A SOCIAL RESEARCH STUDIO

Intelligence at work.
Time to live.

equilibri

A thesis on agent-assisted work, temporal autonomy and the ecological conditions of a life beyond productivity.

TRUDY HALL / INDEPENDENT RESEARCHRead the argument
THE POSITION

The dividend of intelligence should include a less colonized day.

Artificial intelligence can change the time required to complete a task. Whether that change produces higher quotas, shorter hours or more room for living depends on institutions, incentives and bargaining power. equilibri’s thesis is that a share of the gains should become time people can genuinely direct—toward leisure, relationships, care and meaningful work—within the same day.

This is hybrid life: deliberate alternation between human judgment, bounded agent execution and periods that belong to the person. It requires explicit limits on availability, a credible right to disengage and places where stepping away from a screen leads into a social world. Its environmental condition is equally concrete: useful computation and richer lives must be assessed against energy, materials and total consumption.

RESEARCH POSITION / SEPTEMBER 2026

An independent, critical synthesis across human–computer interaction, labor research, organizational studies and ecological economics. The contribution is a design proposition: evaluate AI-enabled work through temporal autonomy, social infrastructure and ecological sufficiency. Linked studies establish specific findings; the synthesis and proposed spatial model are Trudy Hall’s interpretation. This is a research essay and design thesis, not a report of an equilibri field trial.

01 / THE ARGUMENT

From task efficiency
to temporal autonomy.

Six propositions connect the allocation of time to the design of work, shared space and ecological responsibility. The unit of analysis is the lived day; the central question is who controls its gains.

01 / THE TIME DIVIDEND

Efficiency is a distributional question.

Output per hour is an incomplete account of technological progress. If a person can complete agreed work to the required standard with less effort, the released capacity can become additional output, reduced hours, more meaningful work or leisure within the day. The allocation is a social choice, even when it appears as a default setting.

Evidence for an intraday leisure dividend is emerging. A 2026 preprint based on a representative survey of 5,512 Korean workers reports time savings among recent generative-AI users and an increase in on-the-job leisure. The authors’ estimates rely on self-reports and do not identify a causal effect of autonomous agents. They make the possibility empirically visible without establishing its universality. Suh & Oh · preprint, 2026

The opposing dynamic is also visible. Berkeley researchers’ eight-month ethnography at one U.S. technology company found AI use accompanying broader responsibilities and work spilling into pauses. That single-site study cannot establish prevalence, but it exposes how enthusiasm and expanding capability can intensify a day. Ye & Ranganathan · research in progress, Berkeley Haas, 2026

equilibri’s position: negotiate the use of efficiency gains before they are absorbed into escalating expectations. A time dividend is an institutional outcome, not a technical side effect.

Evidence & limits / time

Observed time savings / what they establish

A randomized field experiment across 66 firms and 7,137 knowledge workers provided access to AI within familiar workplace applications. In the experiment’s second half, treated workers who used the tool spent about two fewer hours per week on email and worked less outside regular hours. The researchers did not detect changes in task quantity or composition. This supports task-specific time savings; it does not demonstrate a general transition to leisure or test a coworking model. Dillon et al. · American Economic Review: Insights, forthcoming

Intraday leisure / an emerging signal

In Suh and Oh’s survey, recent users reported a 3.8% reduction in active working time on average; the estimated workforce-wide reduction, including non-users, was 1.4%. The reported share of on-the-job leisure rose by 1.3 percentage points among users. These are survey estimates from Korea, not observed time logs or randomized treatment effects. The paper also finds uneven experiences of task fulfillment. Less active work cannot by itself establish a better job. Suh & Oh · methods and results, 2026

Work intensification / the countervailing mechanism

Berkeley’s in-progress ethnography describes task expansion, erosion of stopping points and overlapping AI workflows. Separately, an NBER working paper associates occupational AI exposure with longer workdays and less leisure in U.S. time-diary data. Exposure measures are not direct observations of a person using an agent; these findings should not be read as a universal causal estimate. Together they motivate testing workload and bargaining arrangements alongside tool capability. Jiang et al. · NBER working paper, 2025

Agent execution / time that may still require supervision

Anthropic’s February 2026 analysis reports a median Claude Code turn of roughly 45 seconds, while the extreme tail had exceeded 45 minutes. Long unattended intervals exist in some workflows; they are not typical of every task. Tool runtime is neither verified labor saved nor guaranteed leisure. Anthropic · observational product research, 2026

Institutional change / a different kind of intervention

A six-month four-day-week study followed 2,896 employees in 141 organizations, with 12 comparison companies. Reduced working time with maintained pay was associated with improved reported well-being. Organizations participated voluntarily; this was not a randomized trial. It examines deliberate work reorganization, not AI adoption. Fan et al. · Nature Human Behaviour, 2025

Human–AI performance / the quality constraint

A meta-analysis of 106 experiments found that human–AI combinations improved on humans alone on average but underperformed the better of the human or AI alone. Results varied by task. Any time dividend must account for review, correction and coordination, measured at an agreed quality threshold. Vaccaro et al. · Nature Human Behaviour, 2024

02 / AGENCY

Autonomy must survive delegation.

Delegating execution does not settle who defines the objective, evaluates the result or owns the interval released. Temporal autonomy means having substantive influence over the pace, sequence and boundaries of one’s day. A flexible schedule offers little freedom when every saved minute becomes evidence of spare capacity.

Self-determination theory locates autonomy alongside competence and relatedness as conditions of motivation and well-being. For agent-assisted work, that suggests preserving the skills and discretion needed to question a system, refuse a delegation and remain accountable for consequential decisions. Ryan & Deci · American Psychologist, 2000

The cultural obstacle is substantial. Bellezza, Paharia and Keinan’s experiments show how busyness can signal competence and status in American settings, with different patterns across cultural contexts. This is evidence about status attribution, not a universal description of Americans or Europeans. It nevertheless identifies a mechanism by which visible exhaustion can become professionally legible while free time becomes suspect. Bellezza et al. · Journal of Consumer Research, 2017

The design implication: assess agreed contributions and their quality without treating continuous activity as a proxy for commitment. People need influence over both delegation and the disposition of time it releases.

Evidence & limits / autonomy

Stanford · whose work is being redesigned?

Stanford’s SALT Lab and Digital Economy Lab built WORKBank from 1,500 workers across 104 U.S. occupations, alongside expert assessments of AI capability. The study maps what workers want delegated against what agents can do, finding varied preferences for human involvement. Capability and consent are different questions. This is a survey-based preprint, revised in 2026, rather than a trial of workplace outcomes. Shao et al. · WORKBank, 2025–2026

King’s College London · choice matters alongside location

Surveys and interviews with UK hybrid workers examined return-to-office policies, work-location choice and well-being. Unclear or inconsistently applied policies could undermine the experience of choice even when employees retained flexibility. Office time itself was not linked to better well-being. These findings concern employee experience, not a randomized comparison of offices and coworking spaces. Clinton et al. · Human Resource Management, 2026

Further evidence

A 2025 study of 16,422 university-educated, full-time workers across 40 countries found that home working had broadly stabilized after its earlier decline. The pattern varied considerably by region. Aksoy et al. · PNAS, 2025

At Trip.com in China, a randomized trial gave some employees two home-working days a week. Across 1,612 participants, that hybrid arrangement cut resignations by a third without detectable harm to performance. Bloom et al. · Nature, 2024

The international survey describes graduate employees, not the entire global workforce. The Trip.com trial tested a specific hybrid schedule at one company; it did not test coworking spaces.

03 / SOCIAL INFRASTRUCTURE

A shared world beyond the interface.

Individual time savings have limited social value if everyone becomes more isolated. A neighborhood workspace can provide social infrastructure: recurring, low-pressure opportunities for contact across professions and affiliations. Its significance lies in the continuity of relationships, not simply the density of desks.

Research on scientific collaboration, creative ideation and weak ties suggests that different forms of contact support different kinds of exchange. Physical proximity may help some conceptual work; digital networks can extend opportunity beyond a local circle. Neither mechanism justifies compulsory office attendance. The relevant design question is which encounters a place makes possible, and at what cost to concentration, accessibility and choice.

Leisure belongs in this account as a form of participation in a shared world: a conversation without an agenda, a meal that continues, a piece of music made with someone nearby. Its value need not be redeemed as networking or innovation.

equilibri proposes a porous relationship between focused work and civic life, with libraries, streets, gardens and shared tables forming part of the working day’s geography.

Evidence & limits / encounter

Oxford · connection and invention are different achievements

Research co-authored by Oxford’s Carl Benedikt Frey analyzed 20 million papers and four million patent applications. Geographically dispersed teams were less likely to produce disruptive work; their collaboration was more concentrated in technical tasks than in developing concepts together. The analysis is observational and uses historical scientific and patent records. It supports examining the conditions for shared thinking, rather than treating proximity as a universal advantage. Lin, Frey & Wu · Nature, 2023

Further evidence

A video call can carry a conversation. Can it carry the same kind of invention? In laboratory and field experiments, pairs on video generated fewer creative ideas than pairs meeting in person. When it came to choosing an idea, that disadvantage was absent. The interesting distinction is between opening up possibilities and narrowing them down. Brucks & Levav · Nature, 2022

Then there is the person you barely know. Large randomized LinkedIn experiments found that weaker connections could improve job mobility, with limits and differences by industry. Opportunity can arrive from outside the usual circle—including through a digital connection. Rajkumar et al. · Science, 2022

Referrals can convey what a CV leaves out. Three field experiments in an online labor market found that referrals carried information about performance and persistence beyond workers’ observable characteristics. Referred workers also performed particularly well alongside their referrers. This supports the value of informed recommendations, though it does not measure a coworking advantage. Pallais & Sands · Journal of Political Economy, 2016

The design invitation is simple: leave room for introductions and unfinished ideas, while keeping remote participation available. This is the studio’s translation of the findings; these studies did not test a work playground.

04 / ATTENTION

Leisure needs a boundary.

An interval spent monitoring an agent is still work. So is the anticipation of an alert that could demand an immediate response. A credible hybrid day therefore requires bounded availability: defined review points, escalation conditions and time during which a person is neither producing nor standing by.

Short-break research finds modest benefits for vigor and fatigue without a significant overall performance gain. That distinction matters. Recovery can be valuable even where no increase in output is demonstrated. equilibri extends the argument normatively: leisure also deserves protection when it serves pleasure, curiosity or no instrumental purpose at all. Albulescu et al. · PLOS ONE, 2022

Alternation should happen in coherent intervals, chosen around the task and the person. A day fragmented into constant prompting, checking and switching merely relocates managerial pressure into the interface. Agent latency alone cannot determine the rhythm of a human life.

The aim is discretionary time with a dependable boundary. Rest should remain available when a tool fails, when a task resists automation, or when there is no agent running.

Evidence & limits / attention

MIT Media Lab · the story around a tool changes its use

Researchers at MIT Media Lab and Arizona State University varied how a chatbot’s motives were described before people used it. Those introductions changed perceived empathy, trustworthiness and effectiveness, as well as the interaction. The experiment involved a mental-health companion scenario, not a workplace deployment. Its workplace relevance is a design inference: calling a system an expert or a teammate can shape expectations before anyone checks its output. Pataranutaporn et al. · Nature Machine Intelligence, 2023

Further evidence

A review combining results across studies found that short breaks helped people feel more energetic and less fatigued, with small average effects. Overall performance did not improve significantly. Feeling less depleted is already a worthwhile result. Albulescu et al. · PLOS ONE, 2022

Another experiment changed one surprisingly specific thing for two weeks: access to mobile internet on a smartphone. Calls, texts and internet on other devices remained available. Sustained attention and self-reported well-being improved. The intervention left people reachable while interrupting the pocket-sized route online. Castelo et al. · PNAS Nexus, 2025

The phone intervention was temporary and adherence was a limitation. It was not a workplace trial and does not establish the effects of a short phone-free lunch. It supports examining intentional breaks from constant connectivity.

05 / DISTRIBUTION

A time dividend has to be shared.

The ability to step away from knowledge work rests on other people’s labor: hosting, cleaning, maintenance, care and the infrastructures that keep a place usable. A model of leisure becomes incoherent if it transfers urgency or precarity to those workers.

Access therefore belongs inside the thesis. Affordable participation, paid hosting, accessible space and predictable workloads are constitutive conditions. The same principle reaches beyond coworking: workers whose tasks cannot be delegated should share in organizational gains through negotiated improvements in pay, staffing or time.

Coworking studies identify meaningfulness, discretion and community as possible sources of value, alongside acoustic, privacy and ergonomic problems. A membership does not confer control over an employer’s demands. The spatial proposition depends on agreements about work as much as it depends on architecture.

The practical test is distributive: whose day becomes more livable, whose becomes more demanding, and who is excluded from the arrangement?

Evidence & limits / belonging

Michigan Ross · coworking is already a social arrangement

Research with several hundred members of U.S. coworking communities identified meaningful work, job control and community as explanations for reported thriving. Members valued both opportunities to connect and the option to work privately. This was not randomized assignment, so self-selection matters. It nevertheless documents a model already in use: independent work supported by a recurring community, rather than everyone sharing an employer. Spreitzer, Garrett & Bacevice · university research summary, 2016

Oxford Internet Institute · the workplace includes its rules

Fairwork’s AI for Fair Work report offers ten principles developed through consultation. It treats AI as a workplace governance issue, bringing working conditions into a discussion often centered on technical performance. This is a normative framework, not an experiment. For a shared workspace, the implication is to specify how tools, data and accountability will be handled alongside the physical design. Oxford Fairwork · AI for Fair Work

Further evidence

Put people in one room and plenty can happen. So can noise. A review of eleven studies found potential coworking benefits for networking, collaboration and productivity, alongside problems with privacy, ergonomics and sound. The room needs care as well as occupants. Kinsman et al. · Work, 2024

A separate review connects the quality of working life to the host, the culture, the services and the physical setting. In other words, the person making an introduction matters alongside the chair you sit in. Ciccarelli · CIDADES, 2023

These reviews bring together varied, often small observational and qualitative studies. The eleven-study review searched literature in 2020 and first appeared online in 2023. It offers useful design lessons, not proof that every coworking model improves health or employment.

06 / ECOLOGICAL SUFFICIENCY

A lighter day still has a material footprint.

Agent-assisted work connects an apparently weightless interface to electricity systems, hardware and buildings. A garden beside a workspace does not settle the environmental account. The relevant boundary includes computation, fit-out, travel and the consumption enabled by both higher incomes and additional free time.

The IEA reports that global data-centre electricity demand grew 17% in 2025, while electricity use per AI task was declining. These observations illustrate why efficiency at the task level can coexist with increasing aggregate demand. The figures cover data centres and should not be treated as the footprint of AI alone. IEA · Key Questions on Energy and AI, 2026

Ecological sufficiency asks which services support a good life and how they can be provided within material limits. The IPCC’s demand-side assessment places well-being and service provision within mitigation, rather than assuming ever-greater resource throughput is the objective. For equilibri, that informs a preference for adaptive reuse, shared facilities, nearby leisure and computation proportionate to a task. These are design choices to evaluate, not a demonstrated carbon saving. IPCC · AR6 Working Group III, Chapter 5, 2022

The proposition joins time and ecology without conflating them: a more autonomous day is a social gain; a lower-impact day requires its own evidence.

Evidence & limits / ecology

Time use / rebound matters

Research using Swedish household consumption and time-use data models how shorter working hours could affect energy use and emissions. Its results depend on income changes and the activities that replace work. Those assumptions cannot be transferred directly to an AI-enabled arrangement that maintains pay. Additional leisure might support walking, reading or shared meals; it might also support more travel and consumption. Nässén & Larsson · Environment and Planning C, 2015

Assessment / compare whole arrangements

Compare the proposed day with a defined baseline: travel to the workspace, the life of its fit-out, building energy, and the incremental digital services used. Track absolute demand alongside efficiency per task. Where cloud providers do not disclose enough data, report that uncertainty. No environmental benefit should be inferred from an attractive material palette or from fewer human work hours alone.

02 / THE ATLAS

The future of work
has local roots.

Work travels through networks. A working life still takes place somewhere—with a commute, a climate, a cost of living and people to encounter along the way.

A comparative reading of places, rather than a league table of workplace cultures. The inquiry is situated in Trudy Hall’s experience of living in Lower Manhattan, San Francisco and Europe. These locations frame the questions; they do not constitute a comparative field study. The references below examine how urban form, institutions and shared spaces can support a working life beyond the interface.

EUROPE / THE CONDITIONS OF CHOICE

Freedom depends on what surrounds it.

A laptop can make work portable. Transport, care, housing and access to a nearby place to work shape how useful that freedom becomes. Europe’s COST network on new working spaces examined coworking, inclusion and peripheral regions, widening the conversation beyond major cities. COST · CA18214

Eurofound places autonomy, ergonomics and social dialogue within the design of hybrid work. Its reporting also identifies a gap between demand for flexibility and the remote opportunities available. Eurofound · hybrid work, 2025 European trends · 2025

The lesson for equilibri is to treat accessibility, location and membership cost as part of the concept from the beginning.

SAN FRANCISCO / BAY AREA / THE PACE OF INVENTION

Fast tools still need a human setting.

San Francisco offers a close view of technological invention. The wider region’s Silicon Valley Index documents concentrated AI investment alongside housing and income pressures. A productive economy and a livable working day are related ambitions; one does not secure the other. City of San Francisco Silicon Valley Index · 2026

The Commons places recurring gatherings and member-led events alongside coworking. In its account, people share a setting for intellectual and social life as well as a place to get work done. The Commons · operator source

The lesson for equilibri is to make thoughtful company part of the everyday offer, with enough continuity for a conversation to become a relationship.

MANY RHYTHMS OF WORK

A useful model has to adapt. The 2025 Global Survey of Working Arrangements found substantial regional differences, with more home working in English-speaking countries and less in East Asia. The survey concerns university-educated employees; it does not describe every worker or occupation. A shared workspace should respond to local routines rather than assume a single global working day. Global Survey of Working Arrangements · 2025

THREE SPATIAL IDEAS

A change of setting, within the day.

LISBON / PORTUGAL

Bring the garden inside.

Second Home Mercado makes plants and natural light central to its workspace. For equilibri, the invitation is to design around living greenery from the outset.

Second Home
ULUWATU / INDONESIA

Make stepping outside easy.

BWork combines workspaces and meeting rooms with a garden and outdoor lounges. The idea to carry forward is a simple transition between concentration and a different pace.

BWork
CAPE TOWN / SOUTH AFRICA

Give the in-between a purpose.

Workshop17’s Kloof Street precinct connects buildings through a courtyard and offers a terrace. Shared outdoor areas suggest another setting for the conversation that continues after a meeting.

Workshop17

Operator descriptions inform these design readings; they are not measured outcomes or a record of personal visits.

03 / THE PRINCIPLES

A protocol for
the hybrid day.

Agent assistance becomes a different way of living only when its time arrangements are explicit. These are proposed operating principles, to be tested with the people whose days they shape.

Define enough.

Agree scope, quality and deadlines before delegation. Negotiate how verified savings are shared. Completion should have a recognizable boundary.

Bound the agent.

Specify permissions, a review point and conditions that require human involvement. Use unattended execution only where the task permits it.

Protect the interval.

Allow genuinely off-task time without an expectation of instant response. Retain ordinary breaks independently of any automation benefit.

Account for the whole.

Include review labor, displaced work and resource demand. A better day should not be financed through somebody else’s intensified one.

ONE DAY / AN ILLUSTRATIVE RHYTHM

Work and leisure, with room between them.

These are possible phases, not a prescribed timetable. A hybrid day combines protected leisure with useful work; it does not make leisure contingent on waiting for a machine.

  1. Frame & delegateSet the question, gather context and assign a bounded task.
  2. Step into lifeRead, walk, make music or share a meal during an agreed interval.
  3. Return & judgeReview evidence and quality; correct or reject the result.
  4. Finish & releaseComplete the agreed work and leave the remaining time open.

The architecture needs to respect these choices. In two workplace studies, removing spatial boundaries reduced face-to-face interaction. An open floor plan alone is no recipe for connection. Bernstein & Turban · 2018

A membership should offer useful facilities and human hospitality. It should also fit into a wider neighborhood of libraries, parks and public places where belonging does not depend on buying a desk.

04 / THE SPATIAL PROPOSITION

equilibri, as a place.

A neighborhood work playground as a testable expression of the thesis: a place for agent-assisted knowledge work, shared life and low-consumption leisure. Its value would depend on the combination of spatial design, governance and affordable access.

THE SPACE

Less clutter. More possibility.

Adapt an existing building near public transport, with daylight and step-free access. A quiet laptop room would provide ergonomic desks, task lighting, power and reliable internet; enclosed rooms would contain calls and meetings.

A shared kitchen table, reading corner and bean bags would offer a change of pace. Generous planting and carefully chosen furniture would give the interior its character, with a shaded, accessible patio for lunch, conversation or optional outdoor work.

THE DAILY EXPERIENCE

A host, not a social obligation.

A paid host would protect quiet hours and offer introductions, shared lunches and occasional learning sessions. Optional peer sessions could compare AI-assisted work, discuss errors and practice verification using non-confidential examples. Participation would stay voluntary. Projects emerging through the community would have clear scope and payment; membership would carry no hiring guarantee.

Personal productivity would stay private. Research participation would require separate consent, with findings reported in aggregate. Member data and attention would never be products for sale.

MATERIALS / USE LESS, KEEP LONGER

Concrete

Retain and repair existing slabs where practical. Avoid a new pour for appearance alone; compare environmental declarations for essential new material.

Plywood

Plywood walls, desks, shelving and shared tables would give the interior a warm, coherent character. Use reclaimed or verified FSC-certified panels, low-emitting finishes and removable fixings so walls and furniture can be repaired or reconfigured.

Cork

Specify replaceable flooring and pinboards where suitable. Check binders, emissions and durability; design acoustic control separately.

Reclaimed timber

Give sound salvaged wood another life as tables, shelving or benches. Inspect its condition and previous treatments, and use repairable joints so it can be adapted again.

Hemp

Hemp-based acoustic panels would soften sound around shared work areas, adding texture alongside the plywood. Select products with disclosed binders, tested acoustic and fire performance, and a clear plan for reuse or disposal.

Salvaged brick

Reuse suitable local brick for patio paving or landscape edges. Check durability, drainage and an even, accessible surface; let the available material shape the design.

Reuse comes first. Carbon claims would require a whole-fit-out assessment, including transport and replacement. EPA · material reuse EPA · salvage and reuse SAPPA · hemp acoustic panels EPA · embodied carbon FSC · certified products EPA · indoor air

MEMBERSHIP & REVENUE

A place in your working rhythm.

Flexible and dedicated-desk memberships would fund everyday hosting and community activities. Day passes, team packages and meeting-room bookings would fit around capacity. Reduced-rate places would need a defined revenue allocation or committed partner funding.

Prices and access rules would be transparent, with membership based on a shared code of conduct.

COSTS & VIABILITY

A foundation for the long term.

Startup costs would include the deposit, surveys, essential fit-out, furniture and contingency. Running costs would cover rent, hosting, cleaning, utilities, insurance, maintenance and reserves—including plant care and patio upkeep.

Recurring membership contribution, plus conservative room and day-pass contribution, must cover fixed costs. Contribution means revenue after direct service costs; startup recovery and cash runway need separate planning.

Test the model before taking a lease

Demand and daily life.

Run a consent-based pilot in an existing venue. Establish a baseline, then assess whether bounded delegation and protected leisure increase discretionary time while maintaining agreed work quality. Record prompting, review, correction and coordination time; distinguish active work, on-call waiting and genuinely off-task intervals. Attendance and willingness to pay address viability, not the thesis itself.

Proceed only with demonstrated demand, adequate reserves and a workable lease. Complete local access, safety and fit-out reviews; select plants for actual light and climate, with clear routes, drainage and ongoing care.

Opportunity and impact.

Predefine measures of perceived time control, fatigue, work quality, social connection and access. Include hosts and support workers as participants in the evaluation. Use a comparison group where feasible and report selection effects, attrition and differences across occupations. Treat interviews as evidence of experience rather than proof of causal impact.

Assess travel, building energy, material reuse and incremental computation against a defined baseline. The proposition would need revision if leisure shrinks, review costs erase the gain, or burdens shift to other workers. Keep research participation separate from membership, minimize data collection and publish aggregate findings, including null and adverse results.

A research and design proposition. No venue opening, pilot results or validated financial forecast are claimed.