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EX. 01 / EXAMINE

The evidence is not an appendix.

Examine is where the working underneath the essays is kept open: the method that decides whether an essay is earned, and the sources and limits behind every claim that reaches publication.

An essay makes a case. This surface exists so the case can be checked without asking anyone to take the writing on trust. Every Season 01 essay has a public source note carrying the same evidence the argument was built on, including the places where that evidence runs out.

Nothing here is scored. There are no reliability grades, confidence percentages or certainty meters. Those compress a judgement the reader should be making. What is offered instead is the kind of each source, what that kind can carry, and where the argument stops.

Essays
06
Sources
28
Stated limits
28
Corrections
01
Updates
03

The sourcewhat the essay uses it forwhat it supportswhere it stops

Essay 06

What Changes When AI Enters the Room?

This note shows which sources support the essay, what they establish, and where the evidence stops. It is part of the essay’s free evidence layer.

Correction (registered 8 September 2026; carried into the 9 September 2026 site release). Two factual points in the touch-study passage were corrected. What was published: “significantly more often (63 percent against 37) … with some rise in positive feeling”. What it now says: the within-group counts, 17 of 21 (touched) against 10 of 21 (not touched), with six unclear responses excluded (N=48), and “less negative feeling”. Why: the 63/37 figure was the split of all “yes” answers across the two groups (17/27 and 10/27), not a within-group compliance rate; and, on affect, the study (Hoffmann & Krämer, 2021) found significantly lower negative affect after the interaction, while the difference in positive affect after the interaction was not statistically significant. The essay’s conclusion was bounded accordingly. See the corrections log.

  1. 1. Physical presence matters more than physical embodiment alone

    Used for
    A survey of 33 experimental works comparing copresent robots, telepresent robots and virtual agents: copresent robots were generally more persuasive and more positively perceived, while a physical robot shown through a screen showed no clear advantage over a virtual agent.
    Best available evidence
    Jamy Li (2015), “The benefit of being physically present: A survey of experimental works comparing copresent robots, telepresent robots and virtual agents”, International Journal of Human-Computer Studies 77, 23–37.
    What it supports
    The direction of findings across 33 experimental works, assessed qualitatively (not a pooled statistical meta-analysis), and the presence-over-embodiment interpretation.
    Where the evidence stops
    Mostly short experimental encounters, predominantly with pre-LLM machines, across varied tasks and outcome measures. What a standing, silent presence in a home does over time was not tested by these studies, and the essay says so explicitly.
    Source status
    Peer-reviewed journal article (qualitative survey).
    Kind (read from the source status)
    Peer-reviewed
    Inspect source 1 →
  2. 2. Touch affected compliance; differences in robot evaluations were not statistically significant

    Used for
    In a laboratory study, forty-eight students had a scripted counselling conversation with the small humanoid robot NAO; six gave no clear yes-or-no answer and were excluded from the compliance analysis, and among the forty-two who did, those briefly touched agreed with the robot’s suggestion significantly more often (17 of 21, against 10 of 21 who were not touched) and laughed more, while the touch produced no statistically significant difference in perceived warmth, closeness, overall evaluation or satisfaction.
    Best available evidence
    Laura Hoffmann & Nicole C. Krämer (2021), “The persuasive power of robot touch: Behavioral and evaluative consequences of non-functional touch from a robot”, PLOS ONE 16(5): e0249554.
    What it supports
    The behavioural effect (compliance among clear responders, 17 of 21 versus 10 of 21). On affect, the study found valence significantly higher during the touched conversation and significantly less negative affect afterwards, while positive affect afterwards was higher but not statistically significant; the essay’s “less negative feeling” tracks the significant post-conversation finding. On the evaluation scales (warmth, closeness, overall evaluation, satisfaction) the differences were not statistically significant. The “63 percent against 37” figure that appeared in earlier drafts corresponds arithmetically to the shares of the 27 clear “yes” answers (17/27 and 10/27); it is a reconstruction of a confusingly reported figure, not a within-group rate and not a percentage basis the authors unambiguously label, and it is not used here.
    Where the evidence stops
    One laboratory study with one robot and a scripted conversation. The essay’s wider point, that a physical gesture can alter behaviour while the reported evaluations of the machine show no statistically significant change, is a bounded reading of this single pattern; a non-significant result on those scales is not evidence that conscious judgment was untouched, nor that an unconscious mechanism produced the effect.
    Source status
    Peer-reviewed journal article.
    Kind (read from the source status)
    Peer-reviewed
    Inspect source 2 →
  3. 3. An early home humanoid with scheduled remote supervision

    Used for
    NEO, an early home humanoid from the company 1X, presented to early owners as arriving with basic autonomy; in a scheduled Expert Mode a 1X Expert can remotely supervise the robot through tasks it cannot yet manage alone; the owner can also pilot it remotely.
    Best available evidence
    Official 1X NEO product documentation (re-verified against the official source on the date below; live product documentation for an early-access product, not a permanent record).
    What it supports
    The product’s own description: basic autonomy, scheduled Expert Mode, remote supervision by a 1X Expert, and owner remote piloting. “1X Expert” is the official functional title; the official material does not establish the Expert’s employment status, and the essay does not claim it.
    Where the evidence stops
    Early-access product documentation for a fast-moving product: a provider’s description of its own offering, not an independent evaluation, and not a portrait of the average household. This is among the most perishable claims in the series and will be re-checked immediately before publication.
    Source status
    Official product documentation (early-access; provider self-report).
    Kind (read from the source status)
    Provider documentation
    Inspect source 3 →
  4. 4. The Moxie shutdown

    Used for
    In December 2024 the company Embodied announced it was shutting down after funding fell through; its child-focused, cloud-dependent robot Moxie (retailing late in its life at about $800) would stop working on short notice without refunds; the company enclosed a farewell letter from the fictional Global Robotics Laboratory; families publicly documented children saying goodbye; a later community project, OpenMoxie, allowed a reduced local version for a small minority.
    Best available evidence
    Embodied’s own communications as documented in contemporary reporting, e.g. Axios and follow-up reporting on the OpenMoxie rescue. The company itself is defunct and its original pages are only partially available, so contemporary reporting of its communications is used.
    What it supports
    The shutdown’s timing, cause, cloud dependency, price range, no-refund/short-notice character, the farewell letter, and the partial community rescue.
    Where the evidence stops
    Grief and goodbye language belongs to the families, reporters and researchers who documented it, and the essay attributes it that way and does not claim every child was deeply attached. An exact server shut-off date is deliberately not stated because it was not confirmed from a primary source.
    Source status
    Company communications via contemporary reporting (primary pages partially unavailable).
    Kind (read from the source status)
    Provider documentation, Journalism
    Inspect source 4 →
  5. 5. The shutdown as an end-of-life case study

    Used for
    A study treating the Moxie shutdown as a case study in how, and how not, to support emotional detachment when such a product reaches end of life.
    What it supports
    Qualitative analysis of the company’s public communications and users’ online reactions, framed as end-of-life design lessons.
    Where the evidence stops
    A case study built on public communications and online reactions, informative about this shutdown rather than a measurement of all affected families.
    Source status
    Peer-reviewed conference proceedings.
    Kind (read from the source status)
    Peer-reviewed
    Inspect source 5 →

§ 02 · The ledger

If something here is wrong, it should be correctable in public.

A correction repairs something that was wrong. An update makes a passage more precise or records a development in a live matter; it is dated and disclosed, and it is not logged as an error. Each entry leads back to the evidence it touched.

  1. Registered 8 September 2026

    Published 9 September 2026

    C-1

    Correction

    Essay 06 · What Changes When AI Enters the Room?Source 2 · Touch affected compliance; differences in robot evaluations were not statistically significant

    Correction (registered 8 September 2026; carried into the 9 September 2026 site release). Two factual points in the touch-study passage were corrected. What was published: “significantly more often (63 percent against 37) … with some rise in positive feeling”. What it now says: the within-group counts, 17 of 21 (touched) against 10 of 21 (not touched), with six unclear responses excluded (N=48), and “less negative feeling”. Why: the 63/37 figure was the split of all “yes” answers across the two groups (17/27 and 10/27), not a within-group compliance rate; and, on affect, the study (Hoffmann & Krämer, 2021) found significantly lower negative affect after the interaction, while the difference in positive affect after the interaction was not statistically significant. The essay’s conclusion was bounded accordingly. See the corrections log.

    Inspect source 2 →Read the essay →Corrections & contact →

  2. Registered 8 September 2026

    Published 9 September 2026

    U-1

    Editorial update

    Essay 04 · When Does Empathy Become Manipulation?Source 4 · Companion apps and emotionally loaded farewells

    Editorial update (registered 8 September 2026; in the 9 September 2026 site release). In “The goodbye test” the essay now cites one reproducible outcome measure from the paper’s Table 3 — about 98 seconds of continued engagement after a fear-of-missing-out farewell versus about 16 seconds after a neutral one — in place of the earlier phrase “as much as fourteen times”. This is a precision about which figure the essay uses, not a finding that the paper is wrong; the paper’s own “up to 14×” headline is recorded in source 4 as an attributed author claim. It is not a correction of a factual error.

    Inspect source 4 →Read the essay →

  3. Registered 8 September 2026

    Published 9 September 2026

    U-2

    Editorial update

    Essay 05 · What Happens When an AI Remembers You?The source note as a whole

    Editorial update (registered 8 September 2026; in the 9 September 2026 site release). The data-protection passage in “Whose past is it?” was made legally more precise: it is now anchored to the GDPR accuracy principle and the rights of rectification, completion, erasure and portability (arts 5(1)(d), 16, 17, 20), and notes that an assessment can itself be personal data (CJEU, Nowak, C-434/16). This refines an earlier, narrower characterisation of correction rights; it is editorial precisification, not a correction of a false statement, and not legal advice. See the legal-basis note below.

    Inspect essay 05 →Read the essay →

  4. Registered 8 September 2026

    Published 9 September 2026

    U-3

    Update

    Essay 03 · Who Gave AI Its Idea of Goodness?Source 7 · Anthropic sued; a federal court struck down the measures, and appeals remain live

    Update (registered 8 September 2026; in the 9 September 2026 site release). Source 7 now reflects the 27 August 2026 rulings in the Anthropic–US government dispute, read directly from the court’s orders (Dkt. 250 and 251). This is a development in a live matter, not a correction of an earlier error: the essay’s original description was accurate as of its date. The current status carries an early-September reference date and remaining uncertainty about post-ruling appellate movement.

    Inspect source 7 →Read the essay →

§ 03 · How an essay is earned

A good question is not yet an essay.

Seven steps run between a question and a published essay, from hypothesis to freeze. The method page sets out each of them, the principles that decide whether the evidence clears the bar, and what the publication does not claim.

Read the method About & accountability

§ 04 · Kinds of evidence

Different sources answer different questions.

Source notes name the kind of each source rather than ranking it. These are the five classes that recur across the season.

  1. 01

    PEER-REVIEWED RESEARCH

    Studies published after review by other researchers in the field.

    Carries — The strongest available support for a general claim about how people behave, respond or change.

    Limit — Review is not proof. Samples are often small, Western and short-term, and a finding about a laboratory task may not survive contact with ordinary life.

    Sources of this kind in Season 01 →

  2. 02

    WORKING PAPERS & PREPRINTS

    Research circulated before peer review, including preprints and institutional working papers.

    Carries — Early signal on questions moving faster than journals can publish — which is most questions about deployed AI systems.

    Limit — Unreviewed. Cited when it is the only evidence that exists, and always marked as such, never as a settled result.

    Sources of this kind in Season 01 →

  3. 03

    PROVIDER DOCUMENTATION

    Model cards, system cards, policy pages, technical reports and terms published by the companies that build these systems.

    Carries — Direct evidence of what a provider says a system does, what it is designed to optimise for, and what the company will commit to in public.

    Limit — It is the provider's own account. Useful as a record of stated intent and disclosed behaviour; not independent verification of either.

    Sources of this kind in Season 01 →

  4. 05

    JOURNALISM

    Reporting from publications with named authorship and a correction practice.

    Carries — Documented cases, internal material and first-hand accounts that no other source class reaches.

    Limit — A reported case shows that something happened, not how often. Single cases are used as evidence of possibility, never of prevalence.

    Sources of this kind in Season 01 →

§ 05 · Where the evidence stops

  1. 01

    OBSERVATION IS NOT PROOF

    Noticing that people respond socially to a system is an observation. It does not establish that anything is present on the other side.

  2. 02

    A CASE IS NOT A RATE

    Documented incidents establish that something can happen. They do not establish how commonly it does.

  3. 03

    THE FIELD MOVES FASTER THAN THE EVIDENCE

    Systems are deployed to hundreds of millions of people years before the research on their effects arrives. Where the evidence is thin, the essay says so instead of borrowing confidence from elsewhere.

  4. 04

    SOURCES ARE NAMED, NOT GRADED

    Each source is identified by kind so its weight can be judged. Assigning it a score would replace that judgement with a number that only looks like precision.

§ 06 · How the experiences work

Every experience on this site publishes a mechanics register: what it claims to be, what it measures, what is stored and for how long, what is deliberately excluded, and where its result stops meaning anything. The register is binding — what is not written in it, the experience does not do.

  1. ESHow Every Seat worksMechanism, sources and limits
  2. v0.4How Before You Know worksPre-release draft — not yet confirmed against a released build
  3. v1.3How Exhibit 01 · the first study worksIssued — describes the current release candidate
  4. v1.1How Open Question 01 worksIssued — describes the released implementation

§ 07 · In development

These formats do not exist yet. They are listed so the direction of the evidence layer is visible, not because something is finished and withheld.

  1. 01

    Not yet published

    EVIDENCE ATLASES

    A cross-essay view of where the evidence for a recurring claim actually sits, and where it thins out.

  2. 02

    Not yet published

    CLAIM TRACES

    Following a single claim from the source that supports it to the sentence that uses it.

  3. 03

    Not yet published

    REJECTED ROUTES

    The essays that did not clear adjudication, and the reason the evidence was not sufficient.