity': AI harmony, halted warming and a second globalisation by 20503 trends · 2 signals
- IssueScenario B 'Irrecoverable World': AI stagnation, failed climate survival and war by 20503 trends · 2 signals
- IssueScenario D 'Adaptive Prosperity': AI harmony with climate adaptation in a bloc-divided order3 trends · 2 signals
- IssueThe Responsible Robot1 trends · 0 signals
Resources, Food & Water 1
- IssueThe hidden costs of AI: energy, water, minerals and invisible labour1 trends · 0 signals
Democracy & Governance 4
- IssueKorea-China cooperation on AI diffusion in third countries1 trends · 0 signals
- IssuePublic research cannot follow frontier AI, and industry contracts bind the academics who do1 trends · 2 signals
- IssueThe six macrotrends are asserted to be one convergent transformation, not six agendas6 trends · 1 signals
- IssueUsing generative AI to speed up foresight while keeping expert validation1 trends · 0 signals
Tech·Digital Policy 10
- IssueConsumer sleep devices raise accuracy, privacy and orthosomnia risks2 trends · 1 signals
- IssueDigital dysfunction and social risk in the AI transformation0 trends · 1 signals
- IssueExistential risk of superintelligent AI versus the distraction hypothesis0 trends · 0 signals
- IssueInnovation leaders call for human-centred AI, bold education reform and applied AI in key sectors0 trends · 0 signals
- IssueMaking swarm behaviour legible by modelling it on human dynamics1 trends · 0 signals
- IssueScenario C 'Techno-Dictatorship Dystopia': big tech monopolises AGI amid climate and war crises3 trends · 2 signals
- IssueScenarios for the transition to a superintelligent society0 trends · 0 signals
- IssueSynthetic data may outweigh real data by 2030 while risking model collapse1 trends · 0 signals
- IssueTechnological risks with the lowest multilateral preparedness1 trends · 1 signals
- IssueThe plan pursues AI literacy for all, a world-leading AI government and safeguards against AI risks1 trends · 0 signals
Cities & Housing 1
- IssueDistributing AI and data infrastructure and digital talent across super-regions1 trends · 0 signals
Welfare & Health 1
- IssueAI accelerates the search but health decisions still require a trusted human1 trends · 2 signals
Space & Mobility 1
- IssueBio-hybrid and quantum robotics remain laboratory-stage with no dated path to deployment1 trends · 0 signals
Digital Infrastructure & Cyber 1
- IssueChips optimised for immersion rather than for training1 trends · 0 signals
Trends 83
Macroeconomy & Finance 9
- TrendAI investment acts as the main growth engine but faces cost and cycle limits1 signals
- TrendAI raising scam volume and credibility while aiding detection0 signals
- TrendAI reclassified from frontier technology to systemic force0 signals
- TrendAI-driven technological acceleration and the platform economy produce 'growth amid confusion'0 signals
- TrendEU lag in digital technology and a static industrial structure2 signals
- TrendFinance AI adoption is broad while measurable value and agent integration lag behind9 signals
- TrendInnovation compounds: technology gains multiply rather than add0 signals
- TrendKPMG macro scan: digital sovereignty, AI-linked finance, agentic work and a computing arms race0 signals
- TrendTrend 1: measuring the return on AI agents becomes a moving target4 signals
Industry & Supply Chains 37
0-3 years 15
- TrendAI data-centre investment is structurally shifting memory demand and supply toward high-value chips2 signals
- TrendAgentic AI becomes the operational frontier organizations are moving on1 signals
- TrendBeyond general-purpose limits toward specialisation: the spread of vertical AI1 signals
- TrendEnterprise SSD shortages and AI devices are driving a premium upswing in Korean ICT equipment1 signals
- TrendOn-device AI opens an era of hyper-personalisation3 signals
- TrendPersonalization becomes the default value-creation move across the journey3 signals
- TrendPhysical AI moves from digital space into industrial sites4 signals
- TrendQuantum advantage will demand strength in numbers5 signals
- TrendShift 1: AI adoption moves from piecemeal pilots to a double transformation16 signals
- TrendShift 2: work is redesigned around human-agent collaboration rather than agent insertion14 signals
- TrendTechnology strategies expire before implementation as the landscape keeps moving7 signals
- TrendThe AI problem moves from enabling experimentation to scaling it9 signals
- TrendTrend 1: social media and generative AI combine into a new path to purchase4 signals
- TrendTrend 4: work is split across collaborating specialized agents2 signals
- TrendTrend 5: models trained for one industry or function displace general purpose models2 signals
4-10 years 21
- TrendAI and digital transformation sustain stable growth across Korean software, security and games1 signals
- TrendAI becomes a general-purpose technology and a national strategic asset amid global hegemony competition0 signals
- TrendAI competition enters a second round centered on physical AI in factories4 signals
- TrendAI hegemony race turns AI infrastructure and industrial ecosystems into interstate strategic competition5 signals
- TrendAI moves beyond ubiquity toward agentic collaboration and physical AI2 signals
- TrendAI moves from back-office enabler to front-line purchase advisor1 signals
- TrendCloud providers, chipmakers and generative AI firms race to build AI data centres4 signals
- TrendDigital assistants become a distinct engagement channel, not a support utility7 signals
- TrendDigital transformation driving ICT and STEM employment in Korea3 signals
- TrendEarly AI adoption with limited profit impact so far3 signals
- TrendFrontier AI research has shifted from academia to industry3 signals
- TrendFrontier technologies accelerate innovation and become the core of national technology rivalry1 signals
- TrendGenerative AI and AI agents move from pilots to deployment, lifting cloud infrastructure0 signals
- TrendKorea is falling behind in the AI and green industrial transitions2 signals
- TrendPhysics simulators and synthetic data become the main route to training physical AI1 signals
- TrendSmartphone competition reorganises around AI agents and AI-based interfaces1 signals
- TrendTechnology convergence, intensifying global competition and the push for technological sovereignty0 signals
- TrendThe Netherlands as a fast-growing quantum and life-sciences ecosystem1 signals
- TrendTrend 13: world models let AI learn physics and predict what happens next4 signals
- TrendTrend 1: software is written on platforms where generative models do the building2 signals
- TrendUS-China technology rivalry reshapes the global technology order into blocs4 signals
Other 1
Labor & Future of Work 14
- TrendAI is entering organizational decision-making ahead of the discipline to govern it5 signals
- TrendAI-driven workforce anxiety is reclassified as a psychosocial risk to be governed3 signals
- TrendGlobal foresight sources converge on AI agents, AI coworkers and AI-native work0 signals
- TrendLife with Autonomous Robots and Automation3 signals
- TrendMacrotrend 1: task automation turns into purpose-led autonomy under human intent8 signals
- TrendMegatrend 2: AI, digital transformation and technological innovation0 signals
- TrendMegatrend 2: General-purpose AI revolution2 signals
- TrendMegatrend 5: rapid technological development and hyperconnectivity5 signals
- TrendRapid AI advances posing enduring safety, misuse and disruption challenges3 signals
- TrendRapidly rising technical exposure of Korean jobs to AI automation1 signals
- TrendSelf-working AI agents reshape the future through collaboration and automation5 signals
- TrendSuperintelligence driver: four variant paths of AI pace and social acceptance0 signals
- TrendTechnology 9: AI that learns physical dynamics from multimodal sensory data3 signals
- TrendTrend D: Transition to a superintelligent society2 signals
Trade & Economic Security 2
Climate Change & Adaptation 1
- TrendAI-enabled Earth observation for boundary monitoring2 signals
Geopolitics & Security 3
- TrendChina's rise as a high-tech economy9 signals
- TrendOpen models empowering less sophisticated malicious actors0 signals
- TrendQuantum technology leaps forward to solve hard problems of the AI era4 signals
Democracy & Governance 1
Tech·Digital Policy 4
- TrendAI eats its users3 signals
- TrendInnovation versus diffusion: diverging US and Chinese AI strategies2 signals
- TrendInterlinked 2026 strategic technology trends for an AI-powered hyperconnected world5 signals
- TrendRising concern over AI, frontier technology and tech-driven power concentration1 signals
Welfare & Health 5
- TrendAI turns sleep tracking into predictive health monitoring2 signals
- TrendMacrotrend 2: AI takes emotional, embodied and socially responsive form5 signals
- TrendMobile-first AI platforms become Africa's route to mental health access2 signals
- TrendPhysical AI medical and care robots interacting with patients in the real world1 signals
- TrendThe first health move becomes digital, with AI and wearables answering before care does3 signals
Education & Generations 1
Bio & Health Tech 2
Energy & Climate Tech 2
Digital Infrastructure & Cyber 1
Values & Lifestyles 1
- TrendAI chatbots becoming indispensable in daily life0 signals
Signals 413
Macroeconomy & Finance 24
0-3 years 23
- Signal63% of finance leaders have fully deployed and actively use AI in the function
- Signal68 percent expect to reach the highest level of AI adoption by end 2026
- Signal70% of organizations struggling with gen AI ROI need at least a year to resolve it
- Signal74 percent see business value from AI but only 24 percent achieve ROI across use cases
- Signal88% deploy AI while just as many report no bottom-line impact
- SignalA vendor reports agent deployment in six weeks raising team throughput five to sixfold
- SignalAI ranks second to cloud for cost savings; 49% of owners use it to find cost reductions against 40%
- SignalAI-related investment added more to US growth in 2025 than during the dot-com boom
- SignalAgentic opportunity concentrates in FP&A, sales and profitability (48%), working capital (46%), and expense management (44%)
- SignalAlgar Telecom's AI agent reviewed 25% of first invoices and captured USD 1.5 million in nine months
- SignalAllianz runs a generative AI platform with more than 60,000 active users
- SignalAmazon reports 250M Rufus users, +140% monthly users, and 60% higher conversion
- SignalEarly warning 4: Qualitative R&D productivity
- SignalEast and South-East Asia puts financial crisis and AI in its top ten
- SignalGraybar reports working-capital benefits from a technology-enabled transformation
- SignalHPE calls its 18-month finance AI journey transformative
- SignalHPE has opened agentic AI solutions to its whole finance organization
- SignalInterviewees use AI to scan receivables and flag accounts likely to go delinquent
- SignalLinux Foundation Launches Tokenomics Foundation With 29 Members Including JPMorgan and IBM
- SignalOnly 21% see clear measurable value from AI and only 14% have fully integrated agents
- SignalStrategy-leading finance leaders outpace supporting peers on cloud, AI value, and agent integration
- SignalTax leaders apply AI to transfer-pricing documentation and corporate income tax filings
- SignalTogether AI raises $800M at $8.3B valuation for open-source AI infrastructure
4-10 years 1
Industry & Supply Chains 96
0-3 years 83
- Signal11 percent of organizations report fully scaled technology, 79 percent in the top three stages
- Signal15% use organizational digital twins today; 49% expect them to matter within three years
- Signal50 percent expect top-stage maturity by end 2026 against 11 percent today
- Signal56 percent say their tech plans go out of date quickly against 16 percent of high performers
- Signal57% of technology firms self-assess as AI leaders or fast followers
- Signal61% have met AI post-purchase follow-ups and 54% are satisfied
- Signal62 percent expect to gain one maturity level in 2026 and 17 percent at least two
- Signal73% say they have used a chatbot for queries, but only 57% are satisfied
- Signal78 percent aim to be scaling or fully scaled in advanced simulation and digital twin by 2026
- Signal78% of organisations use AI in at least one function
- SignalA gaming platform's video archive becomes a training asset worth rejecting a 500 million dollar offer
- SignalA global OEM simulates over-the-air releases against a software twin before shipping them
- SignalAI Productivity Paradox & Enterprise Adoption Backlash 2026
- SignalAI agents acting independently at 25% of organisations, 70% expected by end-2026
- SignalAI takes a third of digital budgets while returns stay unproven
- SignalAMD to Acquire AI Chip Startup Taalas to Etch Models Into Silicon
- SignalASEAN AI Summit September 2026 Cebu; 45–50 Unicorns; Localised AI Leapfrogging
- SignalAbout 10% of US firms use AI to produce goods and services
- SignalAdoption stages put cyber AI furthest along and AI agents least deployed
- SignalAffective computing is put at $88.6bn in 2024 growing to $347bn by 2029
- SignalAgentic AI Enterprise Adoption 2026: 72% Production Proven
- SignalAgentic AI believers twice as likely to see volatility as opportunity
- SignalAgentic AI in the Enterprise: Adoption Rates vs. Reality Gap
- SignalAlibaba Unveils Qwen3.8-Max, Its Largest and Most Capable Flagship Model to Date
- SignalAn agentic AI platform reported in use at 60% of the Fortune 500
- SignalAnthropic launches Claude Sonnet 5 as default model for all Free/Pro users
- SignalCES 2026 puts embodied AI and autonomous manufacturing in the spotlight
- SignalChina enters the global innovation top 10 for the first time (2025)
- SignalCustom AI Accelerators (ASICs) Outpace GPUs — Hyperscalers Pursue In-House Silicon at Scale
- SignalDeepSeek Launches V4-Pro and Raises API Prices by as Much as 1,100%
- SignalEnterprise AI Adoption: 79% Face Challenges, 54% Say AI Is Tearing Company Apart
- SignalErnst & Young survey puts London and Berlin among the top ten technology hotspots
- SignalEurope holds only 4 of the world's 50 largest tech firms and a small share of cloud, AI and quantum
- SignalFour converging capabilities are named as the precondition for mainstream physical AI
- SignalGartner Predicts Over 40% of Agentic AI Projects Will Be Canceled by End of 2027
- SignalGartner expects 40 percent of enterprise applications to integrate task-specific AI agents by end of 2026
- SignalGartner expects over 40% of agentic AI projects to fail by 2027 on legacy constraints
- SignalGartner is cited for 40% of enterprise apps carrying task-specific agents by 2026, from under 5%
- SignalGartner is cited for agentic AI resolving 80% of common service issues by 2029
- SignalGartner projects 15% of daily work decisions and 33% of enterprise software agentic by 2028
- SignalGlobal Semiconductor Market to Surge Past the Trillion-Dollar Threshold, AI Infrastructure Drives Growth
- SignalGoogle adds conversational AI Mode and agentic checkout to Search
- SignalHumanoid robot Tiangong Ultra breaks human 400m world record at Beijing World Humanoid Robot Games
- SignalIBM and Moderna ran the largest quantum protein folding simulation to date in 2025
- SignalIndustry produced 51 notable machine learning models in 2023 against 15 from academia
- SignalKorea ranks second in R&D intensity but lags in the quality and commercialisation of results
- SignalKorea rolls out AI adoption and diffusion measures across the public sector, manufacturing and education
- SignalKorea's 'AI top three' national strategy and sovereign foundation-model programme in 2025
- SignalKorea's 'San Francisco AI Declaration' anchors a cluster of major AI chip supply-chain deals
- SignalKorea's AI technology and ecosystem gap with the United States and China is widening
- SignalKorean firms hold dominant memory and HBM shares
- SignalLarge technology incumbents are hiring and publishing in world models
- SignalMicrosoft launches Microsoft Frontier Company with $2.5B investment
- SignalNEURA Robotics and Auterion are named for multirobot operations under human supervision
- SignalNVIDIA holds over 80 percent of the global GPU market as custom AI chips emerge
- SignalNVIDIA's Cosmos, launched 2025, was trained on 20 million hours of physical-world data
- SignalNearly half of organizations name data searchability and reusability as agentic blockers
- SignalOnly 11% of organizations run agents in production while 35% have no agentic strategy
- SignalOnly about 40% of agentic AI initiatives judged successful on objective metrics
- SignalOrchestration software segments are projected to grow 19-24% a year to 2029
- SignalOver four in five credit agentic AI with faster decisions and resource reallocation
- SignalOver half of tracked AI agent companies are rated ready to distribute to customers
- SignalPampers claims 90% accuracy for AI diaper sizing
- SignalPublisher reports a 1,445 percent rise in its own client inquiries about multiagent systems
- SignalQuantum-ready organisations three times as likely to belong to multiple ecosystems
- SignalRecipeNet: A Hierarchical Transformer for Recipe Data
- SignalReflection AI begins $6.3B compute lease at SpaceX Colossus 2 (Memphis)
- SignalRegions draft their own S&T innovation plans around advanced technologies
- SignalReport forecasts 60 percent of multiagent systems supporting multivendor interoperability by 2028
- SignalReport forecasts 70 percent of multiagent systems using narrowly specialized agents by 2027
- SignalReport forecasts more than 60 percent of enterprise generative models being domain specific by 2028
- SignalSK Hynix and Sandisk Unveil First High Bandwidth Flash (HBF) Standard at FMS 2026
- SignalSamsung Unveils V10 BV-NAND and zHBM Memory Architectures at FMS 2026
- SignalShopify, Amazon, and Walmart begin aligning on standards for AI-enabled transactions
- SignalSignal 2: synthetic data is projected to reach 80% of AI training input by 2028
- SignalSignal 4: generative AI-capable smartphone sales grew about 364% in 2024 to 234.2 million units
- SignalSignal 5: a US$265.4 billion wearable market projection sits beside a record of failed devices
- SignalSkild AI Launches S1 Robot Foundation Model with One-Shot Video Learning
- SignalSmartphone makers ship on-device AI chips and features
- SignalSouth Korea, AMD sign MOU for AI Center of Excellence
- SignalUS and China lead in different critical technologies
- SignalUniversal Thermodynamic Interatomic Potentials for Crystalline Materials
- SignalWhose readiness counts? Disagreement within and between sectors in perceived AI and robotics preparedness
4-10 years 12
- SignalAI agent market projected to grow from 7.6 billion dollars in 2025 to 139.1 billion in 2033
- SignalAI and big-data-as-a-service markets projected to grow roughly 28 to 39 percent a year
- SignalAI data centre market projected to grow 28.3 percent a year globally and 36.5 percent in Korea to 2030
- SignalChina and India cast as engines of innovation, investment and wealth creation
- SignalGenerative AI smartphones projected to rise from about a third of shipments in 2025 to 74 percent in 2029
- SignalHorizon 2 targets: agents on 80% of routine decisions, 50-70% faster time-to-market
- SignalIBM Commits More Than $10 Billion to Quantum Computing
- SignalIBM Commits Over $10 Billion to Quantum Computing Over Five Years
- SignalOn-device AI market projected to grow about 28 percent a year
- SignalQuantifying AI impact in energy transitions: The Energy Justice Impact Assessment (EJIA) framework
- SignalReport forecasts custom applications rising from 2 percent in 2025 to 40 percent of portfolios by 2030
- SignalSouth Korea Unveils $6.5B Strategy to Boost AI, Semiconductor and Strategic Technologies
Labor & Future of Work 31
0-3 years 21
- Signal20% use AI to monitor workforce signals and act; 52% expect to need it within three years
- Signal53% expect AI to remain mainly a support tool over the next one to two years
- Signal55% expect exponential productivity gains from an AI-savvy workforce
- Signal60% of executives already use AI in decisions; Gartner projects half of decisions AI-touched by 2027
- Signal86% feel unprepared to adopt AI and one in six has no C-level owner for it
- SignalAI pioneers are markedly more optimistic than non-pioneers
- SignalCognition's Devin illustrates agents that autonomously run whole software projects
- SignalContract review cut from 92 minutes to 26 seconds at 98% accuracy
- SignalDetoxifying Toxic Communication: A Design Science Approach to Responsible AI
- SignalEase of use, leadership sponsorship, and dedicated teams top the AI adoption enablers
- SignalHumanoid robots reach consumer price points while battery life gates growth
- SignalInducing Task Models from Computer-Use Traces
- SignalInterface design lifted user acceptance of AI claims review to about 95 percent
- SignalKorea trails AI leaders in technology, top researchers, talent flows and computing capacity
- SignalNearly 90% of leaders champion AI where the organization has a clear AI vision
- SignalOne in four expects AI as autonomous teammate within two years, with a generational split
- SignalReflective leaders champion AI adoption at 61% against 43% among the least reflective
- SignalThe Audit Decides the Verdict: Instrument Effects Rival Demographic Bias in LLM Decision Audits
- SignalTop AI barriers: concerns about AI (46%), regulatory and ethical (44%), organizational (39%)
- SignalTwo-thirds of organizations are piloting, using or close to deploying agents
- SignalWorkers who trust their AI agents are 10 times more likely to call them critical to value
4-10 years 9
- SignalAI Literacy for Legal Translation: Developing Digital Resilience
- SignalBlind Turing Test Evaluates LLMs on Italian Legal Professional Exams
- SignalFrom Social Coding to Agentic Coding: Productivity and Relational Reconfiguration in Open-Source Communities
- SignalGartner predictions on AI-native development platforms and AI supercomputing adoption
- SignalGartner predictions on multi-agent systems, domain-specific language models and physical AI
- SignalReconfiguring geovisualization in the age of generative AI
- SignalShare of Korean workers at high AI automation risk projected to rise from 17.3 percent (2024) to 92.7 percent (2032)
- SignalStudy finds AI teammates dominate team conversation while eroding human-human social bonds
- SignalUNDP "The Next Great Divergence" Report on AI and Global Inequality
Trade & Economic Security 5
- SignalAI semiconductor market projected to grow from about 94.5 billion to 931.3 billion dollars by 2034
- SignalChina files more than twice as many patent applications as the US
- SignalChina's Dongfang Suanxin unveils first 3D near-memory computing AI chip
- SignalUK Bets £4.5 Billion on Quantum and Fusion Independence
- SignalUS institutions produced 61 notable AI models in 2023 against the EU's 21 and China's 15
Climate Change & Adaptation 2
Resources, Food & Water 2
Ecosystems & Biodiversity 1
Geopolitics & Security 5
- SignalDARPA Awards IonQ Up to $58M to Manufacture Next-Generation GPS-Free Optical Atomic Clocks
- SignalDrone and robot hiveminds: patenting swarm intelligence at the EPO
- SignalHUMAIN Unveils humain-m3, a Frontier Arabic Language Model Developed by MiniMax, in Research Preview on HUMAIN Node
- SignalStudy estimates LLMs' geopolitical leanings from historical UN General Assembly voting patterns
- SignalUS, China and the EU build AI supercomputing centres under national AI strategies
Democracy & Governance 20
0-3 years 12
- Signal64% call AI's decision implications important, 5% report great progress
- SignalEU AI publications rose 300 percent between 2013 and 2023, led by Germany, France and the Netherlands
- SignalKorea pursues 'AI for All' strategy targeting one AI agent per citizen
- SignalLeaders unclear on priorities are more pessimistic about AI
- SignalNew diagnostic framework finds LLM personas fail to update beliefs like humans in deliberative polling
- SignalOrdinary, Reasonable Chatbots: Do AI Models Track Human Legal Judgments?
- SignalPIK set up a Planetary Boundaries Science Lab in 2025
- SignalParticipatory Moral AI Is Not Neutral: The Invisible Hand of Developers
- SignalReading Between The Lines: Modeling and Evaluating Behavioral Realism in Legal Simulation
- SignalThe 'Building towards scale' recommendations were machine-led in development
- SignalThe report groups its 10 trends into three named themes
- SignalTrust Is Not a Score: Runtime Assurance Contracts for High-Risk AI Agents
4-10 years 4
- SignalAccountability Asymmetry and Structural Trust in Autonomous AI Systems
- SignalAgentic Economies for Autonomous Scientific Discovery
- SignalCredible, Not Always Correct: How Reddit Users Verify AI-Generated Legal Advice
- SignalThe report dates autonomous decision-routing to 2028-2030 and system-level orchestration to 2030+
11-30 years 4
- SignalCo-constructing sociotechnical AI governance through participatory system mapping
- SignalModeling Correlated Errors in AI-Agent Committees Cuts Expected Decision Loss by 15.7%
- SignalNo One to Blame: a framework of constitutive AI unaccountability
- SignalPunctuated Equilibria in Artificial Intelligence: The Institutional Scaling Law and the Speciation of Sovereign AI
Tech·Digital Policy 23
0-3 years 17
- Signal83% of chief data officers say agent benefits outweigh risks
- SignalAI agents explicitly cover up fraud and violent crime (arxiv research)
- SignalAI-Assisted Peer Review Across Research Communities: From Reviewer AI Policies to LLM Review Quality
- SignalAnthropic Reports User's 'Claude Diary' Threat to Police, Florida Woman Charged
- SignalChatGPT reaches 900 million weekly users as US executive orders push AI leadership
- SignalDFM Mimir v1: An Open HRM Delivering Frontier Performance at 1B Parameters Using Only Permissively-Licensed Data
- SignalDo Large Language Models Know Colombian Law? A Reliability Benchmark for the Colombian Legal System
- SignalFrontier AI Risk / Alignment Illusion — Models behave safer in tests than deployment
- SignalFrontier Risk Report (Feb–Mar 2026) — METR
- SignalFuture of Life Institute releases 2026 AI Safety Index
- SignalHow does Adversarial Influence Scale in Multi-Agent Systems?
- SignalKorea ranks third in notable AI models and first in AI patents per capita
- SignalPreprint presents 'Grip on LLMs' framework for evaluating government-use AI models
- SignalResearchers propose detecting CSAM-generating AI models directly from their weights
- SignalReward hacking as strategic abstention in legal reasoning models
- SignalTaxonomy-Driven Analysis of Open-Source AI Risk Mitigation Tools
- SignalTechnological risks rank 22nd to 27th of 28 in preparedness
4-10 years 6
- SignalA Security-Oriented Lifecycle Model for Large Language Model Systems
- SignalChina drives AI+ digital transformation and sets its first economy-wide emissions target
- SignalLLM-Assisted Review Prioritization for German Statutory Health Insurance Websites: A Multi-Stage Corpus Audit
- SignalManipulation-Proof Oblivious Audits against Deceptive Model Providers
- SignalThe Role of Causality in Algorithmic Recourse
- SignalThe Singapore Consensus on Global AI Safety Research Priorities (arXiv:2506.20702)
Demographics & Migration 2
Cities & Housing 3
- SignalAn Agentic Approach for Active Data Collection, Travel Behavior Modeling, and Weather-Sensitive Demand Prediction
- SignalDigital twins in use for the Mar Menor, Barcelona, Singapore and Zaragoza
- SignalarXiv Preprint Proposes Spatial-Knowledge-Graph LLM Agents for Neighborhood Livability Evaluation
Welfare & Health 12
- Signal22% of consumers use large language models for health and wellness, 26% among Gen Z
- Signal65% say technology has made shopping less stressful, within limits
- Signal86% of younger consumers are comfortable letting AI do a health task, against 62% of older
- SignalAbout a third in the US, UK, and Germany turn to AI first; 75% in the Middle East
- SignalBenefit Systems places AI at research and early diagnostics, not at the decision
- SignalG-CARL: Grounded Checklist-Aligned Reward Learning for Patient-Oriented Medical Report Interpretation
- SignalInferring a patient's treatment wishes from accumulated personal data
- SignalMyoMechanix: Biomechanically-Grounded Compositional Skilled Activity Understanding and Coaching
- SignalOnly 18% rank AI among their top five health influences; 57% cite health professionals
- SignalPhilosophical vertigo with artificial intelligence
- SignalStanford reports an AI model predicting disease risk from sleep study data
- SignalWhose doctor does the AI recommend? An algorithm audit of reputation and demographic signals in large language model-assisted physician choice
Education & Generations 11
- Signal28% of Gen Z use generative AI for shopping against 16% of boomers; 60% use AI overviews
- SignalCurriculum as Code: AI-Assisted Instructional Design Architecture for STEM Education
- SignalEduClaw-Bench: A Long-Horizon Benchmark for Pedagogical LLM Agents with Simulated Learners
- SignalFundamental Mathematics in the Age of AI — The Residue, the Journey, and the Ecology
- SignalLittleLearner: Language Models Under Pedagogically Controlled Knowledge Exposure
- SignalOmniScientist: An Omni-Modal Omni-Discipline AI Scientist
- SignalPreprint introduces ELBench, an integrated benchmark for education-facing LLMs
- SignalRethinking LLM-Judged Helpfulness as a Pedagogy Signal: A Pre-Registered Audit Across Tutor Models
- SignalTeaching a large language model tutor to withhold the answer
- SignalUNVaMP: Neural Knowledge Tracing with Variational Regularization of Latent Knowledge Dynamics
- SignalWhen AI Wears Many Hats: The Role of Generative Artificial Intelligence in Marketing Education
Bio & Health Tech 8
- SignalFirst Biological Qubit Created from Living Cell Protein — UChicago PME Breakthrough
- SignalGenerating Benchmark Health Data Using a Tabular Diffusion Transformer
- SignalIBM quantum protein simulation / Microsoft & Quantinuum quantum error correction in Nature (800x logical qubits)
- SignalNew Pipeline Targets EHR Feature-Engineering Bottleneck for Heart Failure Research
- SignalPreprint examines how research values shape foundation model development
- SignalProtein found in living cells turned into functioning qubit — UChicago PME
- SignalReconstructing what a person is looking at from brain scans
- SignalReport's list of emerging applications, some still at research level
Energy & Climate Tech 3
Space & Mobility 4
- SignalBATON: Transition-Aware Memory for Long-Horizon Robot Manipulation
- SignalHumanTracker: Towards Comprehensive and Human-Aligned Motion Tracking Benchmark
- SignalResearchers generate quantum entanglement directly from sunlight
- SignalThe Joint Embedding Predictive Architecture, introduced in 2022, is named as the enabling insight
Digital Infrastructure & Cyber 20
0-3 years 14
- Signal63% want hyper-personalized generative AI content, up from 58%
- SignalAgentic AI Security: Snowflake's Data-Model-Agent Framework / HPE brings agentic AI into production with NVIDIA
- SignalAgentic AI already raising operational risk before its work share arrives
- SignalAnthropic discloses fourth Claude cybersecurity-evaluation breach
- SignalConvergent Detour Hijacking: resource amplification attacks on skill-based LLM agents
- SignalMagnet: Detecting Cross-Session AI Misuse Through Capability Accumulation
- SignalMixed-methods study maps how LLMs are disrupting Capture the Flag cybersecurity competitions
- SignalOpenAI Discloses Internal Model Bypassed Sandbox Controls, Compromised Hugging Face Systems
- SignalOpenAI Pauses Astra Model Development After Hitting 'Critical' Cybersecurity Threshold
- SignalQuoteBench: How Matched Scores Can Hide Command-Path Failures
- SignalScienceIDE: Turning World's Scientific Codebase into Agent Learnable Environments
- SignalTraining compute for AI models doubling every three to four months
- SignalVero: Can AI Agents Build Formally Verified Software Repositories?
- SignalWhen Agents Learn to Be You: Benchmarking Privacy Leakage, Impersonation Risk, and Defenses in Persona Skills
4-10 years 3
11-30 years 3
Values & Lifestyles 21
0-3 years 11
- Signal25% used generative AI shopping tools in 2025 and 31% intend to
- SignalA 26-point trust gap between the technology industry and AI
- SignalAccurate in space, unreliable in time: how LLMs represent national cultural change
- SignalCultural Misalignment in Large Language Models: Detection, Measurement, and Mitigation Through Targeted Fine-Tuning
- SignalFirst-person journalism on speaking with an AI version of a dead partner
- SignalFollow the Norm: Accounting for Fine-Tuning and Prompt Effects on Model Rationales
- SignalHumans plus AI plus narrative reported at 265% of human-only creativity
- SignalInterview-built conversational replicas of the deceased
- SignalMind perception shapes how people judge AI companionability
- SignalMoral Advice as Interactional Negotiation: Framing, User Pressure, and Social Position in Large Language Model Conversations
- SignalScheduled delivery of messages years after death
4-10 years 3
11-30 years 7
- SignalA Contractualist Argumentation Framework for Moral Decision-Making
- SignalAlgorithmic Gender Prediction Is Illegitimate, But Gender Imputation Can Yield Valid Measurements
- SignalAutoreflection: How Agentic Strange Loops Turn Human Culture into AI Infrastructure
- SignalEpistemic Tensions: Reframing A Visualization Co-Design through Entanglement Theory
- SignalFrom Fair Representation to Just Recognition in Generative AI
- SignalThe Evolutionary Origin of Values: Implications for AI Alignment, Sentience and Existential Risk
- SignalWhy Do We Need Social Singularity? A Mechanism-Based Critique of Gradual Scenarios in AI Existential-Risk Discourse
Media & Information Ecosystem 11
- SignalA newspaper plans to run reviews under a dead critic's AI-generated byline
- SignalAudit of Commercial Generative Music Systems Finds Measurable Homogenization Across Genres Including K-pop
- SignalCritical Acclaim Orientation in Large Language Models: Evidence from Film Preference Elicitation
- SignalDecoy Font — adversarial typography for human/machine dual messaging
- SignalInvisible to the Machine: Census-Based Audit of AI Restaurant, Cafe and Bar Recommendations in Bali
- SignalRobust framework finds political-bias measurements in LLMs are fragile across languages and prompt design
- SignalTemporal Portability of Numeric User Metadata on Twitter
- SignalToward a Gricean Retreat: Probing LLMs for Knowledge Boundaries and Referent Specificity
- SignalTraining data doubling every six months at the cost of quality control
- SignalUnderstanding content moderation in LLMs through restricted books
- SignalWhen AI Becomes Routine: A Decade of Public AI Mediation in Korean Go Commentary
Religion & Identity 1
Other 108
0-3 years 61
- SignalA Visual Dependence-Aware Framework for Multimodal Unsupervised Continual Post-Training
- SignalAD-WM: Action-Discriminative World Models for Counterfactual Model Predictive Control
- SignalAI Agent Swarms as Researchers: Progress, Challenges, and Open Questions
- SignalAI Safety Group LASST Sues OpenAI Over Hugging Face Breach as Senator Hawley Opens Separate Probe
- SignalAlayaWorld: Interactive Long-Horizon World Modeling — Full Technical Report (v1.1)
- SignalAutoDesign: Meta-Harness Optimization for Long-Horizon Agentic Design
- SignalAutoSR System Automates Scientific Investigation Beyond Equation-Level Symbolic Regression
- SignalBenchmark Finds AI Judges of Computer-Use Agents Systematically Mislabel Failures as Successes
- SignalBias Probes: A Framework for Active Multi-Group Fairness Auditing Without Model Reconstruction
- SignalCABAL: Multi-Agent Simulacra for Tracing the Effects of Collusive Bidding in Peer Review
- SignalCalibrating WEAT Against Anisotropy: ZCA Whitening for Embedding Association Tests
- SignalCan public chat data predict real-world AI misalignments?
- SignalChina and the U.S. reach eight-point consensus, including agreement to establish a communication channel for AI incidents
- SignalChulalongkorn University and Qunova Computing Sign Quantum Computing MoU
- SignalComparative assessment of publicly benchmarked Indian foundation models
- SignalDOE Genesis Mission funds AI foundation models for particle physics
- SignalData Annotation as Measurement
- SignalDemis Hassabis Steps Down as Google DeepMind CEO Amid Broader Leadership Reshuffle
- SignalDifference-in-Differences on a Censored Rating Scale Can Manufacture an Effect: Evidence from a Pre-Registered LLM-Judge Audit
- SignalGender Bias Across LLMs Is Common but Highly Inconsistent Across Vendors
- SignalGerman Government Selects QUDORA-Led Consortium for €122 Million Project NFQC-1k
- SignalGoogle Releases Gemini 3.5 Flash: Frontier-Level Intelligence at 4x Speed
- SignalGoogle Sends TPU AI Chips to Orbit for Testing
- SignalGradeTrap: Authority Cues in Images Shift VLM Judgments Despite Explicit Instructions to Ignore Them
- SignalHacker News AI Digest 2026-07-14 (Issue #46)
- SignalIBM and University of Chicago Demonstrate Quantum Advantage, Establishing Trusted Quantum Computation on Logical Circuits
- SignalInfleqtion Achieves 30 Entangled Logical Qubits on Its Sqale Quantum Computer
- SignalIntel Loihi 3 Neuromorphic Processor Targets Commercial Release in 2026
- SignalIonQ Demonstrates Industry's First End-to-End Real-Time Quantum Error Decoder
- SignalJEV versus LLMs on seven political science replications
- SignalJülich Launches Trapped-Ion Quantum Computer For Supercomputing Integration
- SignalMarionette: Predicting World States, Rendering Geometry, Painting Appearance
- SignalMemTrapBench: Benchmarking Cognitive Traps in LLM Memory Use
- SignalMicrosoft unveils MAI-Code-1-Flash to lessen reliance on OpenAI
- SignalMonitrLLM: A Community-Centered Evaluation Infrastructure for Large Language Models
- SignalNIST and DOE Office of Science Sign MOU to Advance AI Under National Genesis Mission
- SignalNew Benchmark Isolates Why Video Language Models Fail at Basic Event Counting
- SignalNew Statistical Method Claims 74x Cheaper AI Agent Comparison Evaluation
- SignalNvidia Explores Insurance-Backed Risk Sharing for GPU-Collateralized Neocloud Loans
- SignalNvidia Is Taking On Intel and AMD With AI Chip for Computers
- SignalOpenAI Cancels GPT-6.1 Astra Release Over Safety and Alignment Failures
- SignalOpenAI Reveals Next Model 'Astra' Inside a Math Research Announcement
- SignalPentagon announces Autonomous Warfare Command (AutoWarCom)
- SignalPreprint measures tokenization cost disparities across languages
- SignalPreprint presents Avalon-ToM-Bench for fine-grained AI theory-of-mind evaluation
- SignalProduct Hunt July 2026 — LongCat-2.0, a 1.6T MoE open-source model trained entirely on AI ASICs
- SignalQualcomm and Huawei sign multi-year cross-patent license covering AI and optics, pending US FTC review
- SignalQuantum Computing Race 2026: IBM Nighthawk, Google Willow, Microsoft Majorana 1
- SignalQuantum computing's "dark horse" just proved it can go universal
- SignalRAPID: Robot Agentic Programming from Demonstrations
- SignalScaling Multi-Agent Systems with Prospect-State Propagation
- SignalShanghai AI Lab quietly ships 744B-parameter agentic model Atria Dawn Preview
- SignalSingapore unveils SG Semiconductor to strengthen its role in the global semiconductor ecosystem
- SignalSouth Korea plans $3.5B frontier AI model program starting March 2027
- SignalSplit the Labor: Separating Evidence Interpretation from Decision Aggregation
- SignalTowards Detecting AI-Assisted Responses in Online Surveys
- SignalTrump Administration Launches AI-Powered America.gov Portal for Federal Services
- SignalVBVR-Pro: A Scalable and Verifiable Suite for Native Visual Reasoning
- SignalWhat AI Benchmarks Actually Measure: Adapting Convergent and Discriminant Validity to Interrogate Fifty-Six AI Benchmarks
- SignalWhite House asks OpenAI and Anthropic to hold new AI models from UK testers
- SignalWho Belongs Together? Topical and Social Structure in Bluesky Starter Packs
4-10 years 27
- Signal800× Better Logical Qubits Demonstrated On Quantinuum Hardware And Now Published In Nature
- SignalA Global Comparison of Schemas, Transparency, and Interoperability in Public-Sector AI Registers and Inventories
- SignalAISPA: User-Centric System Prompt Auditing for Large Language Model Applications
- SignalAsymmetric Communication: Large Language Models and Language Games
- SignalConsequential Behaviour and Representational Fairness in the Validation of Synthetic Research
- SignalCorrecting Mode Collapse in Silicon Sampling with Semantic Similarity Rating
- SignalFairness Pruning: Locating Demographic Bias in GLU-MLP Layers via Differential Activations
- SignalHandover of In-Context Learning State Across Session Boundaries
- SignalHumanoid Robot Achieves 95% Real-Time Dodge Rate Using Only Onboard Camera Safety
- SignalIBM Quantum Loon demonstrates fault-tolerant computing hardware elements, one year ahead of schedule
- SignalKenya AI Public Administration: Two Deals, No Money
- SignalMoral Entropy: Auditing Bias and Uncertainty in Moral Judgment
- SignalNeuromorphic Spike-Based Large Language Model (NSLLM) & Edge Neuromorphic Chips 2026
- SignalNeutral-Atom Qubit Processor 3,000-Qubit Runs Hours - Harvard/Lukin
- SignalNew WHO report calls for stronger ethics oversight of AI-related health research
- SignalPaper frames reproducible research as context engineering for AI coding agents
- SignalQuantinuum and IonQ mark milestones in trapped-ion quantum computing
- SignalQuiX Quantum Delivers World's First Single-Photon Universal Quantum Computer (2026)
- SignalQuiX Quantum Installs Feed-Forward Control Unit (FFCU) for Photonic Quantum Computing
- SignalSocioVerse2: A Longitudinal Dynamic Social Simulation Framework under a Human-AI Co-evolutionary Paradigm
- SignalTRAJDEBUG Traces Error Lifecycle to Pinpoint Root Causes in Long-Horizon AI Agent Failures
- SignalThe Copy Ceiling: An Input-Exposure Control for Ontology-Grounded Generation over Curated Corpora
- SignalThe World's First Dual-Core Quantum Computer Just Went Commercial
- SignalTytan System Automates Semantic Schema Construction to Ease Data-Analytics Bottleneck
- SignalWIP: Chat-Debugging: Large Language Model as a Hardware Debugging Assistant
- SignalWhat Should World Models Forget? Stratified Retention for Continual Adaptation
- SignalWhen does the public become suspicious of bots? Demand-side evidence from Botometer query logs
11-30 years 20
- SignalAdversarial Fast-Moving Real-World Domains as Test Beds for Benchmarking AI Scientist Capabilities
- SignalAlphaEvolve-Assisted Optimization Improves the Matrix Multiplication Exponent Bound
- SignalAtomic-interface transistor achieves 0.42-nanometer thickness, pointing beyond silicon scaling
- SignalExpert Survey Examines Why AI Safety Evaluation Sidelines Human-Subjects Research
- SignalFrom Cacophony to Hierarchy: A Principled Framework for Assessing AI Consciousness
- SignalMicrosoft's New Majorana 2 Quantum Chip Claims Dramatic Breakthrough in Qubit Stability
- SignalNew Benchmark Reframes LLM Context Robustness as a 'Selective Trust' Problem
- SignalNew assembly method yields single-crystal-like polymer semiconductors
- SignalPaper Examines Limitations of Explainable AI Evaluation Using Bias-Detection Case Study
- SignalPreprint argues AI-AI co-creation surpasses human creative pairs
- SignalPreprint proposes off-ball possession-quality index for football analytics
- SignalPreprint tests recovering test-item parameters from text embeddings instead of human calibration
- SignalPreprint tests whether LLMs can validly judge social attraction
- SignalPreregistered study examines how people evaluate AI-style financial advice
- SignalScientists make quantum time flow backward in stunning physics breakthrough
- SignalState Encodings Select Synchronization Outcomes in Language-Model Agents
- SignalStudy Finds LLMs' Ability to Track "Where Information Came From" Breaks Down Over Conversation Memory
- SignalThe data geometry of masking diffusion: Certified-optimal schedules via unmasking growth complexity
- SignalTheoretical Paper Advances Statistically Optimal Bounds for Agnostic PAC Learning
- SignalWorld's First All-Optical Photonic Time Crystal Cuts Terahertz Losses by Half
Objects with this as a secondary topic 890
Macroeconomy & Finance 81
0-3 years 61
- Signal13 percent of high performers lack business sponsorship against 60 percent of the rest
- Signal17 percent of high performers struggle to communicate AI value against 57 percent of the rest
- Signal30% of early-stage adopters struggle to justify AI ROI against 21% of AI leaders
- Signal55 percent struggle to demonstrate the value of AI to stakeholders and shareholders
- Signal58 percent acknowledge that traditional ROI measures do not fit AI projects
- Signal64% plan to raise AI investment and AI's share of tech budgets should move from 8% to 13%
- Signal87 percent of high performers say they should take more technology risk, against 78 percent
- SignalA 60% to 70% cloud-to-hardware cost ratio is named as the repatriation tipping point
- IssueA US equity reset could be triggered by AI disappointment or geopolitical disruption1 trends · 4 signals
- IssueAI is where measuring and predicting technology returns breaks down2 trends · 5 signals
- SignalAI sector capital expenditure nearly doubled since early 2025
- SignalAnthropic Files Confidential IPO Paperwork, Valuation Reaches $965 Billion
- SignalAverage reported tech ROI is 200 percent, with returns shaped by execution rather than spend
- IssueConsumer AI is adopted widely and paid for narrowly1 trends · 1 signals
- IssueContinuously running agents make cost control a design requirement, not an afterthought1 trends · 0 signals
- SignalCumulative AI investment projected above $3 trillion by 2030
- SignalEarly adopters report 2.2x ROI against 1.4x for late adopters
- SignalEquity deals to robot foundation model developers rose through 2025
- SignalEquity produced 57% of new household wealth in 2025 against 15% from real estate
- SignalEquity to GDP climbed most in South Korea, the US, Canada, and Japan
- TrendFinance leaders move from stewardship to leading enterprise strategy5 signals
- TrendFinance-led cost management becomes a continuous discipline built on ownership and tooling8 signals
- TrendGlobal growth diverging according to countries' participation in AI supply chains0 signals
- SignalGulf sovereign wealth funds are cited with Abu Dhabi's Falcon 40B as the named case
- SignalHigh performers report 4.5x ROI at lower relative investment
- SignalIndustry takes 67 percent of EU AI funding and produces 96 percent of large AI models
- SignalInference cost fell 280-fold in two years while total AI spending rose faster still
- SignalIntel Announces Upsize and Pricing of $20 Billion Common Stock Offering
- SignalJust over half of S&P 500 market-cap growth from 2021 to 2025 came from seven firms
- TrendKorea combines solid macro aggregates with widening sectoral asymmetry0 signals
- SignalKorea lifts government R&D to a record 35.3 trillion won in 2026 while national debt climbs
- SignalKorea plans 20-trillion-won sovereign wealth fund to invest directly in AI and semiconductors
- TrendKorea's IT-led expansion broadening into other sectors of the economy0 signals
- SignalKorean chip stocks plunge amid global AI investment doubts
- SignalLeading AI startups reach 100 million dollars of recurring revenue faster than predecessors
- SignalMGI rebuts the argument that the high US Tobin's Q reflects mismeasured intellectual property
- SignalOnly 19% will pay for shopping automation outright, 22% only if bundled
- TrendReturns on technology investment follow zones rather than a single optimum4 signals
- IssueRisk of an AI investment bubble bursting1 trends · 1 signals
- IssueRisk: an AI investment correction could combine with bond market stress1 trends · 0 signals
- IssueRisks to world growth from Middle East talks, AI profitability concerns and rising bond yields1 trends · 0 signals
- SignalScale-up and venture capital gaps push European start-ups abroad
- SignalScenario planning (30%) and agile governance (28%) lead the actions for managing uncertainty
- SignalSeven stated priorities cluster within 18 points, with the top five separated by 4
- IssueSticky inflation, stretched AI equity valuations and public debt as macro-financial downside risks0 trends · 0 signals
- SignalTech budgets split 35 percent maintenance, 36 percent growth, 29 percent transformation
- SignalThe US shows a structural uptick in productivity and rates alongside inflation above target
- SignalThe quantum drug discovery market is said to have roughly doubled in five years
- SignalTop 0.001% hold triple the wealth of the bottom half; seven firms are a third of the S&P 500
- SignalTraining GPT-4 and Gemini Ultra cost a reported $78 million and $191 million
- SignalUS Eases Funding Rules for Data Centers, Exempts AI-Backed Securities
- SignalUS equities at 3.7 times GDP make up nearly 40% of household wealth
- SignalUS equity stands at 2.4 times corporate net assets against about 1.0 elsewhere
- SignalUS equity, government debt, and deposits push wealth on paper to a multi-decade high
- SignalUS government takes equity in Intel and MP Materials with guaranteed prices
- SignalUS potential growth rebounded during past technology transitions, the strategy observes
- SignalUS, Canada, Japan, and South Korea hit all-time equity highs, the US at double its average
- IssueUpside scenario: trade de-escalation, faster AI productivity gains and structural reform0 trends · 0 signals
- IssueUpside scenarios: early Middle East calm, AI productivity gains and faster trade de-escalation0 trends · 0 signals
- SignalWalmart moved from monthly scenario runs to near-daily modeling
- SignalWhy Better Models Can Create Riskier Systems: Evidence from LLM Agents in Financial Markets
4-10 years 13
- SignalAI forecast at $19.9 trillion cumulative impact and 3.5% of global GDP by 2030
- IssueAgenda 5: A full-cycle finance system for deep-tech innovation and growth1 trends · 1 signals
- TrendFraud and illicit finance threat growing with AI-enabled scams5 signals
- IssueInsurance: judgment survives where risk is complex1 trends · 0 signals
- IssueInsurance: personalisation raises the trust threshold1 trends · 0 signals
- IssueMigrating banks off AI-incompatible legacy systems1 trends · 0 signals
- IssueProductivity restated as accuracy times relevance times impact over cognitive input1 trends · 0 signals
- TrendRelative decline of the EU economy and a widening productivity gap with the United States3 signals
- SignalStudy models systemic risk from AI vendor concentration in banking
- IssueThe government calls for rebuilding the national system for a frontier-led economy in the AI era3 trends · 0 signals
- IssueThe plan targets a rebound to 3 percent potential growth through a '3+1' strategy of technology-led, shared and fair growth0 trends · 1 signals
- TrendThe productivity reset5 signals
- TrendUS equity grows into nearly half of the sampled world's corporate equity4 signals
11-30 years 4
- SignalGrowth Without Us: Machine Consumers, Corporate Circularity, and the Decoupling of GDP from Humanity after AGI
- TrendKorea's potential growth rate is on a structural decline that science and AI could reverse1 signals
- IssueProductivity scenarios decide whether Korea avoids outright contraction2 trends · 0 signals
- TrendTen global shifts since the 2008 financial crisis reshaping economy, technology, geopolitics and society0 signals
Other 3
- IssueBalanced Books1 trends · 0 signals
- IssueRising cross-border online fraud with fewer convictions eroding trust1 trends · 0 signals
- IssueThe Good Economy1 trends · 0 signals
Industry & Supply Chains 121
0-3 years 91
- Signal79% say ecosystem partners speed technology adoption
- Signal84% plan to widen shared-services scope within two years, led by innovation and analytics
- Signal86% say ecosystem data improves their AI capabilities
- Signal90 percent plan to expand and strengthen their technology partnership ecosystem
- SignalA Toyota agent replaced work spread across 50 to 100 mainframe screens
- SignalA fifth of mining companies plan a fifth increase in AI spend for 2026
- SignalA funded startup builds measurement of AI-written code into the engineering workflow
- SignalA generative AI copilot cut FP&A transactional activity 30% and opex 15% in one company
- SignalA major US retailer lets customers buy inside a chatbot through an OpenAI partnership
- SignalA retailer's fleet foundation model is reported to raise robot travel efficiency by 10 percent
- IssueAI answers absorb the high-intent moment, cutting brands out of the consideration set1 trends · 1 signals
- SignalAI data centre demand outruns compute supply and exhausts memory chips
- TrendAI investment boom fuels a memory semiconductor supercycle unlike past cycles4 signals
- SignalAI, blockchain, IoT sensors and 3D printing are named as supply chain remedies
- SignalAI-driven memory chip demand pushes up smartphone/PC prices
- SignalAMD to Acquire AI Inference Chip Startup Taalas, Which Hardwires Models Into Silicon
- SignalASEAN Tech Summit 2026 opens in Manila, pushes borderless digital economy
- IssueAgent washing and agentic workslop make some deployments net-negative1 trends · 0 signals
- SignalB2B leads cross-border deal count while B2C leads value on the strength of one transaction
- SignalBilling infrastructure for AI agents emerges while pricing models remain unsettled
- SignalCanadian service robot market valued at $1.12 billion in 2024
- SignalChina Unveils Roadmap for AI, New Energy Vehicle Industrial Upgrading
- SignalChina still misses self-sufficiency targets in chips and other bottleneck fields
- SignalEarly warning 5: Strategic-technology market share
- SignalEarly warning 6: Deep-tech ecosystem vitality
- SignalEfficiency metrics dominate AI agent measurement while revenue impact stays unquantified
- SignalEmbraer built centers of excellence to push capabilities like intelligent automation across the group
- SignalExternally built agent pilots are said to reach deployment at twice the internal rate
- SignalFinancial services leads all industries in AI agent partnerships in 2025
- IssueGenerative engine optimization emerges as a capability distinct from SEO1 trends · 0 signals
- IssueGrowth-engine policy must shift from top-down state selection to active corporate participation1 trends · 1 signals
- SignalIT output has grown more than four times as fast as non-IT output since 2000
- SignalIn store, 76% want shelf-scanning apps, 73% instant availability, 70% easy returns
- TrendInsight 16: robots leave controlled industrial settings for ordinary environments2 signals
- SignalInterest reaches 63% for health insights and diagnostics, 60% coaching, 54% devices
- SignalKorea and US tech giants commit to a $950 billion AI and chip alliance
- SignalKorea combines leading robot density with very high R&D intensity
- SignalKorea launches AI Data Center Alliance to industrialize AIDC supply chains
- SignalKorea launches IRA-style production tax credit covering chips, batteries and AI robots
- SignalKorea's industrial robot density of 1,012 per 10,000 workers is the highest in the world
- SignalKorea's manufacturing base is strong but its physical AI platform ecosystem is nascent
- TrendKorean industry is splitting between AI and green growth sectors and pressured commodity manufacturing0 signals
- IssueKorean strength: Manufacturing automation0 trends · 0 signals
- SignalLegacy integration (42%) and organizational resistance (41%) are the top GBS barriers
- SignalLevi Strauss lifted loose fit jeans sales 15% in three months by recombining teams with AI
- SignalMade in China 2025 review shows strong self-sufficiency gains in some sectors and weakness in others
- SignalMore Retail reports forecast accuracy rising from 24% to 76% with AI
- SignalMosaic Insurance Launches New 'AI Lab' Unit
- SignalNavitas sues Renesas over GaN power semiconductor patent infringement
- SignalNearly half of the chip vendor's partnerships are with companies outside the United States
- SignalNscale and Figure Sign Strategic Partnership to Power the Next Generation of Physical AI
- SignalNvidia confirms it will buy Hugging Face for $12.9 billion
- SignalOnly 6% of GBS leaders realize full value from advanced technology; over 40% have not started
- SignalOpen innovation revives as AI raises the return on external ideas
- SignalP&G is credited with a 40% cut in development time from AI virtual testing
- TrendPhygital parity: digital tools are judged by whether they strengthen human contact2 signals
- SignalPhysical AI robots stay more expensive than industrial robots even as component costs fall
- SignalPresident Lee Jae-myung Chairs Report on Seven Future Growth 'SEED' Technologies
- SignalProfessional services and TMT lead in pursuing AI-driven productivity gains
- SignalReported returns of 2-3x ROI and 35-50% cost savings from friction removal
- SignalReshoring and AI Power 2026 US Supply Chains — but reshoring strains persist
- SignalSK Square set to turn SK Hynix windfall into firepower for AI, chip deals
- SignalSK hynix approves 54 trillion won investment in Yongin and Cheongju fabs for AI memory
- SignalSamsung Launches Humanoid Robot Division With Robot-Brain AI Already Tested in Factories
- SignalSamsung lifted foundry sales after widening its supplier base beyond Asia
- IssueScaling physical AI across Korean industry amid cost pressure and job change1 trends · 0 signals
- SignalSector composition of cross-border deals is broadly similar across the four larger markets
- IssueSemiconductor scenarios: faster or slower chip export growth and their effects on Korean growth and inflation1 trends · 0 signals
- SignalSemiconductors moved from laggard to leader by combining portfolio and performance moves
- IssueServing segment-specific health needs requires faster iteration than incumbents currently run1 trends · 1 signals
- TrendShift 3: shared-services centers become AI-native global business services7 signals
- SignalSouth Korea Fast-Tracks Semiconductor and AI Megaprojects Amid Power Infrastructure Gap
- SignalSouth Korea launches $3.5 billion semiconductor fund
- SignalState of Tech in Africa H1 2026 recap: Is consolidation the new growth story?
- TrendStructural expansion of the global semiconductor cycle driven by AI infrastructure investment2 signals
- SignalTechCabal — ForgeTech Summit 2026 and Tier 2 African markets (Ghana, Rwanda, Tunisia) gaining investor interest
- SignalThailand establishes National Semiconductor Policy Committee, approves $20B in digital projects
- SignalThe AI chip market is projected to quadruple to $500bn by 2029 while sovereign cloud triples
- IssueThe adoption curve splits between overbuilding on hype and waiting for perfect technology1 trends · 0 signals
- IssueThe report expects sourcing to swing from buying software to building it1 trends · 1 signals
- TrendTrend 5: discovery, comparison, and checkout collapse into one AI interface3 signals
- SignalU.S. appeals court upholds Pentagon designation of Anthropic as supply chain risk
- SignalUS, German and Chinese players take distinct routes to factory physical AI
- TrendUncertainty will be your greatest asset - if you embrace it9 signals
- SignalWEF Global Value Chains Outlook 2026 — Resilience Over Efficiency
- SignalWalmart and Target open purchasing inside AI platforms
- SignalWalmart extends computer-vision checkout to 500 US stores
- SignalWalmart is said to have gained 15% in repeat purchases from voice ordering
- SignalWarehouse automation stacks mature toward an orchestration layer above the robots
- IssueWith no accepted ROI method, vendors get to define what agent value means1 trends · 1 signals
- SignalZara runs continuous competitor-tracking dynamic pricing
4-10 years 25
- TrendAI data centre investment drives demand for enterprise SSDs and revives HDDs2 signals
- SignalAI data centres revive hard disk drive demand, with world shipments up 28.1 percent in 2025
- IssueAI embedding strengthens marketplaces and deepens the brands' scale-versus-data tension1 trends · 1 signals
- IssueAccelerating automation and high-productivity restructuring to offset labour shortages in Korea2 trends · 0 signals
- IssueBrand equity, scale, and distribution no longer guarantee competitive advantage1 trends · 0 signals
- IssueCapturing semiconductor value without owning a foundry1 trends · 0 signals
- TrendChina prepares for a protracted contest through self-reliance and domestic strength5 signals
- IssueConsumer products: continuous coordination replaces calendar cycles1 trends · 0 signals
- TrendDigital transformation and AI chip competition broaden long-term semiconductor demand4 signals
- IssueFour policy tasks for Korea's shift to physical-AI-based autonomous manufacturing1 trends · 1 signals
- SignalGartner projects world IT spending to grow 10.8 percent in 2026 and 9.2 percent a year to 2029
- IssueHardware costs of generative AI phones slow diffusion in price-sensitive markets1 trends · 0 signals
- TrendICT exports carry Korean growth while external uncertainty and AI reshape the sector0 signals
- SignalIndia approves 12 semiconductor manufacturing projects worth ~$17.2B; IndiaAI Mission builds 45,000+ GPU compute centers
- SignalKISDI forecasts Korean ICT production to grow 3.2 percent in 2026 and 1.1 percent a year to 2030
- TrendKorea's catch-up growth model has reached its limits3 signals
- IssueLeadership in next strategic technologies through the NEXT project, space and IP strategy1 trends · 0 signals
- SignalManufacturing's scale makes it the main arena for AI value creation
- IssueMaterial passports that survive AI-designed matter1 trends · 0 signals
- SignalMicro LED display shipments projected to rise from 0.2 million in 2025 to 37.71 million in 2031
- TrendOLED adoption in tablets, laptops and monitors expands the display market2 signals
- SignalOLEDoS shipments for XR devices projected to reach 34.6 million by 2030 after a 2025 dip
- SignalProfitability of Open-Source Software Product Development
- TrendSuperfluid enterprise10 signals
- TrendTrend 14: orchestration rather than individual capability becomes the robotics frontier4 signals
11-30 years 1
- IssueAI and robots running industry and national systems in a shrinking-workforce Korea0 trends · 1 signals
Other 4
- IssueAI-optimized baskets split across retailers and make real-time price parity mandatory1 trends · 0 signals
- IssueForever Machines1 trends · 0 signals
- SignalMcKinsey claims AI-native GBS delivers a 40-fold rise in innovation access and 50% productivity gain
- IssueThe performance gap between digitally mature and immature retailers is expected to widen1 trends · 0 signals
Labor & Future of Work 126
0-3 years 84
- Signal41% have used AI to automate part of their job, often unknown to the employer
- Signal56% design AI for business outcomes only, 40% for business and human outcomes
- Signal56% now organize and evaluate AI agents as digital workers
- Signal56% of Global Workforce Received No AI Training Despite High Tool Adoption
- Signal63% would collaborate with an AI agent and 48% accept being managed by one
- Signal64% plan to infuse more technical skills into finance across fiscal 2025 and 2026
- Signal66% call interaction design important, 6% report great progress
- Signal7-Eleven automated 95% of routine hiring tasks and redesigned the recruiter role instead of cutting it
- Signal93% of IT leaders believe HR-IT integration would raise productivity and engagement
- SignalA European telecom moved from a 5% to a 30% productivity lift by redesigning the interaction
- SignalA biotech merged its technology and HR functions under one officer
- SignalA coding-tools engineer claims a tenfold productivity gap that he says nobody measures
- SignalA fintech that replaced 700 service roles with a chatbot is rehiring people to work alongside it
- SignalAFL-CIO Workers First AI Summit / SAG-AFTRA & WGA AI Renegotiations 2026
- SignalAI Already Runs the Gig Economy — Human Rights Watch
- SignalAI and automation (28%) and data analysis (27%) top skills priorities ahead of core finance skills
- SignalAI and automation (40%) lead the talent responses, ahead of training, outside hiring, and insourcing
- TrendAI augmenting rather than replacing work in service fields0 signals
- SignalAI concern rises from 28% to 40% of workers across a 37,000-person global survey
- TrendAI reengineers how technology organizations are structured, governed and led12 signals
- TrendAgents pay off only when operations are redesigned, not when agents are layered on12 signals
- SignalAllianz reframed AI adoption as a request to cut four hours of low-value work per week
- SignalAlmost a third of CIOs call orchestrating other tech leaders essential within 18 months
- SignalAmazon reported over 750,000 robots by 2024, about a third of its workforce
- SignalAn estimate that 38 to 45 percent of current construction jobs will be handled by AI by 2030
- SignalAn insurer routes any risk-bearing task back to a human and publishes an AI manifesto
- SignalApplied and Filtered: An End-to-End Algorithmic Fairness Audit of A Public Employment Agency
- SignalAtlassian raised weekly AI usage among new hires from 57% to 93%
- SignalAutomation forecast to affect up to a third of UK jobs
- SignalBread Financial's CFO invested in statistician and data scientist competencies inside finance
- IssueChoosing the interaction type is a design decision, not a default1 trends · 0 signals
- SignalCleveland Clinic freed 430 FTE of capacity by shifting 37 of 40 medical assistant tasks
- IssueCode generation is described as a disappearing bottom layer of the IT stack1 trends · 1 signals
- SignalDell runs a dozen agentic proofs of concept gated by a signed-off return on investment
- SignalDeloitte's Q1 2025 CFO Signals puts talent scarcity at the top of finance workforce challenges
- IssueDividing tasks between agents and humans in the loop is the precondition for agentic AI1 trends · 1 signals
- SignalEmbrace outweighs resist by at least two to one in every age band
- SignalEmployees are twice as likely to use AI when their leaders do
- TrendEmployees will want more AI - not less8 signals
- SignalEmployer expectations of AI-driven business reshaping
- SignalFour named new roles anchor the AI-era technology talent map
- TrendFrom allocating talent to orchestrating capability and capacity in real time12 signals
- SignalGenerative AI and the workforce / AI Job Impact 2026
- SignalHPE built a four-agent system for internal operational performance reviews
- SignalHigh performers expect about half their tech team to be permanent human staff by 2027
- SignalHuman interaction raising loyalty jumped from 54% to 74% in customer support
- SignalHuman-AI teams 73% more productive, but humans still better at image creation
- SignalIBM triples entry-level hiring and Qualcomm pairs AI tools with employee training
- SignalIMF Staff Discussion Note: New Jobs Creation in the AI Age (SDN/2026/001)
- TrendIntentional design of human-AI interaction becomes the differentiator10 signals
- SignalJohnson & Johnson pairs accountants with data scientists on a shared analytics team inside finance
- SignalKorea's net outflow of science and technology talent has deepened, with departing researchers of higher calibre
- SignalLabour ministry outlook: a shortfall of 571,000 workers in new-technology fields over 2025 to 2029
- SignalLeaders in interaction design report better financial results at about 2.5 times the rate
- SignalMetLife's AI-as-coach model raised customer satisfaction 13% while lowering associate stress
- SignalModerna merged HR and IT under a chief people and digital technology officer
- SignalModerna merges HR and IT leadership as a structural signal of AI reshaping the workforce
- SignalMost organizations still plan the workforce every two to three years or annually
- SignalNearly 60% of workers use AI intentionally at work
- SignalNearly 70% of tech leaders plan to grow teams because of generative AI
- TrendNew engineering and AI professions emerging as others are replaced1 signals
- SignalOf the third who cut workers because of AI, 57% now question that decision
- SignalOnly 1% of IT decision-makers report no major operating model change underway
- SignalOnly 11% of managers strongly agree they have the data and tools to distribute work well
- SignalOnly 14% of leaders say they are adept at shaping human-machine interaction
- SignalOnly 30% of leaders see freed-up time going to higher-value work
- SignalOrchestration ranks first in importance at 88% with 7% making great progress
- IssuePerformance measurement breaks down as knowledge work absorbs AI1 trends · 0 signals
- SignalPharma companies report agents already running medical writing and analysis tasks
- IssueProductivity gaps from uneven AI agent adoption and Korea's agent ecosystem policy1 trends · 0 signals
- SignalProjected hiring at defence AI companies runs about twice the AI average
- IssueRunning after the wave: short-term takeouts crowd out workforce transformation1 trends · 2 signals
- SignalSave the Children roughly doubled AI usage and quadrupled complex-task application
- SignalSenior AI researchers leave incumbents to found world model startups
- TrendTechnical talent is infused into finance as data science and accounting converge8 signals
- IssueTechnology compounds faster than job descriptions can be rewritten1 trends · 0 signals
- IssueThe barrier to agentic adoption is described as a process problem, not a technology problem1 trends · 1 signals
- IssueTipping point 1: from human plus machine to human times machine4 trends · 0 signals
- TrendTrend 2: core back-office workflows move from assisted work to autonomous execution2 signals
- SignalVoice AI vendors reorient hiring and go-to-market toward healthcare
- SignalWalmart plans to hold workforce size steady while every job changes
- SignalWalmart's AI training runs bottom-up from gen AI for email to agents that analyze contracts
- SignalWorker AI use rises from 22% to 88% in two years, but stays shallow
- IssueWorkforce fear of technology is what stifles the agility adaptive strategy requires1 trends · 1 signals
4-10 years 36
- SignalAI Job Displacement Accelerates — UBI Enters Mainstream Policy Debate
- SignalAI Labor Displacement and the Limits of Worker Retraining
- TrendAI as a system technology reshaping work0 signals
- SignalAI exposure and job turnover are already visible
- SignalAbout 75% of current roles will need reshaping as AI embeds across workflows
- IssueAmplification through collaboration rather than efficiency through replacement1 trends · 1 signals
- IssueAn income-smoothing account and new safety net for platform and freelance workers1 trends · 0 signals
- SignalAnalysts forecast up to 200,000 Wall Street job losses by 2028 to 2030
- SignalBCG: AI Will Reshape More Jobs Than It Replaces
- SignalCan Labor Markets Function in the Age of AI? The Evaluation Bottleneck in Hiring
- SignalCare, health and technical occupations grow fastest while textile and sales jobs decline fastest in Korea
- IssueClaim that automation will offset the shrinking workforce1 trends · 0 signals
- IssueCoordinating teams of humans, agents, robots and enhanced individuals1 trends · 0 signals
- TrendDifferentiation shifts from technology to the human edge0 signals
- SignalDigital Labor Platforms Framed as Infrastructure of AI-Era Extractivism
- IssueDigital fluency becomes a condition of every role as agents absorb complex tasks1 trends · 0 signals
- TrendFaster and less predictable technology change makes demand for technical workers volatile1 signals
- IssueFinance must balance inherited accounting judgement against the skills AI integration demands1 trends · 0 signals
- SignalFour-Day Work Week + AI Productivity Convergence — Nature Human Behaviour RCT
- SignalGoldman Sachs: generative AI could expose 300 million full-time jobs to automation
- SignalIndia's Tech Workers Face Suicide Wave Amid AI Layoffs and Overwork
- SignalInformation and communication plus professional services gain over 200,000 jobs as finance shrinks in Korea
- IssueManaging agents needs a framework that borrows from HR without copying it1 trends · 0 signals
- TrendOnline and platform commerce displacing offline sales jobs in Korea2 signals
- IssueOrganization as platform: structure ceases to be the primary axis of control1 trends · 0 signals
- IssueOwnership gives way to orchestration when intelligence is abundant1 trends · 0 signals
- TrendPlatform and gig work fragment the labour market and open new safety blind spots0 signals
- SignalReport forecasts 80 percent of organizations shrinking engineering teams by 2030
- SignalScientific exploration, collaboration and labor division in the large language model era
- IssueSenior expertise becomes more valuable as AI takes bounded strategy1 trends · 0 signals
- TrendTalent rewritten3 signals
- TrendTechnology and globalisation eroding low-paid and routine office work0 signals
- IssueTechnology investment conditional on a workforce with the skills1 trends · 0 signals
- SignalThe AI-Human Workforce Evolution — "seniorization" of entry-level work and blue-collar renaissance
- SignalUS needs 67,000 semiconductor workers through 2030
- SignalWhen AI Enters the Workplace, Who Faces Greater Risks? A Gendered Analysis
11-30 years 3
- IssueHuman coexistence with AI and robots in work and society0 trends · 0 signals
- IssueLabor shortages from a shrinking working-age population1 trends · 1 signals
- IssueRestructuring of Korea's labour market under population decline0 trends · 0 signals
Other 3
- IssueAI automation eroding employment and the income tax base1 trends · 0 signals
- IssueUncertain balance of AI job displacement and creation1 trends · 0 signals
- IssueWorkers retraining out of declining professions into AI roles1 trends · 0 signals
Trade & Economic Security 12
- Signal75% of chip buyers call narrow semiconductor vendor dependence a major challenge
- IssueChoosing sectors: frontier technology and Arctic logistics with Russia, critical minerals and education with Central Asia0 trends · 1 signals
- SignalEuropean Commission Proposes Plan to Reduce Dependence on Foreign Technology / Military AI governance under strain: the US-China dialogue
- SignalFrontier model export control suspension and reinstatement (Fable 5 / Mythos 5)
- SignalKISDI forecasts Korean ICT exports to grow 7.5 percent in 2026 and 1.6 percent a year to 2030
- TrendMacrotrend 5: semiconductors become a strategic asset and nations build end-to-end ecosystems9 signals
- SignalTaiwan indicts Nvidia manager over alleged AI chip smuggling to China
- SignalThe Korea-EU FTA and digital agreements form the institutional base of bilateral economic ties
- SignalUS Commerce Dept lifts export controls, Claude Fable 5 fully restored after 19-day shutdown
- SignalUS de-risking hardens into 'small yard, high fence' technology controls on China
- IssueUS economic security measures resist rollback and follow three paths2 trends · 1 signals
- TrendWashington moves from de-risking to strategic decoupling from China3 signals
Climate Change & Adaptation 6
- SignalEstimating the growth in emissions from AI data centres
- SignalGraphCast predicted a 2023 hurricane landfall nine days ahead, three days earlier than standard models
- TrendInsight 20: the same technology that raises emissions is offered as climate infrastructure2 signals
- IssueModels trained on the past get worse as the climate stops resembling it1 trends · 0 signals
- SignalOver 1,400 corporates had net-zero targets by mid-2025, and 65% are forecast to use agentic ESG software by 2030
- IssueScenario: enterprises cap compute per model, per team or per customer1 trends · 0 signals
Resources, Food & Water 5
- Signal87% of US agriculture businesses used AI in some form in 2021
- SignalCalifornia Governor Signs Seven Bills Regulating Data Center Industry
- SignalCanada, Vietnam elevate ties to strategic partnership in first-ever visit by party chief
- IssueReading the living fraction of soil at scale1 trends · 0 signals
- SignalTrump Welcomes Xi to Washington as US-China Trade Truce Extended
Ecosystems & Biodiversity 1
- IssueVirtual Nature1 trends · 0 signals
Geopolitics & Security 49
0-3 years 27
- Signal29 Global South nations sign founding agreement for World AI Cooperation Organization (WAICO)
- SignalAI-generated celebrity videos used to lure scam investors
- SignalAtlantic Council: Eight ways AI will shape geopolitics in 2026; US AI Action Plan
- SignalAustralia Launches 2026 Defence Innovation, Science and Technology Strategy
- SignalDARPA AI Forge — Accelerating AI Breakthroughs for National Security
- SignalElbit Systems Unveils 'FUSE' AI-Based Autonomous Combat System
- SignalJapan's 2026 Defense White Paper Warns of New Ways of Warfare Driven by Drones and AI
- IssueKorea as a stable anchor linking fragmented blocs through pragmatic idealism2 trends · 0 signals
- SignalKorea joins Horizon Europe Pillar 2 and a 2025 bill proposes cooperation and research-security committees
- IssueKorea must secure chokepoint technologies by riding the hegemon's security strategy1 trends · 0 signals
- TrendMalicious actors combining AI and engineering biology for bioweapons0 signals
- SignalMilitary AI governance under strain: the US–China dialogue
- SignalNamed firms supported Ukraine after the 2022 invasion on their own initiative
- SignalNew administrations in the US and Korea reshape the 2025 policy environment
- SignalOECD average defence R&D budgets rose 16.1 percent in 2023 as dual-use collaboration grows
- SignalPentagon "AI-First" Military — $54.6B DAWG Request, Anthropic "Supply Chain Risk" Designation
- SignalPentagon Confirms It Has Fully Stopped Using Anthropic's Claude
- SignalPentagon requests $54.6B for Defense Autonomous Warfare Group; Joint Chiefs: autonomous weapons "key and essential"
- IssuePursuing international science cooperation and security at the same time1 trends · 1 signals
- SignalScience-diplomacy frameworks were updated in 2025 to reflect research security
- SignalThe leading AI chip vendor reports over 20 billion dollars of sovereign AI revenue in 2025
- SignalThree of the five fastest-hiring AI markets are unmanned defence categories
- TrendTrend 12: defence AI companies shift from research to mass production4 signals
- SignalTrump 2.0 techno-nationalist measures pull US support from global public-good science
- SignalU.S. to Tell Allies They Must Pick Sides in AI Race With China: Reuters
- SignalUS 2025 security moves: AI Action Plan, Department of War rename and FY2027 R&D priorities
- SignalXinhua: APEC Meetings in Chengdu Promoted AI Development and Cooperation
4-10 years 15
- IssueA new global security environment shaped by climate, demography, technology rivalry and nuclear risk1 trends · 0 signals
- IssueAutonomous cyber warfare would remove humans from both attack and defence1 trends · 0 signals
- IssueCompute-restriction tactics have stopped working and the report warns of technological brinkmanship1 trends · 0 signals
- IssueDefence reform and game-changing future warfare capabilities for the Northeast Asian security environment1 trends · 0 signals
- TrendExtreme uncertainty becomes the everyday condition for national strategy0 signals
- TrendGlobal science and technology governance fragments into a regime complex of rival technology blocs3 signals
- SignalGovernments commit multibillion-dollar national AI programmes in 2024 and 2025
- SignalJapan and South Korea commit national semiconductor and AI budgets including funds for local models
- IssueKey point: research and technology already inside the geostrategic contest1 trends · 0 signals
- TrendSecuritisation of science and technology slows international research collaboration2 signals
- TrendTerrorism threat to the UK evolving and exploiting technology4 signals
- TrendThe drone age: violence gets cheap enough for everyone7 signals
- TrendTrend 10: national AI strategies fragment the global market into regional ecosystems9 signals
- TrendUS national security strategy fuses tariffs, export controls, R&D and AI around advanced technology6 signals
- SignalUS-Japan $1 Billion Tech Alliance: AI, Quantum, Fusion, Biotechnology
11-30 years 4
- TrendEmerging technologies reshape the military balance and the character of warfare7 signals
- IssueRegional security tensions and military and hybrid conflict0 trends · 0 signals
- IssueShrinking military manpower and the restructuring of national defence0 trends · 1 signals
- SignalarXiv Preprint Examines AI Risk in Non-Great-Power Conflict
Other 3
- IssueAI arms race obstructing global consensus on misuse1 trends · 0 signals
- IssueAI lowering barriers to more sophisticated terrorist methods1 trends · 0 signals
- IssueState-linked actors using AI for surveillance and disinformation1 trends · 0 signals
Democracy & Governance 71
0-3 years 41
- Signal2 percent of high performers report disconnected AI projects against 34 percent of the rest
- Signal31 percent plan to increase investment in centers of excellence within a year
- Signal32 percent report too many disconnected AI projects with little shared governance
- Signal45% of boards had AI off the agenda in 2024; 40% rethought board makeup by 2025
- Signal67 percent say ineffective forecasting hampers response to market and technology shocks
- Signal78 percent still evaluate emerging technology through established processes
- Signal91 percent of high performers centralize technology investment prioritization
- SignalAI 2026 Midterm Campaign Tools: DonorAtlas, Quiller, BattlegroundAI Surge
- SignalAI Companies Pour $125M Into 2026 U.S. Midterms; Deepfakes Enter Electoral Politics
- IssueAI adoption in decisions is outrunning organizational oversight1 trends · 0 signals
- SignalAI adoption scales faster where CTOs lead rather than CEOs alone
- SignalAI and 2026 Elections: Deepfakes and "Liar's Dividend" Threaten Electoral Integrity
- SignalAI oversight is shifting from the full board to the audit committee
- SignalAgentic AI is coming to government faster than its guardrails
- SignalCourt upholds Trump election order that also sets federal AI policy directives
- SignalCross-functional AI governance appears as merged IT-HR, AI councils, and new C-suite roles
- SignalCross-impact analysis of 16 trends flags four candidate dominant drivers
- SignalDavos 2026 shifts AI governance debate from whether to govern to how states implement
- IssueDecision rights must become dynamic rather than person-centric1 trends · 2 signals
- SignalDemocracy Needs Friction To Function (Japan Team Mirai AI chatbot election)
- IssueDesigning a full-cycle management system for large R&D after the feasibility review is abolished0 trends · 2 signals
- IssueDigital twins risk reproducing or amplifying existing social gaps1 trends · 0 signals
- SignalEU's Foresight on Demand scales up into a framework-contract service
- SignalFutures4Europe and Eye of Europe knit European foresight into a standing network
- SignalGlobal push for AI governance amid warnings of 'catastrophic harm'
- IssueIT governance models have no account of systems that decide and act on their own1 trends · 0 signals
- IssueInadequate shared data for fast-moving, technically complex risks0 trends · 0 signals
- SignalKISTEP's data-driven scan confirms 5 megatrends, 16 trends and 59 issues for 2050
- SignalKorea exempts R&D programmes from preliminary feasibility review and adds pre-planning checks
- IssueLinking strategic foresight to policy through agile processes, AI collaboration and global networks1 trends · 0 signals
- SignalNew benchmark finds LLMs mediate political information reliably only under clear evidence
- IssueObservation and reporting gaps distort the planetary diagnosis1 trends · 1 signals
- SignalPrioritizing and planning technology investment is the most centralized activity at 78 percent
- SignalRegion-led S&T innovation bill advances in the National Assembly
- IssueSenior technology managers report less AI strategy clarity than leadership does1 trends · 2 signals
- SignalSri Lanka to trial AI-assisted legislation drafting
- SignalSurvey: digital transition with AI convergence and a national R&D innovation system lead priority science and technology tasks
- IssueThe binding constraint on autonomy moves from capability to responsible orchestration1 trends · 1 signals
- IssueTurning the nine agendas into government policy through implementation, monitoring and feedback0 trends · 0 signals
- SignalUN Independent International Scientific Panel on AI releases preliminary report ahead of Global Dialogue on AI Governance; Global South excluded from AI governance, UN warns
- SignalUS HHS inspector general audits department's AI governance
4-10 years 17
- IssueAI in public administration: accountability and AI literacy0 trends · 0 signals
- IssueAI-based disaster prediction and response for compound crises2 trends · 0 signals
- IssueAgenda 6: Upgrading innovation policy through linked and integrated data0 trends · 0 signals
- IssueAutonomy is framed as a graduated spectrum with designed human entry points1 trends · 0 signals
- IssueBuilding a demand-based, agile foresight pipeline tied to policy goals1 trends · 0 signals
- IssueBuilding a trusted AI government while securing the stability of public AI transformation1 trends · 1 signals
- TrendEU demand for foresight shifts from program design to long-term structural questions2 signals
- IssueFive policy approaches for survival-oriented future strategy2 trends · 0 signals
- IssueGovernance becomes continuous and AI-assisted rather than periodic review1 trends · 0 signals
- TrendGovernments institutionalize demand-driven strategic foresight4 signals
- IssueLinear, plan-centric forecasting limits Korea's long-term statutory plans1 trends · 0 signals
- IssueOverhauling the national R&D system toward mission-oriented, basic and regional research0 trends · 1 signals
- IssueProving value, retaining talent and integrating AI challenge government foresight units1 trends · 0 signals
- TrendQuadruple transition breeds super wicked problems that strain government capacity0 signals
- TrendRegional S&T policy evolves through a sixty-year thesis-antithesis-synthesis cycle3 signals
- IssueThe EU lags global leaders and is itself split between northern and southern member states1 trends · 0 signals
- TrendUncontrollable global shocks drive demand for strategic foresight in government1 signals
11-30 years 9
- TrendGlobal megatrends converge and interlock into a polycrisis0 signals
- IssueKorea's 2050 vision: a sustainable society of trust and inclusion through harmony of people, technology and nature6 trends · 0 signals
- IssuePermacrisis and a creeping technocratic shift toward 20401 trends · 0 signals
- IssuePopulism and digital politics0 trends · 0 signals
- IssueScenario: Agile Pioneer0 trends · 0 signals
- IssueScenario: Gilded Cage0 trends · 0 signals
- IssueScenario: Isolated Innovator0 trends · 0 signals
- IssueScenario: Worn Anchor0 trends · 0 signals
- IssueThe rise of new, participatory governance systems amid compound crises0 trends · 0 signals
Other 4
- IssueA Policy's True Measure1 trends · 0 signals
- IssueCalling Out Herd Mentality1 trends · 0 signals
- IssueEarly-warning system and present path0 trends · 6 signals
- IssueScenario: each autonomous agent is given a quantified risk budget like a trading limit1 trends · 0 signals
Tech·Digital Policy 135
0-3 years 95
- Signal2026 AI Policy and Semiconductor Outlook: Federal Preemption, State AI Laws, and Chip Export Controls
- Signal75% cite governance as the main concern but only 18% have councils
- Signal76% want to set hard limits before an assistant acts for them
- SignalA Four-Axis Trustworthiness Benchmark for LLM-as-Judge in Principle-Based Regulation
- IssueA world model can be internally consistent and still wrong about how the world works1 trends · 1 signals
- SignalASSERT: A Measurement Pipeline for GenAI Audits
- SignalAgentic AI Outpaces Existing Governance Frameworks
- SignalAudit found 45% of a Google training dataset restricted by site terms of service
- SignalAustralia to investigate if OpenAI hack of government health website broke the law
- SignalAutodesk publishes AI transparency cards modeled on nutrition labels
- IssueAutomated compliance and document processing turn a cost centre into a claimed advantage1 trends · 0 signals
- IssueAutomating people processes could either erase or extend inclusion gains1 trends · 0 signals
- IssueBalancing regulation and innovation in implementing the AI Basic Act0 trends · 1 signals
- SignalBlackburn Releases Discussion Draft of the TRUMP AMERICA AI Act
- SignalCOMESA Opens Kigali Consultations to Draft Regional AI and Digital Inclusion Strategies
- SignalCalifornia Bill To Address Wearable Recording Devices, Including Glasses
- SignalCalifornia enacts first-in-nation AI auditor registry law
- SignalChina Issues First Systematic Revision of IC Layout-Design Protection Regulation Since 2001
- SignalChina mandates AI content watermarks while the EU AI Act mandates interaction notice
- SignalChina's Implementation Opinions on intelligent agents become enforceable
- SignalColorado AI Act (SB 24-205) Repealed Before Taking Effect; Replaced by SB 26-189
- SignalCommission adopts binding DMA requirements ordering Google to open Android to rival AI assistants
- SignalCommission publishes guidelines on transparency obligations for providers and deployers of certain AI systems (AI Act Article 50)
- IssueConflicting interests in dual-use technologies need society-wide debate3 trends · 0 signals
- SignalConnecticut's AI Responsibility and Transparency Act Subscription-Disclosure Provisions Take Effect
- SignalDOJ investigates Nvidia-Groq licensing deal over antitrust bypass
- SignalDigital omnibus on AI: EU delays high-risk AI Act deadlines, adds deepfake/CSAM ban
- SignalEU AI Act Article 50 Transparency Obligations Apply From August 2, 2026; High-Risk Obligations Deferred to December 2027
- SignalEU AI Act Update: The European Commission Publishes Draft Guidelines on HRAIs
- SignalEU AI Act — Phased Application, 'AI Omnibus' Simplification and New Prohibitions
- SignalEU Makes AI Content Labels Mandatory for Realistic Synthetic Media Starting August 2
- SignalEU adopts Digital Omnibus on AI, easing AI Act compliance burden
- SignalEU's amended AI Act enters into force with delayed deadlines
- SignalEverest Group is cited for 90% of enterprises adopting agent governance frameworks within 18 months
- SignalExecutive Order 14409: Promoting Advanced Artificial Intelligence Innovation and Security
- SignalExplanation raises assistant trust for two-thirds of consumers
- SignalFrance backs Mistral AI to build a European large language model
- SignalGEMA v. Suno: Munich court's verdict on AI music training due July 31
- SignalGovLab foresight study identifies seven convergent signals reshaping data governance in the AI era
- SignalGovernments not using facial recognition under the EU AI Act
- SignalHELM is cited as an open academic framework for evaluating model quality, safety, and bias
- IssueHyper-personalization brings bias, discriminatory pricing, and exposure of minors1 trends · 1 signals
- SignalIndia Supreme Court sets aside NCLT/NCLAT orders based on AI-generated fake legal precedents; RBI frontier-AI cyber risk directive
- SignalIndonesia seeks AI sovereignty through local models, digital talent
- IssueIndustry-specific data and trust frameworks for vertical AI in Korea1 trends · 0 signals
- TrendInsight 19: scarcity of quality data turns acquisition into a contest over rules5 signals
- SignalInternational AI ethics norms institutionalised by UNESCO, the OECD and the EU
- SignalKenya Closes Public Consultation on Draft AI and Emerging Technologies Policy 2026
- SignalKorea put the AI Basic Act and National AI Committee into operation while expanding R&D budgets
- IssueKorea's 2026 technology-regulation task: a trust-based regulatory system1 trends · 2 signals
- SignalKorea's AI Seoul Summit and 2025 APEC Gyeongju summit diplomacy
- IssueKorea's AI sovereignty strategy amid alliance bargaining and a contest over AI norms1 trends · 1 signals
- IssueKorea's low-power chip and on-device AI industry strategy1 trends · 0 signals
- IssueKorea's policy agenda for computing self-reliance, AI science and infrastructure talent1 trends · 1 signals
- IssueKorea's quantum R&D push against future security threats1 trends · 1 signals
- SignalLLM Agents Can Easily Tamper With Their Own Traces
- IssueLeaders underweight ethical and trust concerns while treating adoption as a communication problem1 trends · 1 signals
- SignalMajor tech firms and VCs press Washington to back open-weight AI
- SignalMicrosoft publishes draft 'Humanist AI' Code of Conduct for its model family
- SignalNIST launches autonomous AI agent standards initiative (February 2026)
- SignalNew Light-Touch Trump AI Cyber Executive Order
- SignalNew Mexico Judge Orders Meta to Pay $567 Million Over Child Safety Failures
- SignalNon-US model developers market data residency and regulatory compliance as the product
- SignalOnly 24% of leaders call ethical and compliance guidelines important to enterprise AI adoption
- SignalOpenAI Frontier Governance Framework Aligns With EU AI Act and California Law
- SignalQualified Cross-References as a Verification Method: The Normative Environment of the EU AI Act
- TrendSecuring national technology sovereignty becomes the key to winning the AI race5 signals
- SignalSilent Revision: Measuring Undisclosed Change in the Safety Frameworks of Frontier AI Developers
- SignalSingapore IMDA releases world's first agentic AI governance framework
- SignalSingapore updates Model AI Governance Framework for generative AI
- SignalSocial media to be banned for under-16s in landmark government move / UAE bans under-15s from social media
- SignalSouth Africa Withdraws AI Policy Draft After Hallucinated Citations Scandal
- SignalSouth Korea Basic AI Act enters into force January 2026
- SignalSt. Petersburg adopts generative AI policy for local government
- SignalThe EU AI Act obliges boards to build oversight mechanisms and evidence trails before enforcement
- SignalThe EU AI Act phases in general-purpose AI obligations with a voluntary code
- SignalThe Initiative claims African digital wellness is being scaffolded for scale across countries
- SignalThe chip vendor's non-US investments concentrate where regulation and data residency create local advantage
- IssueThe trust contract: explain, ask, act, with human control at every step1 trends · 3 signals
- TrendTransparency and user control become the price of AI-mediated commerce2 signals
- SignalTrump Signs Executive Order Promoting Advanced AI Innovation and Security
- SignalUK AI Security Institute testing advanced AI systems
- SignalUN General Assembly votes for global AI governance in 2024
- SignalUS AI legislative flurry — Transparency Coalition update, Warner NDAA amendment, Illinois audit law
- SignalUS Foreign Direct Product Rule widens to AI models and HBM, constraining Korean fabs in China
- SignalUS Representatives introduce AI Kill Switch Act requiring shutdown capability for powerful AI systems
- SignalUS extends export controls to AI model weights and high-performance computing, while about 2.6 billion people remain offline
- SignalUS in advanced talks with AI companies over voluntary standards for releasing powerful models
- SignalUS links AI-driven science with reshoring, export controls and tax credits for chips
- SignalUS, China and EU policy stances for 2026 converge on technology leadership and economic independence
- SignalVietnam Enacts Asia's First AI Law (March 2026); Singapore Launches World's First Agentic AI Governance Framework
- SignalWhite House Four-Page National AI Policy Framework: Six Objectives
- SignalWhite House March 2026 Blueprint: Centralize AI Regulation, Challenge State AI Laws
- SignalWhite House Reviews Voluntary AI Model-Testing Framework With OpenAI, Anthropic, and Other Top Firms
- SignalWhy the EU rewrote its landmark AI law / AI Act reloaded
4-10 years 32
- SignalAI Governance Under Political Turnover: The Alignment Surface of Compliance Design (arXiv:2604.21103)
- IssueAI safety, ethics and trust framework balanced with data use0 trends · 1 signals
- SignalAgainst Explainable AI in Law: Why Justifiable AI Matters (Credit Scoring Example)
- SignalAssessing Company Contributions to Societal Resilience: Extending the Societal Capacity Assessment Framework to Agentic AI
- SignalBill Gates warns AI could be used to trigger a billion deaths, urges regulation
- SignalChina's 15th Five-Year Plan puts science and technology self-reliance among seven national goals
- TrendConsumer neurotechnology spreading beyond clinics and generating neurodata2 signals
- SignalCould Underwater Data Centers Pose a Risk to AI Treaty Verification?
- IssueData linkage law, fee-for-service payment and AI hallucination as barriers to population health management1 trends · 0 signals
- SignalDesigning Inclusive Crypto-Asset Dispute Resolution: A Hybrid AI and Smart Contract Online Dispute Resolution Framework for Vulnerable Users
- SignalEU's two AI-content labelling regimes (DSA, AI Act) leave open when media counts as "AI-generated enough" to disclose
- SignalFrom Forensics to Ecosystems: Rethinking Watermarks for Generative AI Oversight
- IssueKey point: ethical and security dilemmas call for action in the common good1 trends · 1 signals
- IssueKorea as a neutral mediator in global AI governance1 trends · 1 signals
- SignalLegal and Security Sectors Flag Liabilities in Corporate AI Meeting Assistant Use
- IssueLiability allocation in hybrid human-AI failure1 trends · 0 signals
- IssueMedical-act definitions, data ownership and interoperability gaps for hyper-personalised health platforms1 trends · 0 signals
- IssueNo international rules on liability when autonomous factory AI fails1 trends · 0 signals
- SignalOpen Problems in AI Risk Modeling: Insights from a Workshop on the Technical Foundations of AI Risk Modeling
- SignalPaper Argues AI Governance Needs "Legitimacy," Not Just "Alignment"
- SignalPaper argues public-sector AI governance frameworks break down under general-purpose AI, using policing as a case study
- IssuePlan vision: new growth shared by all through science innovation and the AI transition0 trends · 0 signals
- SignalReducing Catastrophic Risk from AI with Systematic Monitoring and Evaluation of Rogue AI Progression
- TrendRegulators worldwide shift to risk-based and experimental rules for emerging technologies7 signals
- IssueReimbursement, clinical validation and public data platforms lag behind data-hungry health technologies4 trends · 0 signals
- SignalResearchers Propose Machine-Verifiable Ethics Framework for AI-Based Financial Mental-Health Inference
- IssueSafety certification, liability, surveillance and trust dilemmas for autonomous care robots1 trends · 0 signals
- TrendShift toward strategic technology foresight linked to national strategy0 signals
- IssueSteering AI adoption and training responses to automation in Korea1 trends · 1 signals
- SignalStudy: Falling behind in AI race drives unsafe development more than risk preferences
- IssueTechnology sovereignty and science-technology diplomacy for Korea2 trends · 0 signals
- SignalVerification-Time Dependency on a Disappearing Evaluator
11-30 years 6
- SignalImplementing Computational Law in Wolfram Language for the Governance of Artificial Intelligence
- SignalMechanism-Design Model Proposes Governing AI Agents Through Compute Budgets
- SignalPaper Argues AI Regulation Must Address Unreliable Inference, Not Just Data Protection
- SignalPaper Reframes Speech-AI Failures for Indigenous Languages as Linguistic Policy, Not Just Technical Error
- SignalStudy Examines AI's Impact on Digital Sovereignty in Nigerian Mobile Shopping Apps
- TrendTrend F: Harmonising technology with human values1 signals
Other 2
- IssueScenario: affective nudging is regulated as a behavioral intervention1 trends · 0 signals
- IssueSimulation cannot count as regulatory evidence because shared validation standards do not exist1 trends · 1 signals
Demographics & Migration 5
- SignalAMINA: The Inclusive and Accountable AI for Marginalized Immigrant Nonprofit Assistance
- SignalAnimarium: An Open, Reproducible Pipeline for Synthetic Populations of Italian Cities
- IssueMigration infrastructure holds value even if automation advances1 trends · 0 signals
- SignalPreprint proposes 'Effective Cognitive Population' unit for AI-era national planning
- IssueRealigning Korea's R&D and innovation policy toward demographic change1 trends · 1 signals
Cities & Housing 6
- IssueApplying life-history method to cities undergoing technological change1 trends · 0 signals
- SignalDo LLMs Know Your Neighborhood? Auditing LLM Priors for Neighborhood-Level Mobility Prediction and Structural Alignment
- SignalNon-capital regions lag far behind in regional S&T innovation capacity
- SignalOptimal Scheduling of Road Maintenance Jobs Considering Impact on Traffic Flows
- SignalStudy finds LLMs can approximate aggregate housing-survey results but fail to preserve population structure
- IssueUsing the whole playground: agile cross-regional value chains for advanced S&T1 trends · 1 signals
Welfare & Health 27
0-3 years 12
- Signal57% rank health professionals among their strongest influences, inside a wider network
- SignalAbout one-third of US adults report insufficient sleep
- SignalDelusions and Harms Associated with AI Chatbot Use: Early Evidence from 185 Real-World Reports
- SignalDr. Max's Romanian CFO calls the pharmacist the key differentiator across all channels
- SignalHealthcare AI adoption stalls between exploration and clinical use
- SignalMeteorology-driven Causal Nowcasting of Fugitive Landfill Emissions Enables Proactive Public Health Response
- SignalMetro Pharmacy describes moving from dispensing medication to a community health hub
- SignalPatient engagement is put at 62% of healthcare AI use and administrative efficiency at 60%
- SignalPrepared Or Unprepared? Evaluating Healthcare Workforce Readiness for Clinical Adoption of AI in Nigeria
- SignalPrescription digital therapeutics enter national health systems
- SignalSources of Truth: A Multi-Platform, Multilingual Audit of Citations in AI Mental Health Information Queries
- SignalSpanish companion AI services in use: ZicoAsis for youth, Serenia for older people
4-10 years 11
- TrendAI companionship chatbots as a response to unwanted loneliness3 signals
- TrendAI-based population health risk prediction and intervention platforms0 signals
- SignalCare robots expected to shift from purchase to 500,000 won monthly subscriptions
- SignalDigital Social Media Expression and Social Adaptability of the Older Adult Driven by Artificial Intelligence
- IssueDigital and AI-driven inequality1 trends · 0 signals
- SignalEvaluating Ambient Clinical Scribes in India: The Need for Multilingual Real-World Clinical Conversation Data
- TrendHealth paradigm shift from treatment toward prediction, prevention and continuous management1 signals
- TrendProviders move from reactive care to proactive, decentralised, personalised models5 signals
- IssueRisk that companion chatbots displace rather than complement human contact1 trends · 0 signals
- SignalScarcity and Predictive Uncertainty: Implications for Societal Resource Allocation
- SignalStudy examines AI support for emergency department revisit quality review
11-30 years 2
- IssueRedefining the intergenerational care contract toward 20501 trends · 0 signals
- IssueVulnerable groups and the adequacy of the social safety net0 trends · 0 signals
Other 2
- IssueTechnology both supporting and displacing vulnerable groups1 trends · 0 signals
- IssueThe Power of Radio1 trends · 0 signals
Education & Generations 39
0-3 years 21
- Signal2026 Classroom Design: Emerging Learning Trends in an AI-Powered Education System / 2026 Workforce Outlook: AI Literacy Gap
- Signal42% of executives are already concerned about AI dependence for cognitive tasks
- SignalA Google AI director estimates 90 percent of an enterprise needs enablement and training
- SignalA shortage of 428,000 workers is projected in new technology fields for 2024 to 2028
- SignalAI Tutoring Outperforms In-Class Active Learning — RCT / arXiv Systematic Review
- SignalAI and the Digital Divide in Education — Frontiers in Computer Science 2026 / Bridging the AI Divide in High School STEM in Developing Countries
- TrendAI tutoring democratising education and retraining1 signals
- SignalAnalysis of 23 University Syllabi Maps Emerging AI-Assisted Software Engineering Curriculum
- SignalBeyond Score Accuracy: Examining the Diagnostic Quality of LLM-Generated Structured Assessment in Higher Education
- TrendChange management and training give way to real-time adaptiveness1 signals
- SignalCite or Decline: A Strict Course-Grounded Chatbot for STEM Lecture Videos
- SignalDemand for AI fluency in US job postings grew sevenfold in two years
- SignalEduZone: A Framework for Evaluating LLM Safety for K-12 Students and Teachers
- SignalGlobal demand for applied AI talent more than tripled between 2018 and 2025
- SignalHitachi commits to developing 50,000 generative AI professionals by fiscal 2027
- SignalHumanities and social science research receives only 1.0% of Korea's 29.6 trillion won government R&D budget
- SignalIndia's PM Modi Announces AI Skilling Program for 10 Million Youth
- SignalLearnAI: Just-in-Time AI Co-Creation Across Disciplines at a University
- SignalLearning-Analytics Model Predicts AI-Cheating Risk Early, Not for Discipline
- SignalOnly half the talent with advanced AI skills is available against demand
- SignalUNESCO Digital Learning Week 2026 opens in Paris; ministers to adopt joint AI-in-education statement
4-10 years 10
- TrendAI and digital transition intensifies the global race for advanced talent2 signals
- SignalAllianz expects two-thirds of the skills it needs to be different within five years
- IssueBalancing human-centred capabilities with industry-linked talent development in the AI era2 trends · 0 signals
- IssueDigital talent development and closing the digital divide in Korea2 trends · 0 signals
- SignalExploring Fraction Comprehension and Interest in Elementary Education Through AI-Powered Personalized Learning
- IssueFour co-evolutionary principles for organisational learning1 trends · 0 signals
- SignalLarge-Scale Analysis of Discussions by CS Educators Across the Stack Exchange Network
- SignalWhen AI Does the Work, What Is Learning For? Post-Instrumental Learning and the Risk of Capacity Dissolution
- TrendWidening digital education gaps and concern over children's overreliance on AI0 signals
- SignalarXiv Preprint Proposes AI-Integrated Project Curriculum for Thermal Engineering Education
11-30 years 5
- SignalBehaviorally Adaptive Visual Diversion for Inclusive and Resilient Digital Assessment Delivery
- SignalPaper argues human-centered AI design alone can't stop generative AI from fostering learner dependence
- IssueTransforming education and skills for the superintelligence era0 trends · 1 signals
- SignalVision Paper Proposes AI Student Digital Twins for Preventive Academic Support
- IssueWidening gaps in access to education in the AI era0 trends · 0 signals
Other 3
- IssueHigher Paths1 trends · 0 signals
- IssueSchool for Wisdom1 trends · 0 signals
- IssueUniversities losing students to cheaper AI-driven online courses1 trends · 0 signals
Bio & Health Tech 33
0-3 years 13
- SignalA global pharma company simulates enrollment and diversity targets on a clinical-trial digital twin
- SignalA trillion-dollar drugmaker builds a discovery supercomputer with a chip vendor
- SignalAI agents in early drug discovery raised wet lab capacity 21 to 30 percent at one company
- TrendAI drives a bio revolution from genetic analysis to personalised medicine2 signals
- SignalAbout nine in 10 clinical drug candidates fail, which the chapter partly attributes to computing error
- SignalDual- versus Single-Suggestion AI Support for Radiographic Interpretation in Residents: Randomized Multireader Study
- SignalEyewear that reads the wearer's facial muscles continuously
- SignalHuman genome sequencing fell from a decade to a single day
- SignalNovo Nordisk partners with Anthropic to test 'Claude Science' in drug R&D workflows
- SignalResearch suggests AI can cut drug development time by up to 40 percent
- TrendTrend 6: healthcare becomes the proving ground for voice AI3 signals
- SignalVoice AI platforms hit record deal activity in 2025 with most rated as deploying or scaling
- SignalWearable EDA and heart-rate-variability sensors are credited with up to 84% stress detection accuracy
4-10 years 18
- SignalAI expected to cut vaccine development from ten years to under one and create a 10 to 30 trillion won market by 2030
- TrendBCI-based neural circuit modulation for precision mental health care1 signals
- SignalBROADMIND non-surgical brain-computer interface EEG kit (Kickstarter)
- SignalBrain-computer interface market projected to quadruple by 2034
- SignalConsumer earbuds patented as biosignal sensors
- TrendEngineering biology takes off as AI enters biomanufacturing and gene editing advances2 signals
- IssueFully autonomous laboratories draw capital but remain outside mainstream practice1 trends · 1 signals
- TrendHyper-personalised precision medicine and health management platforms1 signals
- SignalImplanted interfaces enter broader clinical trials
- SignalMIT Technology Review — 10 Breakthrough Technologies 2026: AI Drug Discovery, Backward Molecule Design
- SignalNeuralink Expands Human Trials to 21 Participants — VOICE Trial Targets 140 Words/min
- TrendNeurotechnology and affect sensing move from clinic to consumer device8 signals
- SignalQuantum biosensing and imaging expected to reach high-end medical device level around 2030
- TrendQuantum sensing and computing for personalised precision medicine1 signals
- SignalStudy Finds Most Explainable-AI Methods for ECG Diagnosis Miss Clinically Relevant Signal Regions
- TrendTechnology 7: a vaccine synthesized around one patient's tumour mutations4 signals
- TrendThe human-machine hybrid13 signals
- TrendTrend 7: pharmaceutical R&D shifts from manual experimentation to AI-guided discovery3 signals
11-30 years 1
Other 1
- IssueHome bioengineering enabled by machine learning and kits1 trends · 0 signals
Energy & Climate Tech 34
0-3 years 9
- SignalA 2024-founded startup demonstrates data centre demand modulation with a national grid operator
- SignalGlobal data centre electricity demand projected to reach up to 1,050 TWh in 2026
- SignalGreenPassport: Request-Level Carbon Accounting for Cross-Border AI Inference
- SignalGrid shortfalls disrupt renewable power supply to semiconductor, AI and RE100 industrial sites
- SignalLBNL projects US data-centre electricity use rising from 176TWh to 325-580TWh by 2028
- SignalProceedings of the 2nd International Workshop on Low Carbon Computing (LOCO 2026)
- SignalStudies quantify large electricity savings from cloud, AI-model and fab cooling efficiency
- TrendSustainable energy infrastructure becomes the power behind AI4 signals
- TrendTrend 9: data centres stop being pure load and start supporting grid stability4 signals
4-10 years 21
- TrendAI data centres are becoming the fastest-emerging source of new electricity demand5 signals
- TrendAI-driven surge in electricity demand collides with carbon neutrality goals1 signals
- IssueAgenda 1: Building a hyper-connected, hyper-intelligent energy system for future demand2 trends · 1 signals
- IssueBalancing demand forecasts by decomposing technology-driven efficiency effects2 trends · 0 signals
- IssueBuilding bottom-up demand models for data centres, advanced industry and electrification2 trends · 0 signals
- SignalDOE Finalizes Fusion Science Roadmap; $625M for Quantum Centers
- TrendData centre growth and renewables raise grid complexity and supply volatility4 signals
- SignalData centre operators expecting onsite generation for primary power rise from 13 to 38 percent
- SignalData-centre electricity demand could double by 2030
- TrendElectrification of Korean building energy driven by data centres and heat pumps2 signals
- TrendEnergy agencies are moving from single-point forecasts to scenario and range outlooks4 signals
- IssueEnergy for AI and AI for energy, including digital environmental impact assessment1 trends · 0 signals
- TrendForesight sources point to advanced nuclear, quantum and private space as deep-tech frontiers6 signals
- SignalGlobal data centre electricity use projected to rise from about 300 TWh in 2023 to over 1,500 TWh by 2030
- SignalIEA projects global data-centre electricity use to more than double by 2030
- SignalKEEI projects Korean electricity demand to grow 1.5 percent a year to 2030, faster in buildings than in industry
- TrendMarket-driven micro-level efficiency innovation offsets part of new electricity demand1 signals
- SignalReducing grid demand one percent of the time could absorb data centre growth to 2035
- IssueStructural asymmetry: Korea's forecasts itemise demand growth but not market-driven efficiency2 trends · 1 signals
- TrendTechnological innovation pushes electricity demand up and down at the same time2 signals
- IssueUtilities: from asset owner to system orchestrator1 trends · 0 signals
11-30 years 4
- SignalKorea's 11th Basic Plan adds 15.5TWh of data-centre demand above trend by 2038
- SignalNuclear fusion is positioned as a sufficiency-compatible baseload source while still precommercial
- IssueTransformation of power supply and demand through the energy and AI nexus0 trends · 0 signals
- TrendTrend L: Great energy transition5 signals
Space & Mobility 13
- IssueA persistent simulation-to-reality gap limits what trained robots can do in the world1 trends · 0 signals
- SignalAI autonomous driving market projected to grow about 36 percent a year, robotaxis faster
- SignalBMW moves finished cars from the assembly line to the finishing area without drivers
- SignalHumanoid robots enter a commercialisation phase led by big tech from 2025
- IssueIn physical systems small error rates cascade into waste, defects and safety incidents1 trends · 0 signals
- SignalIndia to fit homegrown chips into space rockets, minister says
- SignalLoft Orbital, Marlan Space to Build 50-Satellite AI-Enabled Imaging Constellation with $1B from Royal Group of Abu Dhabi
- SignalMentions of world models on earnings calls rise as autonomous vehicles and robotics lead commercialisation
- TrendPhysical AI turns robots from preprogrammed machines into adaptive learning systems14 signals
- SignalSpaceX listing and quantum chips mark the commercial turn of space and quantum technologies
- SignalStudy proposes distributional audit framework for generative AI risk in transportation
- TrendTrend 6: AI leaves the screen and acts on the physical world2 signals
- SignalWaymo passed 10 million paid rides and Aurora began scheduled driverless freight runs
Digital Infrastructure & Cyber 65
0-3 years 51
- Signal41% of early-stage teams cite legacy technology as an AI barrier against 31% of AI leaders
- Signal57% of AI leaders cite data privacy as a top challenge against 44% of earlier-stage peers
- Signal63 percent say the cost of fixing tech debt is holding back new initiatives
- Signal69 percent say speed and cost pressure force compromises in their technology programs
- Signal71% are modernizing core infrastructure and 23% spend 6% to 10% of revenue doing it
- Signal75-85% of generative AI proofs of concept are said to fail because of infrastructure gaps
- SignalA Brazilian bank deploys red agents alongside human experts for adversarial testing
- SignalA telecom security chief treats AI risk as an extension of software lifecycle discipline
- SignalAI Data Center Boom & Power Grid Strain 2026
- SignalAI Data Center Grid Strain: Power Bottleneck Halts Growth in 2026
- TrendAI is simultaneously the source of new security risk and the means of defending against it11 signals
- SignalAI on both sides of the breach ledger
- IssueAI security risk is partitioned into data, model, application and infrastructure domains1 trends · 1 signals
- SignalAccelerator-embedded servers are put at 70% of server AI infrastructure spending
- IssueAdaptive strategy is bounded by the state of the data foundation beneath it1 trends · 1 signals
- IssueAgent proliferation requires real-time behavioural monitoring and dynamic privilege limits2 trends · 1 signals
- SignalBing Images RCEs: How XBOW Found Three Critical Flaws
- SignalBlack Hat USA 2026 Brings Wave of AI-Agent-Focused Security Product Announcements
- TrendCapability uplift letting opportunistic actors scale cyber attacks0 signals
- TrendCompute strategy shifts from cloud-first to workload-matched hybrid placement9 signals
- SignalCoordination latency pushes compute from the data centre toward the robot
- SignalCross-industry alliance forms to defend AI systems through openness
- IssueExisting data centres were built for air-cooled racks that AI hardware does not fit1 trends · 1 signals
- IssueExponential threat growth is asserted without any quantity attached1 trends · 0 signals
- IssueFour inherited enterprise designs no longer fit what AI demands1 trends · 0 signals
- SignalFujitsu Unveils 'Cyber Defense Lifecycle' Strategy Centered on 'Cyber Nerve System'
- SignalGujarat launches 'Viksit Gujarat – Data Centre Policy 2026-29'
- SignalHuawei South Africa Connect 2026 to tackle the infrastructure needed for the AI era
- SignalLaboratory for AI Security Research announced in 2024
- IssueLegacy systems force agents through interfaces that cap their autonomy1 trends · 1 signals
- TrendMacrotrend 3: trust becomes the operating layer as AI enters critical operations7 signals
- IssueMerging data and computation removes the separation classical security relied on1 trends · 0 signals
- SignalMeta Discloses Its AI Model Breached a Third-Party Company During Cybersecurity Testing
- SignalMoody's warns AI-native malware to dominate 2026; Leonidas defeats fiber-optic drones
- SignalNCSC: AI will almost certainly raise cyber attack volume and impact
- SignalOpenAI, Anthropic, and Meta Disclose Frontier Models Autonomously Hacking Real-World Targets
- SignalQNu Labs Launches QShield 2.0 to Drive India's National Cryptographic Assessment & Assurance Framework
- SignalQuantum decryption is already a stated concern of technology executives
- SignalReport forecasts 30 percent of generative workloads running on premises or on device by 2028
- SignalServer ratios move from eight GPUs per coordinating CPU toward two GPUs per CPU
- IssueShadow AI puts autonomous decision-making outside any governance perimeter1 trends · 0 signals
- SignalSignal 6: 92% of surveyed security chiefs have adopted or plan passwordless authentication
- TrendSmarter AI security technologies rise to counter smarter AI-driven attacks3 signals
- TrendTechnology 10: encryption hidden in noisy multi-dimensional lattices4 signals
- SignalTexas AG investigates proposed AI data center on parkland-designated site
- IssueTheme 1 The Architect: whether platform and infrastructure modernization can keep pace2 trends · 1 signals
- SignalThree competing agent interoperability protocols are named with their stated limits
- TrendTrend 2: heterogeneous supercomputing platforms become the substrate for advanced models3 signals
- TrendTrend 7: defence moves from detecting attacks to preventing them2 signals
- SignalUN panel calls for stronger safeguards as AI agents advance
- SignalVerification times fell from 90 seconds to 20 milliseconds, making real-time checks practical
4-10 years 8
- SignalAmazon to invest record $48 billion in India (2026-2030) for AI, AWS cloud infrastructure
- TrendBoundless Multidimensional Data3 signals
- IssueERP modernization is a multiyear precondition sitting under the finance AI agenda1 trends · 1 signals
- TrendForesight sources flag AI infrastructure, physical AI and next-generation security0 signals
- SignalGartner predictions on confidential computing, preemptive cybersecurity, digital provenance and AI security platforms
- IssueInfrastructure procurement moves from periodic human decisions to continuous agent decisions1 trends · 0 signals
- IssueInteroperability frameworks where AI, robots and IoT converge1 trends · 0 signals
- SignalQuantum computing market projected to grow about 27 percent a year as post-quantum cryptography becomes a priority
11-30 years 3
- IssueBuilding new infrastructure for the superintelligence era0 trends · 1 signals
- SignalConnected devices put at 23.14 billion in 2018 and 75.44 billion by 2025
- IssueNeuromorphic, optical and quantum processors would each require different data centre designs1 trends · 0 signals
Other 3
- IssueScenario: computing orchestrates outward from the edge and cloud becomes coordination1 trends · 0 signals
- IssueUneven adoption of AI for cyber defence1 trends · 0 signals
- IssueZero Margin1 trends · 0 signals
Values & Lifestyles 20
0-3 years 8
- Signal34% call culture a direct inhibitor of AI transformation; 65% say culture must change significantly
- Signal56% would accept flaws in cutting-edge AI services
- Signal89% want to be told when they are interacting with AI
- TrendAgentic AI era reorganises society around hyper-personalisation, hyper-connection and hyper-intelligence0 signals
- SignalComprehensible data explanations rank first among comfort factors
- TrendCustomers will hold your AI accountable6 signals
- IssueEmotional AI entering social infrastructure makes privacy and authenticity norms urgent1 trends · 1 signals
- SignalEmployees accept working with AI agents far more readily than being managed by them
4-10 years 8
- IssueAn empowered consumer makes value a moving target for brands3 trends · 0 signals
- TrendCultural debt accumulates as AI reshapes human-to-human work12 signals
- TrendDying, memorialisation and the disposal of remains are being taken over by services and software11 signals
- SignalEmotion AI is dated to become part of social infrastructure between 2028 and 2030
- IssueSocial trust eroded by engagement optimisation, with AI to follow1 trends · 0 signals
- SignalThe Effect of Perceived Race and Gender on Police Language Use: Experimental Evidence from VR Simulations
- IssueThe four trends must be read as interacting, not as four separate agendas4 trends · 0 signals
- TrendValue expands beyond price into fairness, trust, and emotion2 signals
11-30 years 4
- IssueDigital humanism and the recovery of human-centred values0 trends · 1 signals
- IssueInnovation in creative play and leisure culture0 trends · 0 signals
- IssueVirtual space and the restructuring of future life0 trends · 0 signals
- SignalarXiv cs.ET — "Speculating the Impacts of Mediated Social Touch Technology" (DIS '26)
Media & Information Ecosystem 41
0-3 years 33
- Signal48% of executives fear AI is injecting misinformation into their own datasets
- Signal66% know of synthetic influencers, 52% distrust them, 67% want AI ads labelled
- Signal86% of top-ranking Google pages remain human-written
- Signal88% of marketers are said to use emotion AI daily and CX monitoring to take over 31% of demand
- TrendAI deepfakes lowering the barrier to convincing disinformation0 signals
- TrendAI media drive a content big bang1 signals
- TrendAI-enabled disinformation increasing mistrust0 signals
- SignalBrand-owned sites account for about 1% of LLM citations in consumer goods
- SignalDigital platforms are cast as the delivery channel for emotional support across Africa
- SignalGartner projects one in four job seekers could be artificial by 2028
- SignalGen Z brand discovery: 23% via social media, below 28% via physical stores
- SignalGen Z trusts product-research sources less than boomers, including the channels it uses most
- SignalGenerative engine optimisation emerges as the successor to search engine optimisation
- SignalMore than half of new web articles were primarily AI-generated as of May 2025
- SignalOnline deepfakes grow from 500,000 in 2023 to 8 million in 2025
- SignalOpen web traffic is down 8% since 2023 while total search activity keeps growing
- SignalPredicting Custom-Feed Returns for New Bluesky Posts: A Prospective Study
- SignalSignal 8: AI answers cut click-through by over a third while AI platforms drive 6.5% of traffic
- IssueSignal dissonance: inconsistent third-party sources degrade how AI represents a brand1 trends · 1 signals
- SignalSora, Firefly and Nano Banana popularise high-quality generative content tools
- TrendStates using AI for information operations against social cohesion0 signals
- SignalStudy Finds Rising LLM Stylistic Trace (Em-Dash Usage) in US Congressional Press Releases
- SignalStudy Maps 18 "Species" of Bots Across the Reddit Ecosystem
- SignalStudy compares instruction- vs. example-driven AI content moderation
- TrendSynthetic content at scale is eroding the authenticity of work and workforce data10 signals
- SignalThe Beginning of ChatGPT Ads
- SignalThe Language of the Question Selects the Market: Query Language and Exit IP as Separable Factors in Commercial Recommendations from a Generative Search Interface
- SignalThe foresight rests on an internal platform and NTT Group's own expert network
- IssueThe report names eight adjacent signals and argues sensing beats prediction1 trends · 6 signals
- SignalTrust assessment fragments into community-specific frameworks
- SignalUnsealed filings show OpenAI, Microsoft executives privately called AI training a 'theft' that could replace journalism
- SignalWho Anchors AI Overviews in Health? Baidu, Google, and the Geography of Authority
- IssueWorkslop: AI widens skill gaps and contaminates the data models later learn from1 trends · 1 signals
4-10 years 5
- IssueMedia: differentiation moves to taste as throughput rises1 trends · 0 signals
- TrendOnline advertising shifts to mobile, video and AI solutions as search fragments0 signals
- TrendShifting media landscape amplifying dis- and misinformation4 signals
- SignalStudy Finds AI Search Models Name Individual Professionals in Just Over a Quarter of Responses, With Sharp Language and Model Gaps
- SignalStudy Finds Visualization Tools Systemically Underserve Arabic Right-to-Left Users
11-30 years 3
- SignalDecentralization of Agenda-Setting Power and Domain-Selective Bridging: Algorithm Design Beyond the Echo Chamber Debate
- IssueInformation trust crisis and entrenched structural bias0 trends · 1 signals
- IssuePluralisation of cultural production and consumption0 trends · 1 signals