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PIA: "Help us improve the assistant" — sharing a record of your own AI requests with our tracing tool

Status: Accepted on 28 September 2026. Revised on 2 October 2026 to record more, for the reasons in §1, with the residual risks in §8 accepted again on that date. The fuller record is sent only to members who turn the switch on under the new wording; nobody who agreed to the earlier, reduced record is moved onto it. Revised again on 3 October 2026 so that every typed assistant request carries its words, whatever it is about — the baby tracker, health, group management and summaries included — with only forwarded emails kept to the outline (§1), and with the residual risks in §8 accepted again, items 9 and 10 added. The same day the outline gained each feature's model calls and the outcome its reply states (§2.1): labels and numbers only. Revised on 12 October 2026: Add several and Describe a routine now use the same switch for outline-only traces. Their route names and distinct tags identify them separately from assistant chat; the route decision and each Jev/Gemini call are labels, timings and token counts, without the submitted words or proposed items. Dictation in these two boxes is transcribed on the phone; its text follows those ordinary feature routes, but neither audio nor transcript enters the LangSmith outline. Feedback thumbs use the separate, per-send GroupApp feedback flow and create no LangSmith score or annotation. Revised on 15 October 2026: the words typed into Add several tasks and Add several events now travel too, name-replaced (§2.2a): what the member typed, what TypeSafe's Jev and Google's Gemini were sent and answered, and the drafts proposed — whether the member typed or dictated them; audio never travels. Describe a routine was added the same day, on the same terms. A record of an assistant request or an Add several request tells the phone its identifier, so an item the member then sends with “Send feedback to GroupApp” links to it (see the feedback assessment); that is still no score or annotation. §8 items 11 and 12 were accepted on that date. Also on 15 October the separate "Turn on" prompt was removed: the switch agrees to the words beside it (§4). Nothing sent changes. Revised on 22 October 2026 under HQ PIA-003 (an AI coding assistant reads consenting members' records), for the release of 23 October 2026: an AI coding assistant whose model Google runs on Vertex AI may read the words of records sent under the new wording c2.2 from adults the maintainers name (§3, §4); every record carries the version of the wording it was sent under; the switch row shows one line and turning it on opens the full wording; §5 gains a risk, §8 items 13 and 14 are accepted, and §9 a trigger. What is sent to LangSmith does not change. Revised on 28 October 2026 for photos and PDFs a member attaches to the assistant (built, switched off): any request that carries a file's words, or that carried a file at all, keeps to the outline (§1, §2.3, §5, §6). Nothing more is sent. Revised on 1 November 2026 under HQ PIA-015 (our analysts may use AI tools on these records), for privacy policy version 3.15: under the newer wording (c2.3), people on our team may also study parts of records with Claude Code (Anthropic), Codex (OpenAI) or Antigravity (Google), on business accounts only (§3, §4). §5 gains a risk, §6 its conditions, §8 item 15 is accepted and §9 gains triggers. What is sent to LangSmith does not change, and no such session happens until version 3.15 is on phones and the extended pull script has been reviewed. Written: 28 September 2026 · Last revised: 1 November 2026 Nothing here is legal advice. Children's Code citations are to the exposure draft; section numbers may move on registration (due 10 December 2026).


Shopping has a separate per-run choice under the shopping assessment. It can share a shopping journey even when this assistant switch is off. This assessment describes the assistant switch, not an exclusive gate on every record sent to LangSmith.

1. Purpose and scope

When the assistant does something wrong — picks the wrong tool, asks a question it did not need to, refuses something it could have done, takes twenty seconds, or never answers at all — we cannot see why from a screenshot, and we deliberately cannot read members' assistant conversations. A member who chooses to can turn on "Help us improve the assistant" in the app's settings. While it is on, a record of how the assistant and our other AI features handled each of their requests is sent to our tracing tool, LangSmith, run by LangChain, Inc., in its Australian region. We use those records to find what went wrong, and we turn what we find into new made-up test cases for our experiments; the records themselves are never copied into our test cases.

What changed on 2 October 2026, and why. The first design sent a deliberately reduced record: the member's sentence, the names of the steps the assistant took, and nothing it looked up. In use it answered none of the questions it existed for:

So the 2 October revision recorded every request a consenting member makes to an AI feature in outline — which feature, how long each step took and how it ended, failures included — and, for a typed assistant request that was not about the baby tracker, group management, a summary of the group's records, health or a forwarded email, also the words. That was a larger disclosure, so it was a new wording, a new choice, and a revised assessment.

What changed on 3 October 2026, and why. In use, the exclusions left most typed requests as an outline. The assistant files an everyday question such as "what's on today?" as a summary of the group's records, so many of the requests people make most often — and every question about the baby tracker — reached the tracing tool with no words, and we still could not see why an answer to them was wrong. We decided that a member who chooses to help us improve the assistant shares every typed request with its words, whatever it is about. Only a forwarded email keeps to the outline: those are a stranger's words, not the member's, and the sender agreed to nothing. The group's names (people and babies) are still replaced, and ids, email addresses and credentials still removed; lines that mention health are no longer withheld. The features outside the assistant (the daily brief, the baby summary and the rest) still send an outline only.

28 October 2026: an attached file keeps to the outline, like a forwarded email. A member can attach a photo or a PDF to a message to the assistant (built, switched off; see the attachments assessment). What was read from the file is someone else's words as often as the member's (a school notice, a poster, a letter), and the people in it chose nothing. So a request is recorded in outline only when it carries what was read from a file, in that message or in any recent turn it sends; when its message carried any file at all, even one whose words were not used; and when it is the sentence re-sent after Forget the file. The request that reads the files is not traced at all, and neither of its model calls (the picture call and the guard call) carries a tracing callback. Our nightly improvement labels (HQ PIA-009) treat these records as they treat a forwarded email's: labels from fixed lists only, never a model reading of the record and never a rewritten test case. Those labels moved to their second version (label_schema v2) for the new columns; first-version labels are never rewritten.

In scope: what the record contains at each level of detail and what it deliberately does not, where it is stored and for how long, who can see it, how a member stops it and how it is deleted, and the people a member's request can mention who did not choose this themselves.

Out of scope, covered elsewhere: the assistant itself and where its model runs (the cloud-inference assessment); how assistant conversations are stored in the app (sealed under the member's own key, the privacy-levels and tier assessments); the experiment test cases, which are invented households with no personal information in them.

2. Data involved

2.1 Every record (the outline)

Sent for each request the member makes, in the app, to the assistant, the daily brief, the baby summary, task allocation, goal suggestions, a ceremony's facilitator, task search or event time suggestions, Add several or Describe a routine — including requests that were refused or failed:

Kind Whose Children's? Sensitive? Free text?
Which feature, when, how long it took, and how it ended: success, a refusal's short code (for example "capacity" or "busy"), an error's type and status, a request still running after 90 seconds, or a request the member gave up waiting for; and the outcome its reply states, as a short code or a count — for example whether an answer was reused from a cache, why nothing was written ("over_budget"), or how many results came back — no no no
For every feature: each AI model it asked (its name and region), how long each took, how many tokens it used and how it finished; for a search, the embedding model, its tokens and how many items were compared — no no no
For the assistant: the kinds of request found in the message (for example "calendar" or "baby"), each tool used, and for a change, whether it was saved and how many items it touched — no the kind label can show that a group uses the baby tracker no
For the daily brief: how its edition was made — the stage it reached, its writing passes and attempts, how many facts were shown and fitted, the tokens each pass used, its route and model, whether health or baby facts kept it in Australia, and the editor's verdict, as codes and counts the group no the routing label can show that a day's brief touched health or a baby no
A pseudonymous tag: a keyed hash of the member's account identifier the member no no no
The group's privacy level and which device platform sent the request the group no no no

2.2 The words, for a typed assistant request

Since 3 October 2026, every typed request to the assistant carries the words as well, whatever it is about — the baby tracker, health, group management and summaries included — unless it carries a forwarded email:

Kind Whose Children's? Sensitive? Free text?
The sentence the member typed the member's own words; can mention others possibly — a sentence can mention a child, or describe one yes, can be health — a feed, a dose, a symptom yes
The instructions each AI model was given, including the group's member list the group possibly — children on the group's list no yes
The recent conversation the app sent for context the member possibly possibly, including earlier baby-tracker and health turns yes
What the assistant looked up: the group's task titles and notes, events (with their notes and places), shopping lists and meal plans, as each tool returned them every member of the group possibly — a task about a child possibly yes
What the assistant looked up in the baby tracker: a baby's feeds, sleeps, nappies, medicines, growth and notes, as each tool returned them the baby, and the parents who logged them yes yes — health information yes
For group management: who is in the group, their roles and invitations the group's members possibly no some (email addresses are removed)
What the assistant wrote back, the details it passed to each tool, and what each change saved the group possibly possibly yes
An error's own message, when something failed — no can echo a fragment of a request yes

Cleaned before it leaves our server, in this order:

Until 3 October 2026 two more steps withheld any line that mentioned health and any earlier part of the conversation about the baby tracker, group management or a summary. Both are gone: they existed to keep those requests out, and those requests are now in.

2.2a The words, for Add several tasks or events, and Describe a routine

Since 15 October 2026, a request from Add several tasks, Add several events or Describe a routine carries its words, typed or dictated, from an app version that carries the privacy policy saying so:

Kind Whose Children's? Sensitive? Free text?
The words the member typed, or the phone's transcript of what they dictated, and the lines they were split into the member's own words; can mention others possibly — a list can name or describe a child possibly — "Remi's medicine at 6" yes
What TypeSafe's Jev was sent (the same words, with the group's names already replaced) and the choices it answered with the member's possibly possibly yes
What Google's Gemini was sent and what it suggested, when the words needed splitting the member's possibly possibly yes
The drafts proposed for review: each piece's words and kind, and whether a member was suggested to do it; for a routine, the proposed title, how often, days, time and who takes turns the member's; a suggested member's id is removed possibly possibly yes

They are cleaned exactly as §2.2 describes. Nothing of the group's records is looked up for these requests, so none is in the record. Dictated words are included (a transcript can contain words the member did not mean to say, or another voice in the room; the member reviews the box before it is sorted, or it is sorted when speech ends). Audio never is: transcription happens on the phone or at Apple's or Google's speech service, and only text reaches our server. An app version from before this change does not say it may send words, so its requests keep the outline its members were told about.

2.3 What is never sent

Is any of it strictly necessary? No. The assistant works identically with the switch off, which is why it is off unless a member turns it on (s 38(2)(b): we do not claim necessity; we rely on the member's own, specific, revocable choice). What the revision changes is how much the member chooses to share, and it is told so on the screen.

3. Flows and locations

Data Device Supabase (Sydney) Our assistant server (GCP, australia-southeast1) LangSmith (LangChain, Inc.) Region
The member's request made on the device — processed as normal; the record is built here, step by step, and cleaned here — Sydney
The member's switch set on the device stored as their own setting; read through their own session on every request read per request, never from what the app sends — Sydney
The record — — sent before the reply goes out, waiting at most about 2.8 seconds, only for a member who turned it on; a request still running after 90 seconds is sent as it stands and completed when it ends stored in its Australian region: the application on Google Cloud australia-southeast1 and its trace database in Sydney; its login data on AWS ap-southeast-2 (Sydney) Sydney, Australia
Our own billing details with LangChain — — — held in the United States not group data

Why the record is sent before the reply. Our server's computing power is withdrawn once a reply has gone out, so a record sent afterwards may never arrive — which is part of why no record had ever arrived. The reply now waits for the send, for a member who turned the switch on, for at most about 2.8 seconds (up to 0.3 seconds for their switch to be read, then up to 2.5 seconds to send). A member who has not turned it on is not held.

Retention and deletion.

10 November 2026 — improvement ask prominence (PIA-009 I16)

The founder's signed decision “consent notices, middle path” of 10 November 2026 amends I16 to require equal prominence: equal button size, text weight and 48 dp targets, with a filled Turn on and an outlined Not now. Neither is pre-selected; no reward or feature is tied to the choice. The four-ask cap and Don't ask again remain in place.

4. Legal basis and consents

5. Risks and mitigations

Risk Who is harmed Mitigation Structural or conventional? Residual
A member writes "move Sam's counselling session to Thursday" and the sentence reaches the tracing tool Sam, who did not choose this group names replaced by placeholders; kept 14 days name replacement is code, pinned by an automated check that inspects every request actually sent the sentence, health words included, is shared; a sentence can describe another person in words no list catches (§8)
The assistant reads the group's tasks and events while answering, and those rows reach the tracing tool every member of the group sent only for a typed request of a member who opted in; names replaced, ids and emails removed the cleaning is code, pinned by a check that plants markers in a looked-up row and checks what reaches the wire at both levels of detail other members' records are shared for 14 days on one member's choice (§8)
A parent logs a feed or asks about a medicine ("Remi had 120 ml, and add nappies to the list") the baby the baby's name is replaced; kept 14 days; sent only on the parent's own choice code, pinned by the check with a mixed baby-and-errand message a baby's feeds, medicines and notes are shared for 14 days on a parent's choice (§8)
A forwarded email's words reach the tracing tool the sender and anyone the email names a turn that carries a forwarded email is an outline, decided before anything runs code, pinned none known
An attached file's words reach the tracing tool (since 28 October 2026) anyone the file shows or names, children included a request carrying what was read, now or in its recent turns, is an outline, decided from the request before anything runs; the read request and its two model calls are not traced; the labels come from fixed lists code, pinned by a check that sends four kinds of attachment request through the real tracing path and looks for words, picture data and quotes; for a message whose files were all set aside, and the sentence re-sent after Forget the file, the outline depends on a label the phone sends a reply that restates a file is ordinary reply text, and on an older app, or once the file has left the recent turns, a later request can carry it as words
An id or a name reaches the tracing tool inside an encoded value (for example, a tool's structured result) the group encoded values are removed before the text is cleaned code, pinned by the wire check none known
A member's session token reaches the tracing tool the member the token is never in what is recorded; a final pass removes anything shaped like a token code, pinned none known
An older version of our server, redeployed, sends full traces through the library's own tracer everyone who turned the switch on the key is stored under a name older versions do not read; the address and workspace are fixed in code; an emergency switch-off procedure removes the key's reference structural for older versions; the procedure is conventional and written down none known
Records are kept longer than we say the member and people they mention 14-day base retention; nothing that extends it is used retention is LangSmith's setting; not using the extending features is conventional a maintainer could enable one (§8)
LangChain staff access the records from outside Australia the member and their group 14-day retention; we have asked LangChain unverified real until answered (§8)
A record is linked back to the member the member the tag is a keyed hash; LangChain cannot reverse it; we can, which is what makes deletion on request possible structural while the key stays secret a leaked key would let the holder link records to account identifiers (§8)
A member who agreed to an earlier wording is traced under this one the member earlier switches do not count; the switch starts off and the screen says why code: the server reads only the switch that records the new wording none known
The shared wall turns tracing on for a household everyone at the wall the wall consents to nothing: its switch is never read as a yes, and its turns are never traced code, in two places none known
Trace words go back to Google, outside Australia, for one diagnosis by an AI coding assistant (since 23 October 2026) the member, and anyone their sentence mentions, a child included only c2.2 records from accounts the maintainers name whose birth month on record shows 18 or over (an account with no birth month is refused); baby-tracker turns, tool results, instructions and error messages dropped before the file exists; the AI coding assistant holds no key and reads one file; the T1 settings check (Vertex global in groupapp-evals, nothing to Anthropic); the scratch file and transcript deleted the same day the consent-version, named-account, age and exclusion filters are code, pinned by an automated check that feeds them records that must not be kept; the age filter works from the birth months a registered query returns, which the founder runs (§6); the rest is conventional, attested by the register Google's abuse-monitoring logs and transient caches, outside Australia, for its stated periods (§8 item 13)
Parts of records reach Anthropic, OpenAI or Google through an analyst's AI tool (from policy version 3.15, HQ PIA-015) the member, and anyone their sentence mentions, a child included only c2.3 records from adults; baby-tracker turns and what the assistant looked up never; health-word turns only to a tool Google runs; outline-only data to any approved tool; names, ids, email addresses, phone numbers, street addresses and long digit runs replaced before the file exists; business accounts whose terms forbid training and delete within 30 days; sessions on the analyst's own computer, never a shared server account; copies and transcripts deleted the same day; a register row for every session the consent-version, adult, exclusion and replacement filters are to be code in the reviewed pull script, pinned by its check, and no session runs before that review; the account rule, the computer and the deletion are conventional, attested by the register each maker's retention for up to 30 days under its own terms, which we cannot check (§8 item 15)
Tracing slows the member's reply the member the reply waits at most about 2.8 seconds for the send, only for a member who opted in; a failure never changes the reply code a slow tracing service adds up to about 2.8 seconds to a traced request

6. Structural versus conventional

Structural (held by code or by the absence of something, and pinned by automated checks that fail loudly):

Conventional (written down, and not enforced by anything we control):

7. Best interests of the child

Children's accounts have no assistant, so a child cannot turn this on and no child's own words are traced. Children appear only as the subject of a parent's request, or of the group's records the assistant looks up.

8. Residual risk we accept

Accepted on 28 September 2026; again, with items 1 and 7 added or widened, on 2 October 2026; and again, with items 9 and 10 added and item 1 widened, on 3 October 2026; again, with items 11 and 12 added, on 15 October 2026; again, with items 13 and 14 added, on 22 October 2026; and again, with item 15 added, on 1 November 2026 (HQ PIA-015, approved by the founder 31 October 2026).

  1. What the assistant looked up about the group travels, name-replaced, on one member's choice. The other members of the group did not choose it. We accept this because it is the only way to see why the assistant answered wrongly, because they can already see the same records in the app, and because the cleaning and the 14-day retention bound it.
  2. A member's own sentence travels, name-replaced. Names that are not on the group's list (a nickname, a teacher, a friend), and descriptions that no word list catches, can reach the tracing tool about people who did not choose this.
  3. Whether LangChain's staff can access the Australian region from overseas is unverified. We accept that until LangChain answers, and we name LangChain in the wording so the member knows who the recipient is.
  4. Retention depends on the vendor's setting and on our not enabling features that extend it. Nothing in our code can stop a maintainer enabling one.
  5. After an account is deleted, its records expire rather than being deleted individually (within 14 days). Deleting them automatically would need a service that holds the tracing key and runs on its own schedule. We judged a key-holding scheduled service to be the bigger risk, and deletion remains available on request.
  6. The pseudonymous tag is stable for as long as a record exists, so LangChain can tell that records belong to the same member (not who that member is). If the key that makes the tag were leaked, the holder could link records to account identifiers.
  7. An outline shows which features a member used, including that a request was about the baby tracker, and, for the daily brief, whether that day's facts touched health or a baby. It carries no words or numbers from the tracker. We accept this because a failure in the baby tracker is as important to find as any other.
  8. A traced reply can be up to about 2.8 seconds slower when the tracing service is slow.
  9. A baby's tracker records and health details travel, name-replaced, on a parent's choice. Feeds, sleeps, medicines, symptoms and notes in a parent's request, and what the assistant looked up in the tracker, are stored by LangSmith for 14 days. We accept this because the baby tracker's mistakes are as important to find as any other's and an outline cannot explain them; it is bounded by the parent's own specific choice, made after reading that the baby tracker and health are included, by name replacement, by the Australian region and by the 14-day retention.
  10. A yes given under the 2 October 2026 wording was not asked again when the wording changed on 3 October to say that the baby tracker and health are included. The one member it affected had asked for the change, and the privacy policy's change notice tells everyone else.
  11. The words typed or dictated into Add several or Describe a routine travel, name-replaced, on one member's choice (since 15 October 2026). A list can mention other people and children, and health ("Remi's medicine"); a dictated transcript can also catch words not meant for the list, or another voice in the room. Before that date the policy promised a dictated transcript was never recorded; the version 3.9 change notice says it now is. We accept this because a wrong split or a wrong kind cannot be understood from labels alone, and it is bounded as item 2 is. The switch's own sentence already says a record "can include what you asked about anything", so a yes given before is not asked again; the privacy policy's change notice (version 3.9) tells every member.
  12. A record can be linked to an item the member sends us (since 15 October 2026). The feedback email then leads to a record that carries the member's pseudonymous tag. We accept this because the member chose both, and the sheet says the record is included before Send.
  13. What the AI coding assistant reads goes back to Google, outside Australia, for a second purpose (since 23 October 2026), and a sentence can still mention or describe people, children included, who chose nothing. Google may keep read words in abuse-monitoring logs and transient caches for its stated periods; that is its promise, not our control. We accept this because the member chose it under words that name it, it is adults only, without what tools looked up or baby-tracker turns, and deleted from our side the same day.
  14. On 4 and 13 October 2026, before this revision, an AI coding assistant whose model runs at Anthropic read the founder's own full traces (six, and three sentences) without Anthropic being a named recipient. Recorded in the operator access register, and the household told.
  15. From policy version 3.15, parts of records can reach Anthropic, OpenAI or Google through an analyst's AI tool, outside Australia. Each maker promises in its business terms not to train on them and to delete them within 30 days; that is its promise, which we cannot check. A sentence can still mention or describe people, children included, who chose nothing, and the analyst's own computer holds a copy until it is deleted the same day. We accept this because the member chose it under words that name the three companies, it is adults only, without baby-tracker turns or what the assistant looked up, health stays with Google, and each session is minimised and recorded.

9. Review trigger

10. Checklist against exposure draft s 38(2) (verified 2026-09-08)

s 38(2) Requires Answered in
(a) nature, scope, context, flow and purposes §§1–3
(b) why collection of children's personal information is strictly necessary §2 — it is not; the feature is optional and off by default, and since 3 October 2026 carries baby-tracker and health requests on the parent's choice, accepted in §8 item 9
(c) lawful and fair collection §4
(d) best interests of the child §7
(e) how the entity complies with the Code and the Act §§4, 6
(f) risk of harm to children §§5, 7

s 38(3): written before the feature is switched on, and revised before the fuller record was, and again before baby-tracker and health requests carried their words. s 39: listed on the published register.

11. Sources

Shopping's separate per-run choice (4 October 2026)

Shopping now has its own off-by-default choice at the start of each run. It neither inherits nor changes the assistant's standing tracing switch. Its record joins searches, product choices, model calls, basket checks and handover under one run. The shopping assessment describes its data, boundaries and accepted residuals. These records use this assessment's Australian storage, 14-day retention and pseudonymous tag for erasure.