Time horizon

watching

Weak signals, research paths and uncertain trajectories worth keeping on the radar.

3 trends · 110 signals

Trends (3)

Signals (110)

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AI may create new learn-while-doing pathways where junior workers acquire capability through supervised machine collaboration.

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Capability extraction and imitation could reshape model economics, security and intellectual-property strategy.

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AI triage and navigation may become the first interaction for routine healthcare in some systems.

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Machine-guided discovery may move from candidate generation into commercially important materials pipelines.

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Agentic tools may let very small firms operate with capabilities previously requiring teams.

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Cheap vision systems and drones may make continuous field observation routine.

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Mining, construction and agriculture may normalize supervised autonomous equipment before consumer autonomy is universal.

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Closed-loop AI plus robotics could materially shorten experimental cycles in chemistry, materials and biology.

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Vision and robotics may improve recovery economics for mixed material streams.

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Watch vehicle support, charger deployment, warranties and utility programs rather than theoretical battery capacity.

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Cryptographic provenance standards may become routine infrastructure for high-trust media and enterprise evidence.

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Last week, Jack Dorsey (one of the original founders of Twitter) issued a memo that will likely be remembered as the "intelligence-native" manifesto, in which he announced a massive set of layoffs at his company, Block.

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On February 12, 2002, United States Secretary of Defence Donald Rumsfeld answered a question at a U.S. Department of Defence (DoD) news briefing about the lack of evidence linking the government of Iraq with the supply of weapons of mass destruction to terrorist groups. His answer has since answered the lexicon of lore, as many people thought that it was fully intended to shield the department from any sort of...

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Connection queues, on-site generation and regional moratoria may reveal where AI growth collides with physical infrastructure.

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Regulatory and supply-chain adoption could make product-level material provenance routine.

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Evidence-based software therapies could re-emerge after early commercial disappointments if reimbursement and outcomes improve.

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At the DSSI Annual Forum in San Antonio, one of the largest senior care conferences in the U.S., I spoke with unusual passion about the innovation opportunities emerging as aging populations, dementia rates and care capacity pressures intensify.

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Machine-readable rules could move parts of compliance from interpretation after the fact into software execution.

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Watch durable productivity and retention evidence after pilots rather than employee preference alone.

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Standards and insurance treatment will be leading indicators of humanoid deployment beyond pilots.

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AI systems may become persistent analytical participants in executive and board decision processes without formal fiduciary status.

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Enhanced geothermal could become dispatchable clean power if drilling economics and project repeatability improve.

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One year ago, in July 2025, I published Megatrend #6: Electrification Revolution as part of my 30 Megatrends series. Here's a bit of what I wrote: The massive shift from carbon combustion to electric power is transforming transportation, infrastructure, and energy supply chains. This is not a gradual transition but rather a fundamental rewiring of how power flows through our economy. Some folks have made it a...

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One year ago, in June 2025, I published Megatrend #3: Human Technology Integration as part of my 30 Megatrends series. Here's part of what I wrote: The boundary between technology and biology is blurring with neural interfaces, bio-monitoring, augmentation technologies, and medical device connectivity which we can refer to as bio-connectivity. It creates a new form of hyperconnected medicine, leading to entirely...

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One year ago, in July 2025, I published Megatrend #11: Longevity Science as part of my 30 Megatrends series. Time to grade myself.

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One year ago, in July 2025, I published Megatrend #12: Personalized Medicine as part of my 30 Megatrends series. Time to grade myself.

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One year ago, in July 2025, I published Megatrend #19: Temporal Commerce as part of my 30 Megatrends series. Time to grade myself.

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One year ago, in July 2025, I published Megatrend #8: The Circular Economy as part of my 30 Megatrends series. Time to grade myself.

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One year ago, in June 2025, I published Megatrend #1: Transformative AI as part of my 30 Megatrends series. Time to grade myself.

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One year ago, in July 2025, I published Megatrend #25: Urban Reimagination as part of my 30 Megatrends series. Time to grade myself.

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Long-lived AI memory could turn assistants into durable personal operating layers, but privacy and control remain unresolved.

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Engineered biological materials could introduce repair, sensing or adaptive properties into products and infrastructure.

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Synthetic media and agents may create demand for scalable ways to prove a human is present without destroying privacy.

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The key uncertainty is whether organizations replace vulnerable cryptography before quantum capability becomes threatening.

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In a world of extremely short attention, retailers increasingly compete for a share of attention before they can compete for a share of wallet.

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Surgical robots may progress from teleoperation toward supervised autonomous subtasks.

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Rising robot adoption in food processing may signal automation spreading beyond automotive and electronics.

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The test is whether employers materially reduce degree requirements and use verifiable skills evidence in actual hiring.

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Efficient specialized models may move significant inference away from hyperscale clouds.

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Watch actual construction time and cost rather than announcements as SMRs approach first commercial deployments.

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Early experiments in orbital compute or storage should be judged against energy, thermal and communications economics.

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In 2025, the headwinds are severe, and the path forward seems shrouded in fog. We’re living through one of the most volatile and unpredictable periods in recent memory. With that being the case, I am writing this new series, The Way Forward: A Trends and Transformation Series, taking a look at the trends redefining industries, and actionable strategies organizations must pursue to align to these realities. The...

signal · watching

In 2025, the headwinds are severe, and the path forward seems shrouded in fog. We’re living through one of the most volatile and unpredictable periods in recent memory. With that being the case, I am writing this new series, The Way Forward: A Trends and Transformation Series, taking a look at the trends redefining industries, and actionable strategies organizations must pursue to align with these realities. The...

signal · watching

In 2025, the headwinds are severe, and the path forward seems shrouded in fog. We’re living through one of the most volatile and unpredictable periods in recent memory. With that being the case, I am writing this new series, The Way Forward: A Trends and Transformation Series, taking a look at the trends redefining industries, and actionable strategies organizations must pursue to align with these realities. The...

signal · watching

In 2025, the headwinds are severe, and the path forward seems shrouded in fog. We’re living through one of the most volatile and unpredictable periods in recent memory. With that being the case, I am writing this new series, The Way Forward: A Trends and Transformation Series, taking a look at the trends redefining industries, and actionable strategies organizations must pursue to align with these realities. The...

signal · watching

In 2025, the headwinds are severe, and the path forward seems shrouded in fog. We’re living through one of the most volatile and unpredictable periods in recent memory. With that being the case, I am writing this new series, The Way Forward: A Trends and Transformation Series, taking a look at the trends redefining industries, and actionable strategies organizations must pursue to align to these realities. The...

signal · watching

In 2025, the headwinds are severe, and the path forward seems shrouded in fog. We’re living through one of the most volatile and unpredictable periods in recent memory. With that being the case, I am writing this new series, The Way Forward: A Trends and Transformation Series, taking a look at the trends redefining industries, and actionable strategies organizations must pursue to align with these realities. The...

signal · watching

In 2025, the headwinds are severe, and the path forward seems shrouded in fog. We’re living through one of the most volatile and unpredictable periods in recent memory. With that being the case, I am writing this new series, The Way Forward: A Trends and Transformation Series, taking a look at the trends redefining industries, and actionable strategies organizations must pursue to align with these realities. The...

signal · watching

In September 2025, the headwinds are severe, and the path forward seems shrouded in fog. We’re living through one of the most volatile and unpredictable periods in recent memory. With that being the case, I am writing this new series, The Way Forward: A Trends and Transformation Series, taking a look at the trends redefining industries, and actionable strategies organizations must pursue to align to these...

signal · watching

In 2025, the headwinds are severe, and the path forward seems shrouded in fog. We’re living through one of the most volatile and unpredictable periods in recent memory. With that being the case, I am writing this new series, The Way Forward: A Trends and Transformation Series, taking a look at the trends redefining industries, and actionable strategies organizations must pursue to align with these realities. The...

signal · watching

Progress in logical qubits is a critical gate between laboratory quantum systems and economically useful computation.