dev.snipme:highlights 1.1.0 found comments before it knew the language and paired /* with */ by ordinal, so `//` in any URL commented out the rest of its line, every Rust `#[derive(...)]` greyed out as a comment, a `#` inside a Kotlin string swallowed the line, and `x '*/a/*'` in shell produced a span whose end preceded its start -- the one that crashed a card holding `-path '*/.git/*'`. None of that could be post-processed away, because comments won over strings before the language was known. Highlighter.kt is one left-to-right scanner: at each position it is in a line comment, a block comment, a string, or ordinary code, and every span is emitted by advancing an index, so spans cannot overlap, arrive out of order or run backwards. Languages.kt is a `Rules` row per language -- comment tokens, block comment and whether it nests, the string forms, what opens an attribute, and the keyword set -- so a new language is a table entry. The keyword lists came from the library's SyntaxTokens.kt (Apache-2.0, noted at the table) so nothing that is coloured today turns plain, and RON, TOML, fish and JSON are coloured for the first time. HighlighterTest.kt is a new JVM unit test source set -- 24 cases, the library's mistakes kept as regressions, plus a sweep asserting no span escapes the code for any language on unterminated and empty input. AGENTS.md's app line now runs :androidApp:testDebugUnitTest. Measured on the ai-app emulator, debug build, a ~200-line Kotlin fence sent into a sandbox session: before code highlighted: 1, 101.9ms total, 101.9ms mean, 101.9ms worst after code highlighted: 1, 15.0ms total, 15.0ms mean, 15.0ms worst and a second fence in the same run took 13.9ms, so that is the steady cost rather than class loading. stream-bench.sh after the change: code highlighted: 1, 12.1ms total, 12.1ms mean, 12.1ms worst markdown reparsed while streaming: 1329, 2130.7ms total, 1.6ms mean, 8.7ms worst record: one block: 131, 11.4ms total, 0.1ms mean, 0.4ms worst draw phase 1.21ms per frame, the transcript 0.23ms of it transcript-bench.sh after: draw phase 1.10ms per frame, the transcript 0.49ms (place 0.48), worst place 4.3ms -- unchanged within run-to-run noise, as expected, since the scan happens in `warm` and not while drawing. Looked at on the emulator: a URL inside a Kotlin string, a Rust attribute with a lifetime and a raw string, a shell line with globs and `$#`, a RON fence and a TOML fence all colour correctly; a Bash tool card still colours its command; a plain Python fence -- which this change had no reason to touch -- looks as it did; an unknown language stays plain; and a fence is plain while it streams and colours when it freezes. Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
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Transcript rendering: what was learned, and what is next
Written 2026-09-03 at the end of a week of work on the session screen's
transcript, so the next session can start from here rather than from a
compacted context. Work that is finished lives in "the architecture, as
built"; the running log of how each piece got there has been dropped. AGENTS.md holds the one-paragraph conventions; this is
the longer record: the measurements that drove each decision, the
techniques that worked, the ones that did not, and the order to do the rest
in. PLAN.md remains the design source of truth; nothing here contradicts
it.
The goal, and where it stands
A reply of any length must scroll at the phone's 120Hz without a bump, and must keep doing so while the reply is still streaming in. Measured on the Pixel 9 Pro XL by Bryan, the transcript went from visible stalls at long replies and at lists of links to "I have to actually try to feel any bumps". The remaining work is finish and extensibility rather than performance.
The architecture, as built
Everything below lives under app/androidApp/src/main/kotlin/com/example/aiapp/.
Rows become units, and units are bounded. TranscriptUnits.kt turns a
transcript row into the things the lazy list actually holds. An assistant
reply is not one unit: it is one unit per piece of its markdown, so the
list composes and draws a paragraph, a fence, a table or one bullet at a
time. The reason is the draw phase: a row's display list holds every glyph
of it and is re-recorded whenever drawing is invalidated, and the lazy list
composes an item whole in the frame it scrolls into. The tallest single
row still being drawn before this was 36,982px, twenty-five screens in one
message. Long user messages are sliced the same way (UserChunk), through
the shared cardPiece modifier that draws one card in lazy-list pieces.
One parse per message, addressed by piece. MarkdownPieces.kt's
Piece(block, item) is an address into the message's single parse tree,
not a substring: block indexes the root's children and item one
LIST_ITEM of a top-level list. Cutting was originally done by
re-parsing substrings, which cost a parse per piece and broke reference
links defined at the foot of a message. ParsedReplies caches the parse
and the piece list per text (of, piecesOf), warmed off the composing
thread by TranscriptItems.warm. The parser is still intellij-markdown via
the mikepenz renderer, but its Markdown() composable is not called at all:
MarkdownRoot in Markdown.kt provides the Local* environment itself --
reference links from the parse, padding, dimens, colours, typography, a
no-op image transformer, animations, components -- and MarkdownElement
dispatches a whole block through our component table. Nothing between a
piece and the screen is the library's now except the leaf composables that
table names.
Lists are drawn an item at a time, by us. The renderer has no element
for a single list item, so MarkdownListItem draws one: marker, then the
item's children, nested lists recursing through MarkdownList. The
marker is drawn in one place on purpose; styled bullets per depth go
there.
Links are spans, not nodes. MarkdownLinks.kt. Compose turns every
LinkAnnotation into a layout node (clipped, focusable, hoverable,
clickable, outline recomputed from the text layout). A paragraph of eight
links was nine nodes, and measured against the same paragraphs with each
link replaced by plain words it cost 26.3ms worst measure against 5.2ms,
1.7x the place time. That was the bump at a reply's list of sources.
LinkedText builds the annotated string with the renderer's own inline
builder but answers links itself: colour, underline, a string annotation
carrying the URL, and one tap detector for the whole text that asks the
layout which glyph is under the finger. Hit-testing must check the glyph
on either side of the returned caret, because getOffsetForPosition
returns the nearest boundary; taps on the right half of a glyph otherwise
open nothing. Headings need the ATX_CONTENT/SETEXT_CONTENT child, since
the inline builder draws nothing for a node type it does not know (a week
of blank headings). Tables go through LinkedTable/LinkedTableRow so
cells get the same treatment.
Text draws on the platform directly. A paragraph without an image
skips the renderer's MarkdownText, which charges every paragraph for the
possibility of inline images (placement callback, derived inline-content
map, semantics group, size animation). Paragraphs that contain an image
still take the renderer's path.
Tables spread or scroll without subcomposition. The renderer used
BoxWithConstraints to decide; LinkedTable uses
fillMaxWidth().horizontalScroll().layout { } -- horizontalScroll
passes minWidth through and lifts maxWidth to infinity, so the inner
layout reads minWidth as the room available and takes
max(minWidth, columns * cellWidth).
A streaming reply is reparsed one block at a time. LiveParse in
Markdown.kt freezes every finished top-level block with its parse and
reparses only the tail block per delta. Markdown's block rules make later
text unable to alter an earlier block, with the single exception of a
late reference definition, which is accepted. Measured on a 58-word stream
of list, fence, table and quote: 47 tail reparses at 1.7ms mean. A
single-list stream would reparse the whole list per delta, since it is one
tail block; that is what the rule below cuts.
A streaming list becomes a unit per item. LiveParse.advanceTo cuts at
the last item of a multi-item list (openPiece), provided that item has
content beyond its marker -- a bare - is an empty item now and the first
character of a paragraph line once -x arrives, so cutting on it would draw
that line as a new item. The cut is at the start of the item's line, so the
indentation the reparse reads its nesting from survives. Segment.continues
marks a tail that carries on a list, and MarkdownPiece's
continuesList/listContinues keep an inner item's padding at the seam, so
nothing moves when the seam does. Forty linked bullets streamed a word at a
time went from 2412ms of reparsing to 674ms, and record: one block from
1.8ms worst to 0.7ms.
Fences are highlighted off the drawing thread, and a fence still being
written is drawn plain. Highlighter.kt holds highlight and the scanner
behind it (shared with a tool call's input, so the same code is the same
colours wherever it appears); CodeFence.kt holds the fenceLanguage alias
table and fenceContent. A word not in the table stays plain, because a
fence coloured by the wrong language's rules looks highlighted and is wrong
in a way the reader cannot see. Highlighting is warmed and cached exactly as
parsing is (ParsedReplies.highlighted, filled by warm from
fences(parse)), and highlight takes no colour from the theme, which is
what lets it run off the drawing thread: a two-hundred-line Kotlin fence
costs 15ms to scan on the emulator's debug build -- it cost 102ms through
the library that used to do this -- and a remember inside the fence was
charged that again every time the block scrolled back into composition. Because the warming has to ask for the same
string the drawing does, fenceContent extracts the code and the language
word itself -- two extractions would be two keys, and the warmed answer
would be missed at every fence with nothing saying so. A fence still
arriving is the same stall in a second place, and warming cannot reach it:
the tail was re-lexed at every delta, on the composing thread, for colours
on text being replaced as fast as they were computed -- 211 lexes and 13.7
seconds across one turn. So MarkdownRoot's streaming, true only for a
live reply's last segment, draws the block plain until it freezes; a
finished fence colours as soon as the next block starts, and the settling
lex happens once, in warm.
Markers, and images. MarkdownListItem's Marker draws the bullet by
depth, cycling past the third, in listMarkerColor (Theme.kt). The colour
is the same at every depth on purpose: depth is said by the glyph and the
indent, and a colour per depth would make a difference in degree look like
one in kind. The app has no image loader and the renderer's transformer was
the no-op one, so an image in a reply drew as nothing at all; an IMAGE
node is now appended by appendPlainLink as a link carrying its alt text
(the address when there is none), which says what was there and opens it.
Expansion anchors the edge that was tapped, and the list never moves
under the reader except when pinned to the bottom with new content
arriving. Those two rules are in ScrollAnchor.kt and TranscriptList.kt
and are the reason several tempting simplifications were rejected.
Techniques and harness
app/ui-sandbox.shstarts a secondai-serveragainst a sandbox home with the echo driver, so nothing touches real sessions.spawn [title]makes an echo session and prints its id;send SID textorsend SID @filesends into it;api /path [curl args]is an authenticated request. Restarting it regenerates the config but keeps enrolled tokens.- The echo driver is the test rig (
server/src/session/echo.rs, the list at the top of the file)./stream N,/mixed N,/table N,/tools N gap,/ask,/peer,/compact,/slow,/bash commandeach produce a shape the real CLI produces only when it feels like it. Build what a UI test needs into it rather than spending model turns. app/transcript-bench.shis the standard measurement: restart, open the first session, scroll, print the render report. The report is what the "Copy render timings" button copies and also logs (adb logcat -d -s ai-app:I), and it includes the last crash's stack (CrashLog.kt), which is how a crash on the phone reaches a session here.app/stream-bench.sh [-k] FILEistranscript-bench.shfor a reply still arriving: opens the first session, taps "Jump to latest" so the list is pinned to the newest end, resets the report, sends FILE, waits for the transcript to stop growing, prints the report. Both of those last two are corrections to a first version that measured nothing -- a transcript parked further back never redraws while a reply streams into it, and a session is idle at both ends of a turn, so polling for idle answers before the turn has started. Fixtures live in/tmpand are regenerated from the shapes named here:fixture.md(lists four deep, ordered and nested, fences in kotlin/rust/sh/none, a table with a link, a quote with a list, an inline and a standalone image, a reference link),longfence.md(200-line Kotlin fence),longlist.md(40 linked items).- Two traps in the emulator loop, each of which cost a bench run.
adb shell pm clearremoves the enrolment and the notification permission along with the saved anchors, so the next run measures a permission dialog; re-enrol with the commandui-sandbox.shprints andpm grant ... POST_NOTIFICATIONS. And a saved anchor is per session id, so the only way two builds start a scroll from the same place is a fresh session for each. DebugStats/FrameStatstime our own phases (record: one block,measure: the app root) and count events (markdown reparsed while streaming,markdown cut into pieces). Add a counter before guessing.app/trace-draw.shnames what a scrolling frame spends inside the framework, viaatracetext output, no trace processor needed. It is how the link-node cost was attributed.app/debug-transcript.shloads a real Claude Code conversation onto the emulator; two faults were invisible on fixtures and obvious on it. Real transcripts are private: fixtures stay in/tmp, never in the repo.ui-tracereads the screen as text. Bounds print asx1,y1..x2,y2; unanchored-mpatterns match labels, anchored ones do not. A row taller than the viewport reports clipped bounds, so compare screenshots for that case.- Emulator frame times are not app measurements. Software rendering puts the stock Settings app at 60ms of UI-thread traversal per frame. Costs of operations in milliseconds rank correctly; smoothness itself is judged on the phone.
- System Tracing on the phone does not work on GrapheneOS. Its
Categories list is empty because the tracing daemon builds it by running
atrace --list_categories, which returns nothing there, and a recorded trace contains zero ftrace events: no app sections, no frames, no scheduling. Callstack sampling records, but the app's profiler config unwinds one process shard in four. GrapheneOS issues 2206 and 6094 are open on exactly this. Until they close, phone numbers come from the render report and from Bryan noticing. - Compose
DropdownMenuin an edge-to-edge activity needsPopupProperties(clippingEnabled = false)or it opens a status bar's height away from its anchor (~/.claude/TOOLCHAIN.md). - The syntax highlighter is ours:
Highlighter.ktandLanguages.kt. One left-to-right scanner with a small state -- in a line comment, in a block comment, in a string, or in ordinary code -- and aRulesrow per language, so a new language is a table entry rather than code. Every span is emitted by advancing an index, so spans cannot overlap, arrive out of order or run backwards, and an unterminated string or comment simply runs to the end of the code.HighlighterTest.ktis the JVM unit test (./gradlew :androidApp:testDebugUnitTest); the cases in it are the library's mistakes, kept as regressions. It replaced dev.snipme:highlights 1.1.0 on 2026-09-03, which found comments before it knew the language and paired/*with*/by ordinal. That library used one set of delimiters for every language, so//in any URL commented out the rest of its line (incurl https://example.com/x && echo donethe comment ran to the end and tookechowith it, and in Kotlinval url = "https://..."the string disappeared inside it), every Rust#[derive(...)]greyed out as a comment, a#inside a Kotlin string swallowed the line, andx '*/a/*'in shell yieldedstart=6, end=5-- a rangeAnnotatedStringrejects, which crashed a card holding-path '*/.git/*'. Comments were located before strings and won over them, so post-processing could not recover what a wrong comment range had already suppressed. The scanner is also about seven times faster on the same fixture, and it colours RON, TOML, fish and JSON, which the library did not know at all.
Rejected, and why
- Writing our own markdown renderer. Rejected in favour of keeping the intellij-markdown parser and the library's inline builder while owning block dispatch and the leaf composables. The parser is the hard part and is not the slow part; everything that was slow lived in the composables, which are now ours.
- Re-parsing substrings per piece. Cost a parse per piece and broke foot-of-message reference links. Replaced by addressed pieces of one parse.
- Animated or timing-dependent corrections. Anything the reader could catch at 120Hz is a bug; corrections must be structurally impossible to see.
What is next, in order
- The reconnect loop. Restarting the app onto a session with a saved
anchor while a long reply was streaming left it reconnecting every 1.5s
(
RECONNECT_DELAY_MS), spinner up, until the server was restarted.events?after=Nmore thanCATCH_UP_LIMIT(200) behind answersresetplus the newest 200 raw deltas -- a window starting mid-message -- and the reset clearsitems, which is the state the restore loop then pages against. The restore's one-event-per-request bug was part of what made it so visible and has been fixed; whether this survives that fix is the first thing to find out. - Regression runs.
transcript-bench.shandstream-bench.shbefore and after any change to the files above, with the report in the commit. The numbers to watch are the worstrecord: one block, the reparse mean while streaming, and the draw phase's accounting line.