`/auth/forgot-password` and `/auth/resend-verification` both take care to say
"if that email exists" and both then answered the question anyway.
The reset limiter returned early for an unknown address, so it counted nothing
for one and counted for the other: ask four times and a registered address
gets 429 while an unknown one gets 200 for ever. It counts either way now — in
Redis for an address with no rows to count, keyed by a fingerprint, because a
list of addresses somebody tried is itself worth not keeping.
Resend answered "Email already verified." for a known verified address and "if
that email exists" for everything else, which is not a hint but an answer. One
sentence for every outcome now.
And Editorial has a way to write something. Drafting was only reachable from
the library — a page about reading, behind a button an educator arriving to
work has no reason to look for — so the two panels now open from a link.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
Three things landed together; the message names all of them, because a commit
that mentions one is a commit nobody finds the other two in.
**Figures.** Thirty-four JPEG 2000 files — 21 on questions, the rest unattached
in the media library — are WebP now, with `questions.image_path`,
`questions.explanation_image_path` and `media_assets.path` repointed together.
Serving already converted them on the way out, so nothing was broken; this
removes the step and makes what is stored the same thing that is served. The
originals stay: they are the only copy of what came out of the PDF, they cost a
few megabytes between them, and a conversion nobody can undo is not one to run
against a live bank. Paths are found by what the columns say rather than by
listing a bucket, because three tables record them and updating two would be
worse than none.
**The openai SDK is gone.** Ten call sites — one more than the map said, the
Celery article drafter — every one of them a POST with a JSON body, and not one
reading usage, cost, tool calls or logprobs. Every other call to the same proxy
was already plain httpx: embeddings, the ChromaDB embedding function, speech
both ways, model discovery, the vision probe. So this deletes an abstraction
rather than swapping one for another, and leaves one HTTP client instead of
two. `chat()` and `achat()` return the message content; a `ProxyError` carries
the status and the first 500 characters of the body, which is where the proxy
explains itself.
Behaviour is preserved deliberately, including a 600-second fallback timeout
for the four call sites that were running on the SDK's ten-minute default.
Lowering that is a real change and belongs in its own commit.
Proved against the live proxy on both services rather than only against mocks:
a completion, an async completion, a real 400 the vision probe still classifies
as a refusal, 407 models read from the catalogue, and a word read off an image.
**Voice.** A chosen voice is honoured whatever serves it. The prefix check only
accepted a locally served one, so a site adding a hosted voice would offer it
in Settings, save the learner's choice, and then quietly read every question in
the default voice. The list has always come from the database — adding a voice
is a row in Settings → AI models, never a code change.
And the sign-in page stops offering a locked door: `signup-policy` reports
whether registration is open at all, and the Sign up link goes when it is not.
The switch existed and the only way to discover it was to fill the form in.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
The voice picker was a dropdown in the quiz player, beside the question — the
one control on that screen with nothing to do with answering it, and one a
learner sets once and never touches. It is a setting now, on the user rather
than in a Redis blob, with a play button beside each voice because a voice is
worth hearing before it is chosen. Choosing nothing stays a real choice: it
means whatever an administrator marked default, so a site that changes its
default reaches everybody without a row being edited.
The tutor reads figures from `question_media` rather than the two legacy path
columns. Those agree exactly today, so nothing was being lost — the first
question given a second figure in the editor would have been the one that
broke it, silently and only for the tutor. The legacy columns remain as a
fallback for anything not projected into that table yet.
And the retrieval thresholds are written down in docs/retrieval-thresholds.md:
the three answers, the sixteen queries they were measured against, why they are
deliberately not the retrieval floor, and how to re-measure when the corpus
grows. Worth keeping the headline in mind — "discuss love" scores 0.491,
alongside "tell me a joke". A number in the 0.4s is noise, not a weak signal.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
Twenty-one stem figures are JPEG 2000. Chrome dropped it in 2015, Firefox and
Edge never had it, and the slim base image ships no MIME table — so
`guess_type` returned nothing, the fallback was `application/octet-stream`, and
`nosniff` finished the job. Those figures rendered nowhere but Safari.
The bytes were never the problem: Pillow decodes JP2 here perfectly well. Only
the delivery had to change, so it changes the way everything else already does
— through the thumbnail machinery, as a cached WebP derivative, stored beside
the original. A format no browser draws now asks for conversion whatever size
it was requested at, decided by the file's own magic rather than by the query
string. The 41 KB original comes back as an 83 KB full-size WebP or a 5 KB
thumbnail, and the stored file is untouched.
`.jp2`, `.jpx`, `.jpf` and `.webp` are registered at import, because a
container with no `/etc/mime.types` is a container that mislabels every one of
them. `.webp` had no figures behind it yet and would have failed the same way.
Two calls could hang for ten minutes. The SDK reads for that long by default
and this client retries nothing, so a stalled connection is a stalled request —
three of them in extraction, which does its own retrying. Both now pass an
explicit two-minute timeout.
Also removed: `EMBEDDING_PROVIDER`, which looks like a switch between a local
encoder and a remote one and is read nowhere, with a comment claiming
embeddings run locally when they have always gone over the network to the
proxy; and a `.replace("openai/", "")` that existed only to undo a prefix
nothing adds any more. The JPEG 2000 comment named the wrong mechanism — the
filename is no guide because there is no MIME table, not because it lies.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
Retrieval could not say "nothing". `hybrid_ids` fuses two rankers by reciprocal
rank and throws the distances away, and it returns the union — so the shortlist
was never empty, the "nothing matches" branch never fired, and a question about
photosynthesis came back with six paediatric sources and an instruction to
answer only from them.
So the fix is not more scenarios in the prompt. It is one calibrated number,
and three short prompts chosen by it in code. Asking a model to work out which
situation it is in is the part that does not work, and it is also the part that
makes prompts long.
Measured against this corpus with the bodies now embedded — eight clearly
on-topic questions and eight clearly off-topic:
off-topic 0.339 – 0.499 the French revolution … photosynthesis
on-topic 0.586 – 0.740 what causes croup … posterior urethral valves
The thresholds sit in the gap. They are deliberately not the retrieval floor:
that one decides what is worth putting in a list, where a weak hit costs a
reader a glance. These decide whether an answer claims to come from the
library, and a wrong claim costs them their trust in every other answer.
Above 0.55 the answer is sourced and cited, as before. Between 0.50 and 0.55 it
says nothing covers this directly, names what the closest material is, and
marks which parts came from where. Below, it says so in one line and then helps
anyway from general knowledge, citing nothing — refusing outright reads as a
broken assistant rather than a careful one, and the shortlist is not handed to
a model that has just been told the library does not cover the question.
An unmeasurable closeness is not a low one. No vector database or a downed
encoder returns None, and retrieval still found its rows by other means, so
those are still cited; dropping every citation because the ruler is missing
would be the worse failure.
Also: only published articles are indexed now. A draft is unfinished by
definition and has no business in a search result or in that shortlist. The
index follows publication both ways, and the fifteen-minute sweeper drops rows
whose article has been deleted or unpublished — an article that is never edited
again would otherwise keep its rows for good.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
Both halves of hybrid retrieval were reading the same 331 titles and summaries.
The lexical half was fixed earlier; this is the semantic one. `content` is NULL
for 323 articles because the generator writes into `sections`, so the vector for
98% of the library described the heading and nothing under it.
Depth is carried by the section index, where the longest section in the corpus
is under the embedding clamp — so every sentence of every body is embedded whole
somewhere, and nothing is truncated at that level at all. The article vector is
a topical signal instead: title, summary, the full outline, and an even slice of
every section's opening, budgeted so the clamp never silently fires. Round-robin
rather than head-and-tail, because truncating the head of a twelve-section
article stops in the pathophysiology and drops treatment and management — which
is where the words somebody actually searches for live.
`article_section_index` is populated and stays populated. The rebuild was a
private helper in one router, so the three other writers that save sections —
the generation task, the pipeline script and the seeds — silently skipped it.
That is how 323 articles came to have no rows at all. The generator itself is
one line poorer for it now.
A retrieval bug found on the way: the section-to-article rollup concatenated
rather than fused, so a section matching at rank 1 landed behind every weak
whole-article match and never reached the page. And `/articles/?q=` had no
rollup at all.
3,833 vectors in 332 seconds, batched 32 to a request — a normal article save
is now one round trip rather than fourteen. Proved against the vectors restored
from backup: "surgery for infant stridor that fails to improve" found
Laryngomalacia at rank 159, below the floor and invisible; it is rank 1 now, and
the section corpus answers it at rank 1 having previously been unable to answer
it at all.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
The colon pattern found 36. A verb-presence sweep found 75 more, and it was
wrong in both directions: it spared 21 genuine discipline overviews whose verbs
were simply not on the list, and it passed catalogues whose nouns are spelled
like verbs — "Mechanism, staging, and management of hypoxic-ischemic
encephalopathy, the leading cause of neonatal brain injury" satisfies a test
for "cause" and contains no verb at all.
A whitelist cannot tell those apart, so the first sentence of all 241 remaining
summaries was read rather than filtered, which found 41 more. 131 of 331 are
now claims instead of contents lists, in the shape of the one that worked:
what the condition is and who gets it, then what changes management.
The eight seeded demo articles all carried the same "Starter article for
demonstration" line as their summary. Each now has a real one written from its
own body — see the note below, because that line was doing a second job.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
**Prepared sessions.** Most of this existed: unanswered first, weakest topic
next, wrong-before-right after that, all scaled by what share of the real paper
each topic carries. What it could not do was change with time, say anything
about itself, or be reached without filling in a form.
Evidence now decays on a thirty-day half-life. Exponential rather than a fixed
window because memory has a slope, not a cliff — under a window, 29 days counts
fully and 31 counts for nothing — and because it is memoryless, so an answer's
weight does not shift when unrelated questions are answered, which is what lets
the preview stay a valid forecast. Spring is worth an eighth of last week. Two
things decay: a question's recall probability, drifting towards even rather
than past it, so an old right answer becomes eligible rather than wrong; and a
topic's accuracy, against a prior of two "no idea" answers, which fixes "right
once, known forever".
Strict unanswered-first meant that on a bank of 2,900 nothing was ever
recycled — spaced repetition existed and was unreachable. Review now takes up
to two fifths of a session. And the damping that spread the picks across topics
was applied only to seen material, so a learner with no history was handed the
heaviest domain entire instead of a spread; that was live.
The plan is the product. It is computed, shown, and then the session is built
from that plan's own ids and the plan returned with it, so the two cannot
differ; every figure in it is a tally over the chosen questions rather than a
forecast. No model touches the ranking — a learner asking "why these twenty"
has to get the same answer twice.
**Vision.** The proxy's own `/model/info` says which models can see, so nothing
is hard-coded: 77 report yes, 11 no, and 328 say nothing at all, which means
absent rather than incapable — so those are asked once with an 8px PNG and the
refusal cached. The deployment's main model turns out not to see, and questions
carry figures the learner is looking at, so the tutor was answering about an
image it had never been shown. It routes to a configured tool model now, folds
the description back in as text saying plainly where it came from, and caches
on the bytes because the same figure is re-sent every turn.
Also fixed on the way: `article` was missing from the admin's task list, so
article drafting always ran on the fallback model whatever an administrator
chose; and `.jpx` stem images were sent as JPEG because `mimetypes` guesses
that from the name, so the provider rejected them two hops later.
An administrator must pick a tool model in Settings → AI models. Until then the
tutor says a figure exists that nothing could read, rather than describing one
it cannot see.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
Six cards of prose sat under two mock players that already showed the thing.
"A player built for how the paper asks. Sit a session as study or as an exam
block…" is the picture above it, written out again, and a stranger reads
neither. They are gone, and so is the heading over the band — it named what the
pictures show.
A third panel joins them: an analysis with a ring that fills and three bars
that grow. No figures and no labels, because a number on a landing page is a
number nobody checks; the shapes move and where they sit says what they are.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
`search_vector` weighted title, summary and `content` — but `content` is NULL
for 323 of 331 articles, because everything the generator writes goes into the
`sections` JSON and only the eight hand-seeded samples ever used the column. For
98% of the library the body contributed nothing to full-text search, so a term
that appears only in a section — a drug name, a diagnostic criterion, an
eponym — returned nothing, and did so silently.
A generated column cannot contain a subquery, so the extraction is an IMMUTABLE
function it can call, and `content` stays in the expression for the eight that
use it. Proved rather than assumed: "supraglottoplasty" appears in no title or
summary in the corpus and now finds Laryngomalacia; before this it found
nothing.
Uploads are capped at 2 MB rather than 10. A document here is a query, never
content — read once to find matching questions in the bank and then
discarded — so the cap is about how much text is worth reading, and past two
megabytes somebody is uploading a textbook.
The previous commit's message covers only the litellm removal; it also carried
the 36 rewritten article summaries and the prompt rule behind them, which were
finished in the same window.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
litellm was doing nothing this project needs. Nine call sites, all the same
shape — model, messages, a temperature, an api_base pointing at the proxy — and
no streaming, tools, response_format, fallbacks, retries, Router or cost
tracking anywhere. `_proxy_model()` prefixed every model with `openai/`
specifically to stop litellm routing by provider, which is to say the SDK was
configured to behave like the OpenAI client it now is. Embeddings, model
discovery, speech and transcription already went over plain httpx.
The client is built in one place instead of thirteen assembled kwargs dicts,
and three things about it are deliberate: the base URL normalises to end in
`/v1`, because the SDK appends to whatever root it gets and litellm happened to
tolerate the bare host; `max_retries=0`, because the SDK retries twice by
default and would have turned the hand-written three attempts in
`extract_questions` into nine; and a placeholder key when none is configured,
so an unconfigured deployment fails at the request with the 502 every call site
expects rather than inside the constructor with a 500.
Verified against the live proxy rather than only against mocks: sync client,
async client and `_call_model` each returned from llm.danvics.com, and the
service boots clean. Nine distributions dropped, 156 to 147.
This also unblocked requirements.txt, which could not be edited at all while
litellm==1.28.13 — withdrawn from PyPI — was pinned in it.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
**Linking.** A question could be tied to an article only from the article, by
typing the question's number into a box — so opening a question you had just
linked showed no sign of the link, and there was no control to add one. Both
ends now search: find the article by title from the question, find the question
by stem from the article, pick which section of the article the link lands on,
and see what is already linked. One shared finder, so the two ends of one
relationship cannot describe it differently. `GET /questions/{id}/articles`
mirrors the endpoint that already existed the other way, and `GET
/articles/linked` is retired — it answered this question by shipping the whole
prose of every linked article to the quiz player for a list of titles.
"Practise this topic" is a reader's control and no longer appears on an editing
screen.
**The player.** The rail was a bordered card floating in the page with a
scrollbar of its own, so a session had two scrollbars side by side and a
collapse handle tucked inside the card's padding. It is a column now: flush,
full height, its own background rather than its own border, the handle on the
boundary it moves, and a progress bar under the count. The bar at the foot is
the bottom edge of the window — three flush segments, no gaps, no pills —
because Exit as a small grey pill beside a large blue Next made leaving look
like the accident.
Study mode no longer asks whether you are sure. Leaving suspends: every answer
is saved, nothing is graded, and it is waiting where you left it — so the
dialog asked permission for something reversible, under a name for something
that does not happen. An exam still asks once, because a block has a clock, and
it now says what it is: "Leave this block?", not "End Session".
Options are lettered. The explanations already are — a stem extracted from a
board PDF says "Preferred Response: E" — so numbering them 1 to 5 left the
reader translating between two labellings of the same five lines. The tutor is
told the same letters, and the answer key is marked against its own option and
declared authoritative, so a model that would have answered differently cannot
tell a student the marked answer is wrong.
"Preferred response" and "Source page 518" are gone: the first labelled a block
that is obviously the answer, the second named a page of a book the learner
does not have. The clocks moved out of a grey strip across the explanation,
where they read as part of the answer, to the foot of the rail with everything
else about the session.
**AI Mode.** Sources are headed and counted at the end, where evidence belongs,
with the practise button after them rather than above. That button appears only
when there is something to build from and says what it will build — it used to
sit under "how can I help you today?" offering to make a session out of
nothing. A cited question opens in place: `/questions/:id` is the editor, so
following one dropped a learner into a form for changing the question they had
just been told about. And a session built from a chat is named like every other
session, rather than after the chat — asking "hi" produced "hi — practice".
Also: two test questions with raw `<p> </p>` in their stems were live in
the bank; retired. And 36 article summaries were written as a table of contents
with the colons filed off — "Peanut allergy prevention and management: LEAP
guidelines by risk tier, risk stratification, and anaphylaxis treatment" — every
noun phrase sounding informative and none of them saying anything. Rewritten as
claims, with the rule added to the prompt that produced them.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
A library holds both articles and questions now. It held only questions, so the
bookmark on an article had nowhere to write and stood in for the questions
filed under the topic instead — which is not what a reader who saved the
reading asked for, and left a topic with no questions unsaveable. Its own
table rather than a nullable column beside `question_id`: that shape allows a
row with both or neither, and every read then has to say which kind it is
looking at.
Which libraries already hold an article is now asked of the server, as one
question. It was kept on the device because the API could not answer, which was
wrong on the second machine and silently so. Putting one back is the same
control rather than an undo somewhere else.
"Short" is called Summary, because that is what the section is called, and it
is a toggle rather than one tab of three — the whole topic, or the part of it
worth revising, which is a different kind of choice from Long versus Clinical.
It names its own state, so a reader can tell why two thirds of the contents are
not there. The stored variant stays `short`: renaming it would be a data
migration to change a word on a button.
Also: `litellm==1.28.13` has been withdrawn from PyPI, so requirements.txt
could not be edited at all without the pip layer failing to rebuild — which is
what blocked pinning Pillow. Repinned to 1.53.1, the nearest still published;
the three things we use are unchanged in it, and both suites pass on the new
set. Pillow is pinned properly now rather than arriving through PyMuPDF.
One consequence, handled: `litellm.utils.get_valid_models()` now returns
nothing unless a provider's own API key is in the environment, and ours is a
proxy. That branch is only reached when no proxy is configured, and it now says
so instead of answering with an empty list that reads as "this site has no
models".
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
A question's stem image is two to four megabytes of scanned radiograph, and a
media grid is forty of those pulled at full size to draw forty postage stamps.
`?w=256` and `?w=640` now serve a WebP copy instead, made on the first ask and
kept beside the original under `thumbs/{width}/{key}` — same bucket, so nothing
new has to be configured for them to be backed up or thrown away.
Three rules, all about not making this a way to spend the server's afternoon.
Those two widths and no others: any other `?w=` is refused with a 400, because
an endpoint that resizes to whatever the query string asks for is a CPU sink
anybody can point at. Never enlarged: a 180px image asked for at 640 is served
as it is, since scaling up invents detail and charges bytes for it. And best
effort throughout — a PDF, an SVG, a truncated upload or a file that is not the
image its name claims all serve their original rather than failing, because a
preview must never take down the page that wanted it.
Authorisation is unchanged and still runs first: a thumbnail of a file you may
not read is a file you may not read. They stay `private, no-store` like
everything else here — they are behind authentication, so there is nothing for
a shared cache to do with them, and the win is the byte count.
EXIF rotation is read before anything measures the image. Every phone stores a
portrait photograph sideways with a flag; a thumbnail made without reading it
is a sideways thumbnail.
Pillow rather than sharp, which is Node. It is not pinned in requirements: the
pin invalidates the pip layer, and that layer no longer builds because
litellm==1.28.13 has been withdrawn from PyPI. Re-pinning litellm is a
deliberate upgrade of the AI layer, not something to slip into this. Noted in
the TODO.
Also: the article hover-card excerpt was printing `[[288|eczema]]` at readers.
The generic markdown-link rule does not know our own cross-reference syntax, so
it left the brackets and the id behind.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
The article was capped at 1080px and centred, so most of a wide window was
margin while the prose ran as a thin ribbon down the middle — and following a
cross-reference opened a whole second reader, rail and all, inside half of
that. Each further click started further right.
The rail is flush against the left edge of the window now, sticky and full
height with its own scroll, and the article takes the rest. Split view is a
third column of the same grid at a fixed width, so the article reflows once
when the pane opens and never again however deep you go. The pane renders the
reader bare — no rail, no depth switch, sections already open — because a pane
is a column to read, not a page to navigate. It keeps a trail: following a
reference from inside it replaces its contents and offers a way back, since
the only way back before was the browser, which takes the article with it.
The offset the rail starts at is measured off the navbar rather than written
down, because that bar collapses as you scroll and a hard-coded number would
leave a band of page above the rail or hide its first line.
The depth switch moved up beside the sections, where it reads as what it is —
our high-yield — and the rail follows it: a contents list naming sections the
body is not showing is worse than no contents list. A breadcrumb in the sticky
bar tracks the section under your eye, the rail is collapsible and remembers
it, and the toolbar carries text size and save-to-a-library.
And the summary no longer prints `[[288|eczema]]` at the reader. At the head of
an article it is prose in context, so it renders with its references live; in a
card or a list row the card is itself a link, and a link inside a link swallows
the click that was meant to open the article — so there it is flattened to its
labels.
Full-bleed and the session chrome are now separate claims. A reader wants the
window; a reader does not want the section strip taken away, because every link
on it is somewhere they may legitimately go mid-article. That is not true
inside a session.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
`Question.is_shared` defaulted to 1 and was only ever set by a route nothing
called, so in practice it divided the bank into "everything" and "everything,
plus your own private ones" — a distinction that cost every recommendation
denominator a join and never changed an answer. Who may reach the bank is the
site's own access rules; who may manage a question is the category grant tree.
So the two predicates the whole bank was built on are now the same thing, and
say what they actually mean: a question is out of reach if it has been deleted
or belongs to a course. Nothing else. The column is dropped, the route that set
it is gone, the bulk "share" action with it, and the Private tile and pill go
from the question manager.
The tests that turned on it have been rewritten rather than deleted, because
the rule they were really about survives: revoking a question still revokes
every session carrying it — by deleting it, which is the only revocation left.
Several others named a category holding exactly two reachable questions and
then answered two particular ids; that category holds four now, so they name
the pair instead. A session's own sharing flag is untouched — that is a
different thing, and it is still how a session is handed to somebody.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
Nothing had imported it since editing moved to the full page; the only thing
that still referred to it was its own test.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
A tree you expand in place grows downwards, so opening a branch six deep
pushes everything under it off the screen and the thing you were looking at
ends up somewhere you have to hunt for. Columns grow sideways instead: each
level is its own list, the branch you opened stays lit where you left it, and
the path you took is readable straight across the headings.
The strip scrolls so the column just opened is at the right edge with the one
before it still beside it — two levels of context, and the ancestors clipped
off the left with their headings legible, so going back is a click on
something visible rather than a Back button. The strip is the scroller, not
the page, so descending never moves the page under the reader.
Not wired into a page yet; the reading library is being rebuilt alongside it.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
Exit, Pause and End Block are the loudest decisions on the screen and were
three grey pills the same size as everything else. Each is an icon and a word
now, bold enough to reach for without reading, and on the exam's navy they are
white with End Block in red.
The rail said "Session questions" on every session ever sat. It says which one
this is instead — the mode, the title, how far through — so a repetition, which
is titled as one when it is built, is visibly practice rather than a score that
counts. The Review badge moved there with it; two of them on one screen saying
the same word about the same block was one too many.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
Three decisions the owner made about where content lives.
Otitis media was split across two roots — the acute form and mastoiditis under
Infectious Disease, effusion and the recurrent form under Otolaryngology — so
somebody looking for "the ear" found half of it twice. All of it is in ENT now,
with the three forms as children of Otitis Media rather than four siblings
saying nearly the same thing. The questions keep a link back to Infectious
Disease; they are still infections.
Surgery was a root with 34 questions, no children and no ABP domain, so that
content was invisible to the blueprint entirely. Nothing about those questions
is "surgery" in the sense the outline uses: they are bowel obstruction in a
neonate, a burn, a torsion, a swallowed coin. Each is now filed under the topic
that names its condition — read off the stem and the keyed answer one at a
time, because no rule derives that and a rule that guessed would be worse than
the root they are leaving — and every one keeps Surgery as a subject tag, which
is the axis a discipline belongs on.
Gynecology is its own branch, mapped to domain 20 as the outline has it at
20.B. It was living under Adolescent Care, so Genitourinary drew from a pool
missing a third of what it should hold. The sexually transmitted infections
beside it stay where they are: those are 3.B, and the outline means them there.
Four topics were made for questions that had nowhere honest to go — Burns,
Foreign Body Ingestion, Procedural Sedation, Chest Wall Deformity.
569 topics, 28 roots, 2,924 questions, none orphaned, none without an organ
system, and no two ABP domains sharing a category.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
The exam bar had a navy background and dark navy text on it, so the two
numbers it exists for — which item, which block — were invisible, and the
rail's own hide handle was a white disc with a white chevron inside it. The
round arrows were drawn by the chrome while the labels still carried chevrons
of their own, giving every control two. All of it is flush now: the player's
page gutters were still there, framing a full-window exam in white.
The block's tools are the block's. Labs moved to the bar across the top, so the
copy of it under the stem is gone, and reading a paper aloud is not something
an exam offers — Listen, Listen through and the highlight clear are study's.
Next carries on being Next at the last item. There is nowhere further to go, so
where it goes is out: it ends the block. Disabling it there left the hand that
had pressed it four times with nothing under it. End Block stays where it is —
two controls, one outcome, because what you reach for at the end of a block is
not always what you have been pressing all the way through it.
The lab panel was two components sharing one class name, so the list's layout
leaked onto the column holding it and its controls — written for a dialog —
came out as bare browser buttons. Now it is its own thing, wide enough that
the reference range no longer runs off the right-hand edge, and stacked so
every value is legible at any width. The disclaimer about ringing your own
laboratory is gone; nobody sitting a board question is going to.
And nobody edits the reference table from inside a session. An educator
answering a question was one keystroke from changing a range every learner
reads. It lives in Settings → Tools now.
Also: the full-window session shell is claimed by the player rather than
guessed from the URL — /study/42 is also the screen that asks whether to start
one, and that screen is an ordinary card that was being left marooned in an
empty window with its own navigation stripped. And "Multiple choice" above five
lettered options labelled the obvious.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
The complaint was that biostatistics and research ethics were the same thing
filed twice. They were — and under them the topic tree had no home for
research, biostatistics, ethics, patient safety or quality improvement at all.
Domains 23 (Ethics, 2%) and 24 (Patient Safety, QI and Research Methods, 2%)
both pointed at the single row "Professional Topics", and 19 (Nephrology, 3%)
and 20 (Genitourinary, 3%) both claimed "Nephrology & Urology". Six per cent of
the paper rested on two rows that could not be told apart, so an adaptive
session could not weight either half of any of those pairs.
Every domain now owns its own topics, with none shared: 19 takes the kidney
topics and 20 the genital and urological ones, and Professional Topics gains
Ethics, Patient Safety & Quality Improvement, and Research & Biostatistics. A
blueprint-shaped paper draws from all 24 domains with no shortfall; two of
them — Psychosocial Issues and Child Abuse and Neglect, 3% each — had a pool of
literally zero before.
And 93 topics that were one idea under two names are now one: 25 "Pediatric X"
leaves under a root already called X, on a site that is paediatric throughout;
66 plain synonyms (Nocturnal Enuresis and Enuresis, Down Syndrome and Trisomy
21, Eczema and Atopic Dermatitis, Chlamydia filed once per discipline that
mentioned it); and two abuse topics onto the ABP's own headings. Every merge is
written out by id *and* name and refuses to run if either has moved — no
normaliser, no fuzzy key, because a key that ignores digits puts Trisomy 18
into Trisomy 21. Questions move before any row is deleted, and a cross-filing
that would have been lost becomes a link instead.
566 topics, 2,924 questions, none without a primary topic, none without an
organ system. Backups either side in backups/topics_*_reorg_*.sql.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
Only the question scrolls in the middle column now. The bar carrying the item
counter and the tools was inside the scrolling area, so it went up with a long
stem — exactly when you wanted it.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
The exam player takes the window. The shell was sized against the header with
a number that did not include the navbar's own 32px of margin, so the block bar
— the one thing on the screen that must always be reachable — sat below the
fold and had to be scrolled to. Exam mode now hides the site chrome entirely
and is the viewport, which makes the arithmetic honest and matches what a board
looks like: item and block in a box at the left, the two arrows in the middle,
the tools at the right, the question-status rail down the side, and the clock,
Pause and End Block along the bottom.
Shortcuts is gone from the bar, and the labs open into the column beside the
question in both modes rather than a box over it.
Nothing is handed in behind the learner's back. The clock reaching zero stops
the block and says so; closing Time's Up submits, and the player stays put
showing the answers, which is the review. The server no longer settles an
expired attempt at all — listing sessions used to mark any paper whose clock
had run out, so opening a page could score a block the learner had walked away
from, and the first they knew of it was a result.
Reviewing an attempt is now the player with the answers in, not a dropdown and
a card. Same rail, same layout, same labs, same way out — and on a phone the
same burger opens the same question list, from one shared rule about which
routes are a session.
Also: the rule-out toggle sits beside its option instead of pinned to the far
edge of the card, so an option box is as wide as its own words; the voice
picker leaves the player, since a reader's voice is a setting and not a
decision to retake every session; figures carry no invented "Figure 1" — a
label is what prose refers to, and the backfill knew of no prose, so 346 of
them said only that an image was an image; and the landing page shows the two
modes happening rather than promising six things in a sentence.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
three controls at the foot
The rail is a sidebar now rather than furniture: a long stem wants the
width, and the list is one press away on a handle that sits where the
rail was. Remembered, because somebody who put it away meant it.
Labs moved off the top toolbar onto the question's own bar, beside the
attending tip, and open as a column next to the case instead of a dialog
over it — a reference range is read while re-reading the stem, and a
dialog covers the thing it is for. Below 1150px there is no room for a
third column and it goes back to being a dialog.
The calculator is the exam's alone. A study session has no clock to beat
and no arithmetic to do under one; both it and the old Lab values button
were in that toolbar because the exam player and the study player were
one screen.
And the bar at the foot is three things: leave, back, on. The question
count and the list behind it are in the rail, and on a narrow screen
behind the site's own menu button — repeating them crowded the one row
that has to stay legible under every question.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
The section bar is gone while a session is open. Every link on it leaves
the session you are sitting, and the 46px it takes is 46px the question
wanted — which is the whole argument for the player being a fixed-height
box in the first place. It comes back when you leave. The page's gutters
and its 1200px cap go with it: those are for reading, and a player is a
box whose columns scroll inside it.
Skip and Next are two words again. They are not the same decision —
moving on from a question you have not answered is a choice — and the
only reason to merge them was a pair of arrows at the top of the screen
that said Next for both. Those arrows are gone instead: the bar at the
foot is sticky and carries Prev and Next already.
Favourites are out of Collections. They are marked while sitting a
session and sat again from the builder, filtered by system or discipline
like anything else, so a card in Collections was a third place to meet
the same star and the one furthest from where it is used. Mark is called
Favourite everywhere now, including the builder's own filter.
AI Mode is a page: a rail grouped by age in whole local days rather than
elapsed hours — a chat from 23:00 last night reads as yesterday — a
centred ask box, and starting prompts that are all questions a library
can answer. Attach was left out rather than drawn: there is no endpoint
behind it, and a button that does nothing is worse on a page whose whole
argument is that it only says what it can source.
Two real defects turned up in that work. A brand-new conversation's first
question was wiped by the fetch that followed creating it, which was a
flicker before and fatal for a question arriving from the search overlay.
And `updated_at` is serialised naive, which JavaScript reads as local
time and can slide a chat a whole offset into the wrong day; handled in
the page, but the honest fix is timezone-aware timestamps on the API.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
Ctrl+K anywhere. Searching and asking are the same act from where the
learner sits — they have a question and want it answered — so which one
happens is a toggle rather than two destinations to choose between before
typing. It opens over whatever is on screen, because a question arrives
while you are reading something and having to leave that page to ask is
how the question gets dropped.
Search keeps its furniture: suggestions, the history of what was asked,
and the keys spelled out. Space fills the box with a suggestion rather
than following it, so a near-miss is edited instead of retyped. AI Mode
drops all of that — a list of half-remembered searches is not help while
writing a question — and gains a clear button and a submit arrow.
Submitting in AI Mode does not show results. It hands the question to the
conversation at /ai?ask=, which is where the follow-up will be asked from
anyway.
The header's search box becomes the door to it rather than a second box
beside it: two fields that do nearly the same thing is how people learn
to trust neither.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
landing page describes this product
An objective is now required to build a session, not only asked for in
the interface — the interface asks, and this is the same rule where it
cannot be walked past. Only where there is something to choose: a
deployment with no exams, and the first administrator of a fresh one,
must still be able to build a session. A rule that locks an empty site is
not a rule, it is a fault.
Saving a question into a folder is one box that searches what you have
and offers to make what you do not. It used to say "make one in the
question bank" and leave you to go and do it, which means leaving the
question you were reading and coming back to find your place. A name
that already exists exactly is not offered twice; a partial match offers
both, because wanting a narrower folder called "cardio" is not the same
as wanting the one called "Cardiology misses".
The landing page is rebuilt. Its copy described a product from months ago
— "upload a PDF, AI extracts questions", which is one feature of many now
— and it was 568 lines of inline style objects, which cannot express a
hover, a media query or a keyframe. The figures come from
/api/public/stats and count up; a failed fetch renders the section
without them rather than showing noughts, which would be a lie about an
empty bank. Motion is CSS and SVG, and prefers-reduced-motion turns all
of it off — including forcing the scroll-revealed elements visible,
since a hidden element with its animation removed is how respecting that
setting turns into a blank page.
Two smaller ones from the screenshots: the collections shelf is boxed
rather than scrolling past everything else on the page, and its rows no
longer carry the entire stem — lab tables and all — in a native tooltip
that covered half the screen and could not be dismissed.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
Choosing what you are studying for has no way past it now but to answer.
It decides which questions exist, how relevance is weighted and what
readiness measures against, so an account that never answered it was
being shown the whole bank by accident rather than by choice.
What is guarded instead is asking a question that cannot be answered: if
the list of objectives fails to load, or there are none, nothing is shown
at all. A modal with no options in it is not a question, it is a locked
door.
GET /api/public/stats, unauthenticated, so the landing page can state what
there is rather than what someone typed into the markup months ago — a
number written into a page goes stale the week after and nothing breaks
to say so. Counts only, and only of published material: how much there
is, never what it is, so there is nothing here to walk.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
Cap moved from /cap/ under this app to cap.pedshub.com, so anything else
on this machine can use the same instance. Caddy terminates it, the
backend keeps verifying over the compose network rather than going out
and back, and the widget endpoint is configuration rather than a path
baked into the component. Verified: a challenge is issued on the
subdomain, and a token that was never issued is still refused.
"Correct using hints" is now a per-topic figure. The knowledge profile's
accuracy bar was two-tone because /study-tools/recommendations carried
only `answered` and `correct`; the hint count existed lifetime-wide but
never per topic, and inferring one from the other would have been a
different set of answers drawn as though it were this one. The column
was already on attempt_answers, so it is a group-by, and the bar is
three-tone as the reference has it.
And the objective is asked for. It decides which questions exist, how
relevance is weighted, and what readiness measures against — and it was
possible to sit a whole board paper without ever being asked, because no
objective quietly means the entire bank. That is a reasonable default and
a poor thing to arrive at by accident. Five of six accounts here had
never set one.
It can be declined: "everything" is a real answer, and trapping somebody
behind a modal because a list failed to load would be worse than the gap
it closes. Declining is still a choice made, which is the point.
Also in this commit, from the exam-player work: Show answer in study mode
that reveals without recording an answer, review keyed on the attempt
being closed rather than every question being answered — a block that
timed out with nothing answered is over too — and the exam top and bottom
bars. That work found something worth knowing: the exam player is *served*
questions with no correct answer and no explanation, so review cannot
un-hide what it never had, and the player refetches the marked version
once the attempt closes. Nothing is revealed while a block is running.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
Proof-of-work rather than a puzzle, and — the reason for it — nothing
about the person signing up is described to a third party in order to let
them in. Turnstile and then hCaptcha were both here; both told Cloudflare
who was at the door.
The `cap` service runs on the compose network with its own Redis
database, kept apart from the app's so a flush of one cannot clear the
other's challenges. The widget talks to /cap/ on this origin, proxied by
the frontend's nginx, so the browser reaches nobody else either. Caddy
passes the whole host through to that container, so it needed no change.
Two things that had to be found rather than read:
Cap's key API is undocumented. The routes are `/auth/login` and
`/server/keys`, and the Bearer value is base64 JSON of `{token, hash}` —
not the session token itself, which is why the obvious call returns
"Malformed session token". The site key and secret were created that way
rather than by hand in a dashboard.
And an nginx proxy_pass whose target is a variable passes the URI through
untouched: the trailing slash that strips a location prefix on a literal
target does nothing. Cap was being asked for /cap/<key>/challenge and
answering NOT_FOUND until the prefix was stripped by an explicit rewrite.
Verified end to end against the running service: a challenge is issued
through the public path, and a token that was never issued is refused
rather than waved through.
Also here: the register modal's Name and Email were bare labels that
neither wrapped their input nor named it, so a screen reader met two
boxes with no names and clicking the word did nothing.
And the knowledge profile paginates ten to a page and expands each row to
its two bars beside the next step. "Correct using hints" is missing from
that bar because /study-tools/recommendations does not carry it per
topic — inferring it from the lifetime figure would be a different set of
answers, so the bar is honestly two-tone until the backend offers it.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
One verifier, backend/app/services/captcha.py, and one widget,
components/Captcha.jsx. There were two copies of each and they had
drifted: the register widget loaded the script itself while the landing
one relied on a page-level effect elsewhere in its file, and on the
backend auth failed *open* on an unreachable Turnstile while contact
failed *shut*.
Both failure modes were kept rather than one quietly chosen, as an
explicit `fail_open` argument with the reason written down: an outage that
stops people creating accounts costs the site its users, while an outage
that bounces a contact message costs the sender one retry.
An unconfigured secret still skips verification entirely, as before, so a
site with no keys keeps working.
The keys in .env are empty. The Cloudflare ones there were live and are
now dead, so **there is no captcha on register or contact until hCaptcha
keys are issued** — this is not a state to leave a public site in.
Also corrected on the way: docs/frontend.md still documented
`login(email, password, turnstileToken)`, whose third argument had
already gone from AuthContext.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
analysis is a real tab
Adaptive selection knew what you were weak at and nothing about what the
exam is made of, so being weak at something worth 5% of the paper ranked
the same as being weak at something worth 1%. Every score is now
multiplied by the weight the board publishes for that topic's domain —
the same `exam_blueprints.weight` behind the Relevance column.
A topic the blueprint does not cover takes the median published weight. A
zero would make unmapped material unreachable and the highest would make
it the priority; neither is a claim the blueprint supports. With no study
objective the multiplier is absent and selection is about weakness alone,
exactly as before.
Weight scales weakness, it does not replace it: a topic you are certain of
does not surface because it is worth 5% of the paper, because (1 −
accuracy) is near zero and no multiplier rescues that. docs/adaptive-
sessions.md says all of this, including what is still open.
Session analysis is the third tab rather than a link out of the page —
two of the three used to change what you were reading and the third took
you somewhere else. The tab bar is one component both routes wear,
AnalysisSessionPage's body is a component the tab renders in place, and
the tab lives in the address so a link opens where it says.
Two things that were wrong turned up in that work: a session nobody had
sat showed 0% in the figures and "0% correct" in the donut — two separate
statements of a score on a session that had none — and the old third tab
disappeared entirely for anyone with no attempts, so the strip silently
changed shape.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
written down
The yellow was a gradient stripe under the x-height, which reads as an
underline rather than a highlight and all but vanishes on a wrapped line.
It is a solid band now, the way a highlighter leaves one.
A block that ends without warning ends on whatever question you happened
to be reading. Five minutes out it says so — once, because a warning that
returns every second is a warning nobody reads.
And docs/adaptive-sessions.md, because "prioritised by impact" was a
phrase with no written meaning. It says where the code is, what the three
rules are — unanswered first, weakest topic among those, then wrong ones
oldest first with the category damped so twenty questions do not all come
from your worst subject — and, as plainly, what it does not do: it is not
weighted by the exam blueprint. Weakest and most-of-the-paper are
different questions and we answer only the first. The refinement that
would combine them is written down too, with the column that already
holds the weights.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
The incomplete-block warning is the one from the screenshot: a red
heading that says the block is incomplete, the count of unanswered items,
the sentence about resuming not matching exam day, and End Block against
Remain in Block. My version asked the question in my own words and led
with the wrong button.
Pausing says "Exam Paused" and offers Return to exam. Nothing else — the
warning about real exams is somebody else's disclaimer, not ours.
Exit session asks "Are you sure you want to end this session?" before it
goes, rather than going.
Time's Up says what it is and the button says Close, which is the only
thing left to do: it is already handed in and marked, and Close lands on
the session's analysis.
One name for one action: the bottom button read Skip on an unanswered
question and Next on an answered one, while the arrow an inch above it
said Next for both.
And the rail shows stems again once the block is handed in. Numbers while
it is being sat — reading ahead is not something the exam being rehearsed
allows — but there is nothing left to protect afterwards, so the review
reads like study mode.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
Retiring three vocabularies at once was my call and the wrong one. Keyword
had to go — it was the old route to an organ system, which a topic now
carries, and that took Systems from half the bank to all of it. Subject
and disease went with it on the argument that the topic tree says the same
thing. It mostly does, and "mostly" is not a reason to remove the
vocabulary people had learned to filter by.
203 subjects and 2,275 diseases are back, with their 14,029 links, and the
Disciplines and Diseases pickers with them. Keywords stay retired.
The backup I wrote before deleting was not where I said it was:
`./backups` is mounted on db-backup, not on backend, so the file went with
the next container rebuild. The rows came from the nightly dump instead,
which is what that dump is for. scripts/restore_subject_disease_tags reads
a pg_dump extract, is idempotent, and resets the sequence afterwards so
the next tag created by hand does not collide with a restored one.
/tags serves subjects and diseases from their own links again, and systems
through the topics that carry them.
The Performance tab is ordered as the reference has it: the trend beside
the split it is a trend in, and Completion's four figures underneath.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
Deleting a user failed with a not-null violation from quiz_attempts.
Every foreign key to users is already CASCADE or SET NULL in Postgres,
but the ORM relationships had no passive_deletes, so SQLAlchemy insisted
on emptying each one itself by writing NULL into columns that refuse it.
passive_deletes leaves it to the database, which knows. The two tables
that genuinely cannot forget a user — question_categories and
quiz_categories are NOT NULL and NO ACTION — hand their rows to the
administrator doing the deleting: the taxonomy is the site's, not the
author's.
/tags counted through question_tag_links, which is now empty, so every
organ system read zero and an active exam hid them entirely. It counts
through the topics that carry them instead: 2,919 of 2,924 questions, all
sixteen systems with real numbers. The session builder's Disciplines and
Symptoms pickers were over the retired vocabularies and are gone —
Topics is the same axis said once and said better, 673 against 203.
The end-block dialog offered one button. A confirmation with one button
is not a confirmation: it now leads with the way back into the block,
says how many are unanswered as a sentence rather than a grid to count
by eye, and the unanswered are numbers you can press to go there.
Registration asks for the password twice, on both forms — a password you
cannot see is one you can mistype into an account you then cannot open.
The public pages had no footer, so signing in meant losing the way to
About, Contact and the clinical disclaimer. They sit in a plain layout
that keeps it.
Draft batches can be filed from the workbench: the topic they file into
is a picker at the top, and nothing crosses over until it is set.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
claims to hold them
The scaffolding is down. 203 subject, 2,275 disease and 4,281 keyword
tags, and 25,356 links, deleted — backed up first to a 1.9MB JSON of
replayable rows, because "we can always put it back" should be true
rather than said. The 16 system rows stay: categories point at them.
With them go the things that only existed to feed them — the
classify_questions task, its snapshot helpers, POST /tags/classify and
its status poll — and the three Taxonomy tabs that would now always read
zero. A tab showing 0 forever teaches people the page is broken.
The organ-system filter in the session builder moved onto categories with
the rest, including everything beneath a matched topic, so it groups the
way the analysis does.
Registration: `settings:registration_enabled` was set to false, and there
was no switch anywhere on the site to set it back. The API had always
accepted it; the Site policy page had never shown it. So the site could
be closed to new members with the admin looking at three switches, all
correct, and no way to see the one that was actually refusing them. It is
now the first switch on that page, and says plainly that the ones below
it have nothing to act on while it is off. The SSO-only flag was hidden
the same way and is shown when SSO is configured.
Deleting a topic no longer silently unfiles its questions. It asks where
they go, and says how many are waiting, unless the topic is empty — the
same rule promotion now follows. Its extra category links move too,
minus any that would duplicate a pair the destination already has.
Back links: Trash, Extraction jobs, Taxonomy and the Handbook had none at
all, and Access pointed at the wrong section. They are one component now,
each returning one step to the section it was opened from. Editorial has
its own entry in the section bar, so its Tools card is gone rather than
being a second door to the same room.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
that stops answering the wrong question
Invite-only was set and the sign-up form had nowhere to type a code.
There are two registration forms — /register and the modal on the landing
page — and only the first had been taught about invite codes. The modal
is the one most people meet, so turning the gate on failed everybody with
"an invite code is required" and no field to satisfy it. It now asks the
same signup-policy question and shows the same field.
Dictation records to our own transcriber first and falls back to the
browser's recogniser only where recording is unavailable. It was the
other way round for speed, but the browser's speech stack announces
itself to the user in ways we do not control — Firefox interrupts the
page with a warning about a missing Speech Dispatcher library, which is
alarming and is not about us.
A draft question could be promoted into the bank with no category. That
question would reach nothing: no discipline, no organ system, no
relevance, no row on any tab of the analysis — in the bank and invisible
to every page that counts. Promotion now refuses, before an id is spent.
And "Your overall analysis" is out of the session rail. It put lifetime
figures one click away while you were standing in front of a single
session, which is the thing that was supposed to have moved to the
Performance tab.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
A question reached a system through a symptom keyword it happened to
mention — question → keyword → parent system — and only 726 of 4,281
keywords had ever been given a parent. The Systems tab saw 1,492 of 2,924
questions while Disciplines saw all of them.
The system now sits on the category: question_categories.system_id. Every
question has a category, so every question reaches a system. 2,919 of
2,924, and all sixteen buckets have real content.
It stays a third way of asking rather than the discipline tree relabelled
because a topic's system is assigned separately from where it sits in the
tree. scripts/assign_category_systems takes the discipline as a default
and lets the topic's own name overrule it, which is exactly the case that
makes the axis worth having: conjunctivitis is filed under Infectious
Disease and is an eye, osteomyelitis is filed there and is a bone. 110 of
660 topics were decided that way.
Two regex traps caught in the dry run and fixed before applying:
"adRENAL" matched the kidney rule, and "Abnormal Uterine Bleeding" matched
the bleeding rule. Both now have a specific rule above the general one.
I first tried to fix this by parenting the orphan keywords to systems,
deriving each keyword's system from the questions carrying it. The dry run
showed why that was the wrong shape: it reached only 534 of 3,555 orphans,
and inherited every coarse edge of the discipline map — conjunctivitis came
out as Multisystem because conjunctivitis questions are filed under
Infectious Disease. That script is left in place, unapplied, as the record
of a measurement worth keeping.
No ForeignKey on system_id in the model: question_tags is a raw-SQL table
with no ORM class, and declaring one leaves every metadata build unable to
resolve it. The constraint is real in Postgres.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
Four things, all from one screenshot pair.
The Review button in a study session was inherited from the exam player.
Reviewing a block before handing it in is an exam idea; a study session
has nothing to hand in — it keeps going until every question is answered
and at that point it *is* the review. The review link, the top-bar
button and the rail button are exam-only now, and a study session whose
questions are all answered says "Finish session" and submits rather than
opening a dialog to ask a second time.
The drawer's "Qbank" pointed at /questions, which has never been a route
— /questions/:id is the editor. It went nowhere. It points at
/question-bank, and Collections and AI Mode join the list.
While a session is open on a narrow screen, the navbar burger now opens
that session's questions instead of the site menu, which is a tab inside
the same drawer. Two menu buttons an inch apart, one of which leaves the
session you are sitting, is the wrong offer. The player claims the button
only while it has no rail, and hands it back when it leaves.
And the drawer says what AMBOSS's does: a Review badge once everything is
answered, the mode in the title, a progress bar under the count, and the
session and question clocks pinned beneath the list.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
AI Mode could cite an article and link to it; it could not do the other
half of the job. POST /ai/conversations/{id}/practice turns an answer
into a study session, built from what that answer actually cited: a
question it named first, then questions filed under the category of an
article it named, then retrieval on the learner's own words. Everything
goes through the bank's visibility rules on the way out — a chat is not a
route to questions a learner could not otherwise reach. Study mode, never
exam: this is reading followed by practice, not a paper.
Two false alarms on the Settings page, both visible in a screenshot:
The STT test called /model/info on the LiteLLM proxy. Our virtual key is
scoped to llm_api_routes and cannot, so a working transcription model
reported a red 403. It now falls back to /v1/models, which the key may
call, and says plainly that the proxy would not confirm what the model is
for — presence, not suitability.
And the TTS test raised a 400 carrying an instruction ("use the Preview
button"), which the page rendered in red with a ✗. That is not a failure.
It answers, and Preview stays the way to hear a voice.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
Favorites and the question libraries in one place. Card and Table views
with the choice remembered, sort by last used / created / name / size
with a direction control, a count line, and a search over name and date.
Favorites leads as a fixed row: it is the one shelf nobody made and
everybody has, so it cannot be renamed or deleted.
Sorted by when each was last used, not when it was made — the order
things were created in is nobody's mental model of their own shelf. A
library nobody has opened falls back to its age, because it is newer to
the learner than it is to the database. That needed
`user_collections.last_used_at`: null on every existing row, since
backfilling from created_at would invent a use that never happened.
A shelf opens in place rather than linking away. The obvious link would
have been /questions?collection=N, and there is no page there that reads
it — the old bank browser was dismantled — so the card would have led
nowhere. Questions can be taken back out from the open shelf, and any
shelf can be sat as a session through the existing explicit_ids builder.
The ⋯ menu moved out of QuizPage into components/MoreMenu; the player
keeps its own look and its own children through className props. It no
longer closes on any click inside, which the player's feedback form and
share dialog were relying on by accident.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
The session analysis ranked its weakest topics by primary category only,
while the Analysis page asked the same question three ways and rolled
answers up the category tree. Two sets of rules for "where does this
question belong" is two pages that can disagree about a learner and
neither able to explain why.
So the rules moved to services/knowledge_groups.py: ancestor roll-up,
article reached through its category, organ system reached through the
symptom keyword. study_tools now asks that service instead of building
the lookups inline, and GET /attempts/{id}/recommendations gives one
session the same Articles / Disciplines / Systems switch. Grouping is its
own call, so changing it does not re-read the question table and the peer
statistics beside it. A running exam ranks nothing — marking it there
would answer the question the exam is asking.
The ungrouped `recommendations` key is gone from the analysis payload
along with the code that built it.
And the document page had no way back. It is reached from the Tools
workbench, which by design has no menu of its own, so leaving it meant
the browser button. It opens onto Tools now, as Tools opens onto
Settings.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
Your score is the share of questions right at your most recent answer to
each. It is deliberately not called an equated score: AMBOSS's EPC rests
on psychometrics we do not have, and a number dressed up as one would be
a claim we cannot support. The card says so.
Against everyone else compares you with other learners on the questions
you have in common — not with their scores on whatever they happened to
sit. A percentile over different question sets reads someone who worked
through the hardest fifty in the bank as weaker than someone who did
fifty easy ones, which is the opposite of true.
Neither appears before it means anything, and each says which half is
missing: more questions of your own, more questions shared with others,
or more learners. The cohort reported is the most any one shared question
saw — distinct learners cannot be summed across questions without
counting the same person once per question.
The "readiness is still locked" note sat above the tab switch and so
appeared on Performance, where it described a table that is on the other
tab. Moved down to the table it is about.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
Two gaps closed. `attending_tip` has been on the question model and in
the API since before this session, rendered by the player — and there was
no field anywhere in the UI to put anything in it. The question editor
now has one, at the foot of the Explanation card.
And the inline kind is written by selecting the words: select "stridor"
in the stem, press ⚕ Tip on that field's toolbar, and the caret waits
where the tip goes. With nothing selected it drops in a marker with
"phrase" highlighted to type over.
A question with no tip offers no button — that was already true in the
player, and is now pinned by a test rather than left to hold by
accident. An emptied tip saves as null for the same reason.
The handbook says how to do both, and what a tip costs the learner:
opened before answering it is recorded with the answer and shown as
"correct after a tip"; opened while reading the explanation it is
revision and costs nothing.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
`GET /study-tools/performance-over-time` returns a point per completed
session with two figures: that session's percentage, and the running
score across everything answered up to that day. The chart draws the
running line and marks the sessions along it — a single session of twelve
questions swings too far to say anything about whether a learner is
improving.
It stays shut below 40 answers or 3 sessions and says which of the two it
is waiting for, rather than drawing a line through two points and letting
the shape suggest a trend that is not there.
LineChart was in the tree unused, with a hardcoded slate palette that
vanishes on a dark page. Rewritten against the theme tokens.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01TqXevQJhxFrM7jJg82cgZN
