A reminder for this week: on Tuesday, May 5, 2026, I’ll be joining Jay Hasbrouck for an EPIC People Learning Week fireside chat, Following the Unfamiliar: Why Organizations Need to Cultivate
Imagination.
This phrase — cultivate imagination — may sound softer than it actually is. Trust me.
Inside organizations, imagination is not a vibe or a decorative capability, although many will treat it as such. Fluff. Expendable. But it is crucially a part of how a team keeps its strategic aperture open long enough such that the organization can notice what is changing right in front of itself before
the change has settled into a category or a regulatory fight, or a new product/service segment. That is — before it's too late and you're playing catch-up.
This is also where anticipatory research earns its keep.
Formal research is good at clarifying what can be observed, measured, compared, and explained.
Anticipatory research
extends that work by translating weak signals into things that can be handled: speculative prototypes, labels on produce, evocative product artifacts, policy notices, lottery ticket stubs, receipts, job postings, scenarios, and other concrete forms, tangible forms.
The point is not to predict the future with theatrical confidence or as pure entertainment (although speculative prototypes are way more fun than PowerPoint decks!)
The point is to make an otherwise faint signal concrete enough that people can point at it, argue with it, pressure-test it, and use it as a better basis for strategic assessment. Especially when the signal is still mostly (or always) cultural.
So, one of those signals has been hovering around AI for a while now: not just whether artificial intelligence “works”, but how its presence is interpreted in the things
people buy, trust, eat, use, recommend, avoid, and feel good about.
AI is becoming a kind of cultural ingredient - seasoning rather than the main course.
It can be read as capability, efficiency, personalization, resilience, optimization. It can also be read as intervention, flattening, synthetic authorship, or a loss of taste, craft, provenance, and situated judgment.
Living here in Venice Beach, adjacent to Hollywood, these concerns are tangible and real as the filmmaking and visual storytelling apparatus feels the drift away from convention.
Those reactions are not yet a stable marketplace category. They are closer to dispositions. But marketplace tastes often begin this way: as small preferences, awkward language, arguments with no resolution, contradictory behaviors, and weak signals whose
meaning is easy to lose because it has not yet become obvious.
With that, today's Design Fiction Dispatch takes that tension into the farmer's market and the produce aisle. It imagines a near-enough world where “Agentic Agriculture” and “Heritage Farming” become competing ways of talking about food, flavor, terroir, climate resilience, trust, and the intervention of matrix math, algorithms and artificial intelligence.
If read as fiction, I wrote a story about farming. But try reading it as anticipatory research because then it is a prototype for thinking about how AI provenance may become meaningful across markets long before standards, labels, or governance frameworks know what to do with it. (I added a 'things to look for' section in the notes — a bit of 'Where's Waldo?' to help you through it all and see the real value of these approaches.)
This
is the useful work of speculative prototyping: it gives formal research a translation layer into artifacts, so uncertain implications can be explored before strategy hardens around them.
It helps leadership teams see where language breaks, where consumer meaning forms, where policy questions are likely to surface, and where an organization may need to act before the trend has announced itself properly.
If
your team is trying to make sense of AI, governance, policy, product strategy, market taste, or some other unsettled condition, this is the sort of work I would like to help with: turning weak signals into tangible artifacts that make better conversations, sharper assessments, and more grounded decisions possible. Get in touch and let's see how I can help.