The science

Why Osmia works

A woman reaches up into a sunlit room hung with pressed flowers, handwritten pages and photographs.

Osmia is built on a fundamentally optimistic view of human beings: that we are far more changeable than we often experience ourselves to be. The things we repeatedly pay attention to become easier to notice. The ways we interpret events influence how those events affect us. Intentions can change behaviour, reflection can turn experience into learning, and practices repeated over time can become part of the way we move through the world. Our emotional life is shaped by the body as much as by thought, and our sense of who we are continues to change as new experience is integrated.

These ideas come from different areas of psychology, neuroscience and behavioural science, but they point in a remarkably similar direction. Human experience is not simply something that happens to us. We participate in shaping it, often through processes so ordinary that we barely notice them: what we expect, what we focus on, what we repeat, how we interpret what happens, and whether we ever stop long enough to look back at it.

Osmia brings those mechanisms together in a daily practice, then uses personal AI to carry the context across time. Direction gives the larger orientation. Intention brings that orientation into the day ahead. Reflection lets experience answer back. Chat supports the moments that happen in between, while Atlas and Patterns make it possible to look across a much longer stretch of life. The individual mechanisms are well studied. Osmia is our attempt to make them work together as one living system.

The program can be rewritten

Much of everyday life happens automatically. We develop habits, expectations and familiar ways of interpreting the world, and once they have been repeated enough they require very little deliberate effort to keep running. One useful way of describing this comes from Kahneman’s distinction between fast, automatic cognition and the slower kind of thinking we use when we deliberately direct attention or make a considered choice. The model is a simplification, but the underlying point matters: deliberate attention is limited, while learned responses can run with very little effort.

That asymmetry explains part of the power of repetition. A behaviour that initially requires conscious effort can, through stable repetition, become increasingly automatic. Lally and colleagues showed this in their work on habit formation, while Wood and Neal describe habits as responses that become tied to recurring contexts rather than requiring a fresh decision each time. The same principle can work in either direction. We can inherit patterns from our environment, or we can deliberately practise patterns we actually want to become more available to us.

This is one of the foundational ideas behind Osmia. We do not need conscious control over every second of the day. We need ways of repeatedly bringing the things that matter to us back into contact with ordinary life, until they become easier to access there. A few minutes of deliberate orientation every day can matter precisely because the rest of the day is so often automatic.

The prospective mind

Psychology spent a long time explaining people primarily through their past. More recent work has paid much greater attention to something we are doing constantly: imagining, anticipating and organising ourselves around possible futures. In Homo Prospectus, Seligman, Railton, Baumeister and Sripada describe prospection as a central function of the mind. We do not merely respond to what has already happened; we are continually representing what might happen next and allowing those expectations to organise behaviour in the present.

That makes orientation important. The future we hold in mind influences which possibilities feel relevant now, what we prepare ourselves for, what we recognise as progress and how we interpret difficulty along the way. Osmia works with this through three connected movements. Direction holds the longer perspective. Intention asks how some part of that perspective should meet today. Reflection returns to what actually happened and lets experience modify the picture.

The relationship between them matters more than any one of them by itself. Direction without contact with reality can become fantasy. A day without any larger direction can be pulled entirely by whatever happens to demand attention first. Reflection closes the loop by allowing the life that was actually lived to influence what comes next. That movement from orientation to experience and back again is at the centre of Osmia.

Direction

Direction describes who you are trying to become more fully and what kind of life you want to move toward. It has no score and no finish line because its role is to orient rather than to measure.

Several bodies of research help explain why this form of orientation can be powerful. Self-determination theory has repeatedly distinguished between goals connected to intrinsic needs such as growth, relationship and meaningful participation in life, and goals organised primarily around external approval, status or reward. Identity-based motivation research shows that behaviour becomes easier to sustain when it feels connected to the kind of person we understand ourselves to be. Values-affirmation research finds that reconnecting people with personally important values can influence how they respond to challenge, while work on the best-possible-self exercise suggests that deliberately articulating a positive possible future can affect optimism and wellbeing.

Osmia brings those ideas into a single question: rather than deciding only what you want to achieve, what direction do you want your life to take? Once articulated, that Direction becomes part of the context surrounding the rest of the practice. It is available when an intention is chosen, when a difficult moment is explored, and when the longer patterns of a life begin to emerge.

There is another reason we prefer an orientation to a rigid destination. Human lives change. Opportunities appear that could not have been predicted, values deepen, and sometimes the route we imagined turns out to be the wrong one even though the underlying direction still matters. Research on psychological flexibility and goal disengagement supports the ability to adjust behaviour and let go of forms that are no longer working while preserving what remains meaningful underneath them. The image we have always liked is the surfer: direction matters, but so does the ability to read the wave that is actually underneath you.

Intention

Every morning Osmia asks a simple question: how do you want to meet the day?

An intention can be concrete, but it does not have to become a task. It might be to speak honestly in a conversation, stay curious when something becomes uncomfortable, give full attention to the person in front of you, or remember to enjoy a day that would otherwise disappear into logistics. What matters is that something is consciously chosen before the day has fully begun deciding what will receive your attention.

There is substantial research behind the relationship between intention, attention and behaviour. Work on implementation intentions shows that intended behaviour becomes more likely when it is connected to a particular context. Research on attentional selection shows that goals and expectations influence what becomes salient. Gross’s work on emotion regulation places early attentional and interpretive processes before later attempts to suppress an emotional response once it is already fully underway. Mindset research has shown that the way an experience is interpreted can influence both behaviour and physiological response.

Osmia places intention at the beginning of the day because that is where it has the largest field to work across. It creates a lens before the situations that will test it have arrived. The evening reflection then makes it possible to ask what actually happened: whether the intention stayed present, disappeared immediately, changed the way something was experienced, or turned out not to fit the day at all.

Over time, this becomes less about having a “good” day and more about learning how your own attention works.

Reflection

Experience alone does not always become learning. We can live through the same kind of situation many times without ever examining what was happening inside it. Reflection interrupts that repetition by asking us to put experience into words.

The evidence for reflective writing comes from several directions. Di Stefano and colleagues found that people who spent a short period reflecting on what they had learned subsequently performed better than those who simply continued practising. Expressive-writing research has repeatedly found psychological benefits from articulating difficult experience, while affect-labelling studies show that putting emotional states into words changes the neural response associated with them. Research on emotional granularity points in the same direction: the more precisely we can distinguish what we are feeling, the more options we have for responding to it.

Osmia’s evening reflection brings the morning intention back into view and asks what the day actually held. The person writes the answer. Over one evening, that may simply clarify something that felt vague. Across a month, the reflections create a record that memory alone would never preserve with the same detail. Across years, they become part of the material from which much larger patterns can be seen.

This is where reflection begins to connect to narrative. Human beings continuously construct meaning from what has happened to us, and those stories influence how we understand both the past and what seems possible next. Osmia keeps the original words close, so the story can continue changing as the person does.

Osmia Chat

Life does not wait for the evening reflection. Things happen in the middle of the day: an argument, a decision, a sudden fear, a question that will not leave, or simply a moment where another perspective would help.

Osmia Chat is built for those moments. The science underneath it comes from several traditions rather than one method. Cognitive reappraisal shows that changing the interpretation of a situation can change its emotional effect. Self-distancing research shows that stepping outside an immersed first-person perspective can reduce rumination and make broader patterns easier to see. At the same time, emotion regulation is deeply embodied. Slow breathing can influence autonomic state, movement has substantial effects across mental and physical health, time in nature affects stress and rumination, and interoception research shows how closely emotional experience is connected to the brain’s representation of bodily state.

Those routes are useful in different moments. Sometimes the person has enough space to see the situation differently. Sometimes the most useful thing is much simpler: breathe, move, orient to the room, walk outside, rest, or do something that changes the physical state before trying to solve anything.

This is one of the places where AI becomes interesting. Osmia can hold the person’s Direction, recent reflections, practices that have helped before, relevant parts of their history and the immediate words they are using now, then bring those different forms of context together in one response. The important capability is discernment: understanding whether this is a moment for perspective, a practical answer, a question, a practice, or simply space to articulate what is happening.

As the product develops, that discernment can become increasingly personal. The same practice does not help everyone, and the same person may need something entirely different six months later. A personal intelligence has the possibility of learning that difference from the life actually being lived.

Patterns

A difficult week can feel like a difficult life. A good week can make us believe something has finally changed forever. Memory is meaningful, but it is also heavily influenced by what is recent, emotionally intense and easy to retrieve.

A longitudinal record gives us another perspective. Patterns looks across what a person has actually written over time and searches for recurrence, change, contrast and exceptions. A theme that appears once is different from one that returns across six months. A belief that feels permanent now may look different beside a period in which the opposite was true. Something important may also be happening precisely because it has stopped appearing.

A person stands in a dark hall crossed by thousands of glowing threads and sparks, other people far off in the distance.

This builds on the same reflective and narrative research underlying the evening practice, but extends it across time. The value is not only identifying repetition. It is seeing movement. Which concerns remain? Which have changed shape? What tends to happen together? What preceded a shift? When was the apparent pattern absent, and what was different then?

That longer perspective is one of the places where personal AI can do something genuinely new. Human beings have always reflected on their lives. What we have rarely had is an intelligence able to remain alongside a record for years and continuously bring distant parts of it back into relation with the present.

The body, other people and the world outside the app

Osmia would be incomplete if understanding life became another reason to remain inside a screen. The evidence for wellbeing keeps returning to things that are fundamentally lived: relationships, movement, sleep, meaningful activity, time in nature, creative expression, shared meals, contemplative practices and forms of physical regulation such as breathwork.

Social connection in particular is difficult to overstate. Large-scale research has repeatedly linked strong social relationships with both wellbeing and physical health. Movement has substantial effects across mental and physical health. Nature can reduce rumination. Breath practices can influence physiological arousal. Yoga, meditation, music, creative activity and shared ritual each have their own evidence bases and long histories of being used because people found something valuable in them long before researchers began measuring the effects.

This is why the larger Osmia project extends into Experiences, trips, teaching and eventually physical spaces. The technology can help us remember what matters, recognise what supports us and carry context across time. The life itself still happens in bodies, places and relationships.

Where AI is going

The first generation of Osmia is arriving at the beginning of a much larger change in what personal intelligence can become. Model context is growing, memory is improving, reasoning across large bodies of information is becoming more capable, voice interaction is becoming natural, and multimodal systems are beginning to work across forms of information that used to remain separate.

Every one of those developments expands what Osmia can do. Longer memory means Patterns can eventually work across years rather than months. Better reasoning means more subtle relationships can be found across a much larger personal history. Voice allows context to be shared in moments where typing makes no sense. Wearables can eventually add another layer to that picture by bringing sleep, recovery, movement and physiological state into relation with the person’s own account of what is happening.

The result is a very different idea of personal technology. Instead of every interaction beginning almost from zero, an intelligence can gradually accumulate the context of a life. It can know what mattered a year ago, what changed, what has helped repeatedly and where the person now sees things differently. The more capable the underlying models become, the more of that context can be held together at once.

Osmia is being built for that trajectory.

Being in a world of increasingly capable machines

There is also a larger reason we care about this now.

As machines become better at the forms of cognition around which modern life has organised so much status and identity, questions about what makes a life meaningful become harder to postpone. Intelligence, productivity and output will not disappear, but they will occupy a different place in a world where machines can perform an increasing share of cognitive work.

Psychological research has never suggested that wellbeing depends primarily on outperforming other people. The strongest traditions in wellbeing research consistently return to relationships, autonomy, purpose, growth, engagement and the quality of experience itself. Flow research describes states in which absorption matters more than self-conscious evaluation. Self-determination theory places autonomy, competence and relatedness at the centre of healthy motivation. Research on presence repeatedly finds that our experience of life depends profoundly on whether attention is actually there for it.

We think increasingly capable AI makes these questions more important rather than less. The technology can take on more of the thinking, remembering, organising and synthesising. That gives us an extraordinary opportunity to use machine intelligence in service of the parts of life that still have to be lived by a person: choosing what matters, experiencing, relating, creating meaning, being present and changing through what happens.

That is the larger direction behind Osmia. The machines will think. Let them. Our work is to build technology that uses that intelligence to make us more available to our own lives.

Built on a large body of work

Osmia sits at the meeting point of research on attention, prospective cognition, intrinsic motivation, identity, implementation intentions, habit formation, reflection, expressive writing, emotional granularity, cognitive reappraisal, psychological flexibility, embodiment, interoception, movement, breath, social connection, narrative and neuroplasticity.

Those fields did not develop as a blueprint for Osmia. We have brought them together because they describe different parts of the same process we are interested in: how human beings orient themselves, experience a life, learn from it and continue changing.

The reference library below contains the studies and books that have most directly shaped the product. The list will keep growing as Osmia does.

References→
Explore research
Automaticity, habit and prospection

Two kinds of thinking

Useful finding
Kahneman’s review of the judgment research distinguishes effortless, highly accessible intuitive thought from deliberate reasoning, and explains many characteristic errors by what comes to mind easily. The same distinction is set out at book length in Thinking, Fast and Slow (2011).
Why it matters here
Much of a day runs on the fast, accessible kind. A few minutes of deliberate orientation is a use of the slower kind where it can reach the most.
Scope
A dual-process account is a simplification, as the essay says; the research concerns judgment and choice, not a rule that deliberate attention is always better or that it can be sustained all day.
Source
Kahneman, 2003
Consultation
Consulted through its PubMed abstract and Crossref record.

Habits are tied to contexts

Useful finding
Wood and Neal’s model describes habits as responses learned gradually from associations with the contexts in which they were performed; once formed, perceiving the context triggers the response without a mediating goal, and goals steer habits mainly by shaping which contexts and responses are repeated. Lally and colleagues’ everyday habit-formation study stands under Intention, writing and reflection.
Why it matters here
Repetition in a stable context is how a chosen practice can become available without a fresh decision each time - and how inherited patterns got there too.
Scope
A theoretical model with supporting evidence, not a habit timetable; habit strength accrues slowly and is not the same as understanding or well-being.
Source
Wood & Neal, 2007
Consultation
Consulted through its PubMed abstract and Crossref record.

The prospective mind

Useful finding
Seligman, Railton, Baumeister and Sripada argue that prospection - the representation and evaluation of possible futures - is a ubiquitous feature of the mind, and that action is guided by present representations of possible future states rather than driven only by the past. Homo Prospectus (2016) develops the argument at book length.
Why it matters here
The future a person holds in mind shapes what feels relevant now. Direction, Intention and Reflection work on that representation and let experience revise it.
Scope
A theoretical and integrative argument, with a published exchange of comments; it does not measure the effect of any particular orientation practice.
Source
Seligman et al., 2013 Seligman et al., Homo Prospectus, 2016
Consultation
The article consulted through its Crossref abstract; the book through its publisher record.
Direction: motivation, identity, values and flexibility

Intrinsic needs, and the goals that serve them

Useful finding
Self-determination theory’s research programme, reviewed by Ryan and Deci, identifies three psychological needs - competence, autonomy and relatedness - whose satisfaction is associated with self-motivation and well-being, and distinguishes intrinsic from externally regulated motivation.
Why it matters here
A Direction connected to growth, relationship and meaningful participation draws on a different kind of motivation than approval or reward. The same theory grounds the essay’s later point about what well-being research keeps returning to.
Scope
A theoretical review of a large literature; need satisfaction is measured in many ways and the theory does not prescribe any one goal.
Source
Ryan & Deci, 2000
Consultation
Consulted through its PubMed abstract.

Behaviour that fits who we take ourselves to be

Useful finding
Oyserman’s identity-based motivation model holds that choices are often identity-based even when the link is not explicit: identities carry readiness to act and to use congruent procedures, are sensitive to situational cues, and are constructed in the context in which they are cued.
Why it matters here
Behaviour is easier to sustain when it feels like an expression of the kind of person one understands oneself to be. Direction asks about that person, not only about outcomes.
Scope
A theoretical model illustrated with consumer-behaviour studies; identity cues can work against a chosen direction as easily as for it.
Source
Oyserman, 2009
Consultation
Consulted through its Crossref abstract.

Values, and a best possible self

Useful finding
Cohen and Sherman’s review finds that brief self-affirmation interventions, typically writing about core personal values, can curb defensive responses to threat and improve education, health and relationship outcomes, sometimes with lasting effects. King’s experiment found that writing about a best possible future self for four days was less upsetting than writing about trauma and was followed by higher subjective well-being, with fewer illness visits months later.
Why it matters here
Reconnecting with what matters can change how a challenge is met, and articulating a positive possible future can affect optimism. Direction is that articulation, kept close.
Scope
Affirmation effects depend on timing and context and are not uniform; the best-possible-self result is one study of 81 students with a short writing task.
Source
Cohen & Sherman, 2014 King, 2001
Consultation
The review consulted through its PubMed abstract; the experiment through its Crossref abstract.

Adjusting the route

Useful finding
Kashdan and Rottenberg review evidence that psychological flexibility - adapting to changing situational demands and shifting or persisting in behaviour in the service of values - is a fundamental aspect of health. Wrosch and colleagues found, across three samples, that the ability to disengage from unattainable goals and reengage in alternatives was associated with higher subjective well-being.
Why it matters here
An orientation can be kept while a form that no longer works is let go. That is the surfer’s skill the essay describes.
Scope
Mostly correlational and self-report findings; they do not say which goals should be abandoned, only that the capacity to do so matters.
Source
Kashdan & Rottenberg, 2010 Wrosch et al., 2003
Consultation
The review consulted through its PubMed abstract; the studies through their Crossref abstract.
Intention, writing and reflection

An orientation can become action

Useful finding
Personally meaningful goals were associated with more sustained effort in longitudinal research. Laboratory studies show that a task can influence what captures attention. A synthesis of situation–action planning studies found improved goal attainment.
Why it matters here
Direction and Intention give the practice an orientation. The research offers different reasons to take choosing seriously: meaning, attention and a concrete plan each contribute something distinct.
Scope
The studies test different processes. A broad intention such as curiosity is different from the specific situation–action plans examined in implementation-intention research.
Source
Sheldon & Elliot, 1999 Folk, Remington & Johnston, 1992 Gollwitzer & Sheeran, 2006
Consultation
Consulted through publisher and PubMed abstracts and records.

Writing and returning with perspective

Useful finding
A preliminary trial of structured positive-affect journaling found benefits on selected distress measures. Experiments comparing reflective perspectives found less depressed affect with distanced analysis than immersed analysis.
Why it matters here
Writing gives an experience a revisitable form; how we then consider it can matter. Journaling and Reflection make room for both expression and reconsideration.
Scope
These findings concern particular prompts, populations and reflective instructions. They do not apply equally to all writing or show that a later reading is more factually accurate.
Source
Smyth et al., 2018 Kross & Ayduk, 2008
Consultation
Consulted through published abstracts.

Writing studied more widely, and putting feelings into words

Useful finding
A synthesis of journaling trials in mental-health settings suggests benefits in some settings, with substantial variation between methods and outcomes. Affect-labelling research examines how naming a feeling changes emotional processing.
Why it matters here
The wider evidence keeps the writing claim honest: putting experience into words is a studied practice, in more than one form.
Scope
Findings and methods vary substantially, so no single writing practice is validated for everyone; the neural affect-labelling result is not a promise of clinical benefit.
Source
Sohal et al., 2022 Lieberman et al., 2007
Consultation
The affect-labelling study consulted through its PubMed abstract.

Repetition and returning

Useful finding
Repetition of everyday behaviours developed automaticity at different rates. Experiments with intact and broken streak displays found they can influence subsequent engagement.
Why it matters here
Your Days and Streak make returning visible. The research is a reason to make resumption ordinary, not a formula for a habit.
Scope
These studies do not give a universal habit timetable, and a longer streak does not mean better understanding or well-being; Your Days and Streak record practice, not the quality of a person’s life.
Source
Lally et al., 2010 Silverman & Barasch, 2023
Consultation
The streak study consulted through publisher and author records.

Regulating early, and the mindset

Useful finding
Gross’s process model places emotion regulation at five points in the emotion-generative process - situation selection, situation modification, attentional deployment, cognitive change and response modulation - with the earlier, antecedent-focused strategies distinguished from later suppression of a response already underway. Crum, Salovey and Achor showed that a stress mindset can be measured, altered with short film clips, and affects physiological and behavioural responses to stress.
Why it matters here
An intention set before the day is antecedent-focused regulation: a lens chosen before the situations that test it. How an experience is interpreted can change the body’s response as well as the behaviour.
Scope
The process model is an integrative framework; the mindset studies concern beliefs about stress specifically, in laboratory and workplace samples.
Source
Gross, 1998 Crum, Salovey & Achor, 2013
Consultation
The review consulted through its Crossref abstract; the mindset studies through their PubMed abstract.

Reflection turns experience into learning

Useful finding
Di Stefano, Gino, Pisano and Staats found, in field and laboratory studies, that people who spent time reflecting on what they had learned from a task subsequently performed better than those who continued practising for the same time, and that articulating the lessons was part of the effect.
Why it matters here
Experience becomes learning when it is examined. The evening reflection is that examination, made ordinary.
Scope
A working paper (Harvard Business School 14-093, SSRN), not a journal article; the tasks were workplace training and brain-teasers, and the effect concerns performance, not well-being.
Source
Di Stefano et al., 2014
Consultation
Consulted through its Crossref record and the working paper’s abstract.

Naming feelings precisely, and the story of a life

Useful finding
Kashdan, Barrett and McKnight review evidence that people who experience their emotions with more granularity are less likely to resort to maladaptive regulation under distress and show less reactivity. McAdams’s life-story model holds that people give their lives unity and purpose by constructing internalised, evolving narratives of the self.
Why it matters here
Reflection that distinguishes what was felt gives more ways to respond to it; kept over time, the reflections become material for a story that can keep changing.
Scope
Granularity findings are largely correlational; the life-story model is a theoretical account, and a narrative’s coherence is not the same as its accuracy.
Source
Kashdan, Barrett & McKnight, 2015 McAdams, 2001
Consultation
Consulted through their Crossref abstracts.
Context across time

Support beyond active recall

Useful finding
Experiments allowing people to create external reminders improved the execution of delayed intentions. People used that support more under higher memory demands and distraction.
Why it matters here
Part of a practice can remain available outside the moment in which it was formed. Osmia’s design extends that opportunity from keeping an account to bringing relevant material back into reflection.
Scope
The experiment tests remembering intended actions, not interpreting an autobiography. It supports the value of external support, not a claim that AI knows a person better or a numerical capacity comparison.
Source
Gilbert, 2015
Consultation
Article text consulted.

Earlier context can improve continuity

Useful finding
A long-term-memory dialogue system improved consistency and engagingness against its tested baselines. A separate benchmark evaluates recall, reasoning across sessions, time, updates and recognition of missing information, and identifies improvements to using extended histories.
Why it matters here
A current exchange can draw on more than the material repeated in the current message. Relevant history can change both the topic worth revisiting and the question worth asking.
Scope
These are dialogue and benchmark findings. Retention, retrieval and interpretation are different tasks. The results do not mean an entire history is active at once, and they do not establish Osmia’s accuracy or reflective benefit.
Source
Xu et al., 2022 Wu et al., 2025
Consultation
The dialogue study consulted through its published abstract; the benchmark through its abstract and selected method passages.

Context can make a prompt relevant

Useful finding
Participants in an exploratory journaling study appreciated prompts informed by their circumstances. Participants in a second small study valued selecting where to explore among adaptively offered questions and themes.
Why it matters here
Context can influence the starting point, while the person can influence the direction. Those are complementary sources of relevance.
Scope
These were small exploratory studies. The first study’s contextual and generic periods were sequential rather than randomised, and its sensed inputs differ from Osmia’s chosen records. No sensor or clinical-effect claim transfers to Osmia.
Source
Nepal et al., 2024 Song et al., 2025
Consultation
Consulted through publisher abstracts and selected methods; the first study’s full text is at PubMed Central.

A reading can change

Illustrative example - not an app screen or an Osmia result

What was written
“After the walk and the conversation, I felt more settled.”
A possible reading
“The walk may have helped.”
More context
“The conversation mattered more to me than the walk.”
What changes
“Your clarification puts more weight on the conversation.”
The record stays. The interpretation can change.
Useful finding
Experiments that changed the perspective from which people recalled autobiographical events affected aspects of later remembering: returning to an experience is an active event, not a replay of an unchanging file.
Why it matters here
Osmia keeps the original written account while new context and a different reading can stand alongside it. The example shows the principle: the clarification changes the interpretation, not the account.
Scope
This is an illustrative design principle, not a study result or a demonstration of a shipped persistent-correction interface. It does not establish which event caused the feeling, and changing how something is remembered is not the same as remembering it more accurately.
Source
St. Jacques, Szpunar & Schacter, 2017
Consultation
Consulted through its PubMed abstract.
Different responses, shaped together

Different moves address different things

Useful finding
Experimental syntheses report benefits for forms of cognitive reappraisal and for components involving acceptance, defusion and values. The studies distinguish processes rather than requiring every thought to be argued away.
Why it matters here
Examining an interpretation and changing one’s relationship to a thought are different conversational possibilities. A broader response space is useful when those differences are preserved.
Scope
Laboratory component effects and strategy averages do not identify the right move for a particular person. They do not validate Osmia’s selection or combination of approaches.
Source
Webb, Miles & Sheeran, 2012 Levin et al., 2012
Consultation
Consulted through published abstracts.

Fit belongs to the situation

Useful finding
In research on reappraisal, the relationship between ability and depression differed with how controllable the person’s stressors were. Separately, a randomised trial found benefits for a modular treatment design that organised several approaches around the person, and process-based work argues for examining change processes in their individual context.
Why it matters here
A changeable situation deserves consideration as a possible place to act. A new perspective is one response, not a replacement for every practical or relational change, and several useful approaches can be organised around the problem rather than applied as one fixed sequence.
Scope
The controllability result is an observational person-by-situation finding with a published correction, not a universal treatment rule. The modular trial concerned trained clinicians and a specific youth protocol, and the process-based paper is a conceptual framework; neither demonstrates automated intervention matching.
Source
Troy, Shallcross & Mauss, 2013 Corrigendum, 2016 Weisz et al., 2012 Hofmann & Hayes, 2019
Consultation
Consulted through publisher abstracts, the published correction and selected article text.

The person adds information

Useful finding
Getting another person’s perspective directly through conversation improved accuracy in the final experiment of a series on perspective taking. In a separate randomised peer-support study, AI feedback increased measured empathy in human-written responses. In a study of cognitive therapy, a therapist’s questioning predicted improvement at the following session.
Why it matters here
The person contributes more than agreement: clarification, meaning and preference can change the conversation. Investigating a reading together is different from handing someone a conclusion, and assistance and human authorship can work together.
Scope
These are interpersonal, clinician-delivered and human-led collaboration findings, not autonomous-therapy evidence. Agreement is not a test of factual or causal truth, and none of them is proof of an AI mechanism.
Source
Eyal, Steffel & Epley, 2018 Sharma et al., 2023 Braun et al., 2015
Consultation
Consulted through published abstracts; the therapy study through its full text.

Where an AI answer can mislead

Useful finding
Studies of AI-assisted decisions found that some designs reduced overreliance at the cost of effort; repeated interaction with biased systems could amplify bias while accurate systems could improve judgment. Agreeable responses could be preferred while reducing reconsideration of interpersonal conflict, and deliberately misleading context could affect later recollection.
Why it matters here
These findings are the reason a conversation should invite clarification and keep a reading open to change, rather than reward agreement.
Scope
They inform what needs testing; they are not an evaluation of Osmia, do not give harm rates for it, and do not show that ordinary reflective chat routinely creates false memories. A source link does not by itself produce calibrated trust.
Source
Buçinca et al., 2021 Glickman & Sharot, 2025 Amershi et al., 2019 Cheng et al., 2026 Pataranutaporn et al., 2025
Practices, body and environment

Understanding has somewhere to go

Useful finding
A synthesis of randomised progress-monitoring studies found improved goal attainment. A trial of specific brief daily breathing practices found mood benefits, and a wider synthesis of breathing trials reports promising short-term stress and mood findings.
Why it matters here
A response can be something done, not only something understood. What happens afterward can become material to notice and reconsider.
Scope
Goal monitoring is not psychological Pattern detection. Effects of a particular breathing method do not establish the suitability of every practice or an AI’s recommendation; methods, bias and reporting limitations matter. Personal meaning and previously reported helpfulness remain different reasons a practice can matter.
Source
Harkin et al., 2016 Balban et al., 2023 Fincham et al., 2023
Consultation
The monitoring synthesis consulted through its published abstract and author repository.

Body and setting widen the picture

Useful finding
Research on light explains why actual exposure timing and intensity matter to daily physiology. Interoception research distinguishes subjective bodily reports from task-measured accuracy. Cycle research documents variation rather than one uniform pattern, and compares calendar prediction with hormone measurement.
Why it matters here
A person’s experience takes place in a body and an environment. Different kinds of contextual information can sit alongside their own account without settling its meaning.
Scope
A check-in is not a physiological measurement; local daylight is not received light dose; a calendar-based phase estimate does not confirm ovulation or hormonal state. It must not be used to determine fertility, contraception or the cause of an individual mood. Selection and commercial affiliations matter when interpreting some cycle datasets.
Source
Brown et al., 2022 Garfinkel et al., 2015 Johnson et al., 2018 Bull et al., 2019 Pierson et al., 2021 Doornweerd & Gerritsen, 2025
Consultation
The interoception and calendar-prediction studies consulted through their PubMed abstracts and selected disclosures.
The body, other people, presence and the brain

Movement

Useful finding
A meta-analysis of 49 prospective cohort studies found that higher physical activity was associated with lower odds of incident depression across ages and regions. Warburton and colleagues’ review reports strong evidence that regular physical activity helps prevent several chronic diseases and premature death.
Why it matters here
Movement is one of the simpler routes in a difficult moment and one of the things the evidence for well-being keeps returning to.
Scope
Cohort associations and a narrative review, not trials of a particular practice; neither prescribes an amount for an individual.
Source
Schuch et al., 2018 Warburton, Nicol & Bredin, 2006
Consultation
Consulted through their PubMed abstracts.

Nature and rumination

Useful finding
In a controlled experiment, participants who took a 90-minute walk in a natural setting reported less rumination and showed reduced activity in a brain region associated with it, compared with an urban walk.
Why it matters here
Walking outside is a change of state before any solving, and one that reaches the repetitive thinking Patterns and Chat also try to loosen.
Scope
One experiment with a modest sample and a single setting each; it does not establish dose or duration of the effect.
Source
Bratman et al., 2015
Consultation
Consulted through its Crossref abstract.

Social relationships and health

Useful finding
A meta-analysis of 148 studies with 308,849 participants found that stronger social relationships were associated with a substantially higher likelihood of survival over the follow-up periods, comparable to well-established risk factors.
Why it matters here
This is why the larger project reaches into gatherings, trips and places, and why the app is not meant to be the whole of it.
Scope
Observational associations; the review does not test any particular way of building relationships.
Source
Holt-Lunstad, Smith & Layton, 2010
Consultation
Consulted through its PubMed abstract.

Flow, and where attention is

Useful finding
Nakamura and Csikszentmihalyi summarise the flow research begun with Csikszentmihalyi’s Flow (1990): states of complete absorption in an activity, with self-consciousness receding, that people describe as among their most rewarding. Killingsworth and Gilbert sampled people’s thoughts through the day with a phone app and found that minds wandered almost half the time and that a wandering mind was typically an unhappier one.
Why it matters here
What a life feels like depends on whether attention is there for it. The practice is a way of returning attention to the day it is in.
Scope
Flow is described and measured by experience sampling and self-report; the mind-wandering study is correlational, with a large but self-selected sample.
Source
Nakamura & Csikszentmihalyi, 2014 Killingsworth & Gilbert, 2010
Consultation
The chapter consulted through its Crossref record; the study through its PubMed abstract.

The brain keeps changing

Useful finding
Davidson and McEwen review evidence in animals and humans that experience shapes the neural circuits underlying social and emotional behaviour throughout life - stress in one direction, and interventions designed to promote well-being in the other.
Why it matters here
Neuroplasticity is the ground for the optimistic premise: what we repeatedly attend to and practise can become easier, because the brain is not finished.
Scope
A review of mechanisms, much of it from animal models; it does not measure what any particular practice does to any particular brain.
Source
Davidson & McEwen, 2012
Consultation
Consulted through its PubMed abstract.