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bvandeusenandClaude Opus 5 445164c852 feat: one number per lane — the cap — and the autoscaler is the mechanism (4295)
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Operator, 2026-09-23: *"auto should be always on, not a setting, so that idle
instances quiet down when not running. the number that is visible and
something the user can tweak and manage should be the cap itself the number of
running workers is handled by the autoscaling function which is always on."*

They are right, and the reason it was not built this way is worth stating: the
manual dial came first (steps 2-4) and the autoscaler came last (step 7), as
an opt-in BESIDE a control that already existed. Nothing ever asked whether
the dial should still exist once something could move it automatically. Each
step was defensible; the result was three operator settings over one number.

## `slots`, `enabled` and `autoscale` are gone

`slots` was a MEASUREMENT wearing a preference's clothes. How many workers a
lane runs is read live and moved every minute; storing it meant the operator
had to keep two numbers in agreement and the autoscaler had to be told it was
allowed to touch one of them.

`autoscale` gated the mechanism behind a choice, so a lane nobody opted in
never gave its workers back — which is why an idle instance never quieted
down.

`enabled` is derived: a cap of zero means no consumers. "Off" and "may use no
workers" were two spellings of one fact, stored separately, free to disagree.

## Two sweeps become one

`reconcile_lanes_sync` drove the pool to the stored `slots`; `autoscale_lanes_
sync` moved it away from that same number; and most of step 7's hardest
reasoning — a stored value that is a FLOOR, a target of `max(stored, current)`
— existed only to stop them fighting. Delete the stored number and the problem
is not solved, it is absent.

`size_lanes_sync` runs every minute and owns both consumers and pool size. It
also subsumes what the reconcile was for: a worker restarted at its ENV
concurrency is corrected on the next tick rather than after five.

Growth is immediate, shrink is one worker per tick. Deliberately asymmetric —
"always on" is only pleasant if the ramp keeps up, and +1/minute would take
four minutes to answer a burst. Being one worker too large for a minute costs
a sleeping process; being too small costs work not happening. For ML the
asymmetry matters most: every new slot reloads a multi-GB model, so the slow
shrink is what stops a quiet patch from paying that cost again a minute later.

## The caps ship at one, and zero for ML

Per the operator. Conservative on purpose — and a conservative default nobody
knows how to raise is just a slow product, which is the other half of what
they asked for:

    "there needs to be something that tells the user to bump those numbers to
     improve processing rate or they'd never know the controls exist."

So a lane running everything its cap allows while work piles up says so, in
its own row, with the headroom named: *"4,060 waiting and all 1 worker busy.
Raise the cap to run more at once — this machine allows up to 7."*

It fires only when raising the cap would actually help. Not when the lane is
keeping up, not when the sizing pass has room it has not taken, and not at the
machine ceiling — where "raise the cap" is advice nobody can take.

## Migration 0105 rewrites the caps rather than carrying them

The old defaults (4/2/2/1) bounded a manual control and were loose because
moving within them was the ordinary act. The number now means "the most
workers this lane may use", which is a different promise; carrying the old
figure over would quadruple the worker lane on every existing install at the
moment this deploys.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01LVjrnpQjRgHdvq95rASoiR
2026-09-23 12:48:22 -04:00
bvandeusenandClaude Opus 5 abe16aa382 feat: the System tab is one bounded table, and the dial is the switch (4295)
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Operator, 2026-09-23, on the screenshot: *"I feel that we can probably combine
the two sections into a single table and to format it in such a way that it
appears more bounded and less free-form or open. also there's nothing to
describe what 'auto' means or why their needs to be or should be on/off
toggles. almost all of it always needs to run there's only one optional piece
and it is killed by moving the 'cap' to zero."*

Three separate things, all correct.

## The four lanes were listed twice

The roster (milestone 365) said "ML tagging is running", and four hundred
pixels below it the lanes pane said "ML tagging · 1/1 busy". Two answers to
one question from two endpoints, free to disagree on screen. I moved the
second pane onto this tab yesterday and did not notice it duplicated the
first.

Now one row per part, with controls on the rows that have a lane and none on
the rows that do not. The join is on the QUEUE SET, because that is what
`service_roster` keys a celery part on — as a set, not as a string, so neither
side has to agree about order.

It lives in `utils/systemParts.js` rather than inline, and has a spec, because
its failure is SILENT and is the exact thing it exists to prevent: a lane that
stops matching its part does not throw, it grows a second row for the same
worker. The duplication, returning through the code that removed it.

## Bounded, not free-form

A real table — header, column rules, one bordered card — instead of dotted
rows floating on the page background with nothing saying where the list began
or what a column meant.

## The dial is the switch

There was an `On` switch per lane beside the slots dial. Of four lanes, three
must run for the application to work at all, so that switch offered a choice
that was never real — and for the one lane that IS optional, "off" and "zero
slots" were two ways of saying the same thing that could disagree with each
other.

So `enabled` is now DERIVED from the number: `set_lane` sets it from
`slots > 0` when the caller did not say. It stays on the API and in the model
— it is still the mechanism, and a drain-before-restart may still want a lane
holding its process with consumers cancelled without destroying the operator's
slot count to say so.

Two things fell out that a test now pins:

- The consumer command is sent on the CHANGE, not on the field being present.
  Otherwise every slots write re-sends a command that changes nothing —
  lesson #4183's churn, arriving through the new derivation.
- The model fetch fires on the off→on TRANSITION. It used to test `enabled is
  True`, the field having been sent. The UI no longer sends it, so the
  download that makes the ML lane usable would simply never have fired and the
  lane would have come on to consume a queue it had no model for.

## And Auto now says what it is

A legend under the table, in the operator's terms: what a slot is, that zero
turns a lane off, that three of the four are not optional, what `of N` means,
and that Auto lets a lane add slots by itself when its queue is backed up AND
every slot is busy — with why it is off by default, since it is the only thing
on the page that acts without being asked.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01LVjrnpQjRgHdvq95rASoiR
2026-09-23 11:26:27 -04:00
bvandeusenandClaude Opus 5 86d6509936 fix: a lane at zero slots tried to empty a pool billiard will not empty (4295)
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Found on the operator's live deploy, not in CI:

    [scheduler] worker_control: ml reconciled 1 -> 0 slots
    [ml] pidbox command error:
         ValueError("Can't shrink pool. All processes busy!")

ML ships at 0 stored slots and disabled, and `gen_supervisord` starts every
lane at one process so `add_consumer` has something to reach. So the stored
value and the running pool disagreed by one, permanently: billiard will not
remove the last worker, and `set_lane_slots_sync` returns True on SENDING the
control message — the refusal happens later, on the worker. The reconcile
logged a successful correction and reported `changed: ['ml']` every tick,
forever, on the default configuration of every install.

Lesson #4183 in production: an enforcer whose target is unreachable re-does
its own work on every pass and says it worked.

The floor is now one PROCESS, in one place — `effective_slots()` — applied
wherever a target is COMPARED as well as wherever one is sent. Comparing
against the unclamped 0 sees a difference no control message can ever close,
which is the same non-convergence one layer up.

Zero slots still means zero WORK: the lane's consumers are cancelled, and the
idle process is what the enable switch lands on.

A cross-file guard ties the generator's starting concurrency to the same
function, so the two ends of the floor cannot drift apart again.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01LVjrnpQjRgHdvq95rASoiR
2026-09-23 10:58:58 -04:00
bvandeusenandClaude Opus 5 a987ca41ca perf: the lane read is one broadcast and three targeted, not four broadcasts (4295)
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Found while fixing the roster's budget (f23ab9f) and reported to the operator
rather than changed mid-deploy; they asked for it.

`inspect_lanes_sync` made FOUR broadcast inspect calls — active_queues,
stats, active, reserved — at 2.0s each. A broadcast with no `destination`
cannot know how many replies to expect, so each waits out its whole timeout
rather than returning on the last one. About eight seconds, and `lane_view`
sits on Settings -> Activity -> Worker lanes, so that was the load time of
that card every time it was opened. The composite healthcheck paid it too,
against a 15s timeout.

Now the first read discovers the nodes and the other three name them, so
celery stops as soon as those nodes have answered — milliseconds, for workers
in this same container. The worst case is unchanged: a node that vanishes
between the broadcast and the targeted reads still costs a full timeout
waiting for a reply that is not coming, which is why the bound stays four.

Nothing answering now costs ONE round trip instead of four. The three later
reads exist only to describe what answered, so with an empty roster they
described nothing at three full timeouts. That is the broker-down case —
exactly when the healthcheck and the card need an answer rather than a wait.

`lane_view` also gets a deadline. It awaited `to_thread` with no bound at
all, which is rule 156's shape even though every inner call has its own
timeout; on expiry it now reports every lane as not answering, because a page
that renders "not answering" is a better answer than one that does not
render.

The budget is derived the same way the roster's now is — round trips times
the timeout, plus slack — and a test asserts the relation rather than the
number, plus one that reads the source so a fifth call cannot quietly put the
deadline back under the work.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01LVjrnpQjRgHdvq95rASoiR
2026-09-23 10:37:20 -04:00
bvandeusenandClaude Opus 5 a01165365b feat: a saturated lane can grow itself, within the cap the operator set (4297)
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Milestone 422 step 7 — the one sweep in this milestone that decides rather
than obeys, so it is off until a lane is opted in, bounded by the operator's
cap, floored at the operator's value, and it reports every decision including
the ones where it did nothing.

Growth needs BOTH halves: all slots busy AND a backlog. Depth alone means
celery is about to pick those up and growing would add idle children (#1253
is that bug in the GPU agent); saturation alone means the lane is busy with
exactly as much work as exists. The backlog is depth PLUS reserved, because
celery prefetches and LLEN reads 0 while a worker holds thirty tasks in
memory — the case an LLEN-only autoscaler misses entirely, and the reason
step 2 plumbed `reserved` through.

The two sweeps had to be taught not to fight. The reconcile drives every
lane to its stored slots every five minutes, which would have reverted each
grow on the next tick: grow, revert, grow, revert, forever. For an
autoscaling lane the stored value is now a FLOOR — restored when a lane
falls below it, never taken back above it.

The operator's "a task that runs for x concurrent time" idea stays a UI
warning rather than a trigger: a long task does not finish sooner because
the lane gained a slot, so scaling on it would spend memory to change
nothing. Read from `task_run` on our own wall clock, not celery's
`time_start`, which is the WORKER's monotonic clock and would produce a
duration that is meaningless in the direction that matters — plausible.

Caught while reading it back: the first version read the stored slots as the
CURRENT pool. The autoscaler never writes that row, so every tick would have
proposed floor+1 — resizing nothing, reporting `grew` anyway (a replica
already past the target is issued no message and reports success), and
capping the lane one slot above its floor forever while claiming otherwise.
It now reads the live pool and keeps the stored value purely as the floor,
and the tests fix the two to different numbers so an equal-fixture pass
cannot hide it again.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01LVjrnpQjRgHdvq95rASoiR
2026-09-22 10:05:43 -04:00
bvandeusenandClaude Opus 5 ffcd13096a feat: one image for every lane, with the model fetch gated on enabling (4296)
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Milestone 422 step 6. Dockerfile.ml is gone; the main image carries torch,
torchvision, transformers, onnxruntime and opencv, and serves every lane.

WHY IT HAD TO MERGE: step 5 runs every lane in one process tree, so a second
image would mean the `ml` lane could never be enabled from the UI — there
would be no worker in that container to enable. The switch needs something to
switch.

THE MODEL NO LONGER DOWNLOADS AT BOOT. `entrypoint.sh`'s ml-worker role ran
download_models before celery started, so every boot of that role reached
HuggingFace for ~3.5GB — a startup dependency on a third party for a feature
the operator may never use. Rule 164 permits a runtime fetch only for
something "optional and clearly off", so the fetch is now a TASK, enqueued
the moment the lane is ENABLED.

Being a task is what makes it visible: it gets a TaskRun row, so the download
shows in Activity with a duration and a status, and a failure is something an
operator can see and retry rather than a container that quietly never became
useful. Idempotent, so re-enabling a provisioned lane costs one no-op.

Enqueued only when the lane actually came ON (`enabled is True`, not the
resolved value) so re-saving slots does not re-fetch, and only when the
consumer change landed — a task queued onto a queue nothing consumes would
sit pending with no explanation.

`fabledcurator-ml` KEEPS PUBLISHING, from the merged Dockerfile. The
operator's Swarm stack references that name and lives outside this repo;
dropping it would not break their deploy, it would freeze it silently at the
last publish — the exact failure class this milestone keeps finding. Retiring
the NAME is its own task, gated on that stack moving. Same two-phase shape
#406 used for pixiv.

THREE LIVE BREAKAGES from deleting the file, found by grepping for it rather
than assuming the build was the only consumer:

- `docker-compose.override.yml` built the ml service from it (contributor
  path would have failed at `docker compose build`).
- `tests/test_artifact_paths.py` pins the ml path set.
- `scripts/artifacts.sh` ML_PATHS named it. A path set naming a deleted file
  silently stops contributing to the derived revision — which the reuse check
  and the version string both read. That is #3202's recorded shape.

The `--with-ml` flag is gone from the generator and the healthcheck rather
than left defaulting to true. One image carries every lane now, so a flag
that can only be passed one way is a branch pretending to be a choice.

The advisory shipped in ecbd325 is what makes this honest to an adopter: the
lane says it is optional, names the model, and gives its download and
per-slot RAM before the switch is thrown.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01LVjrnpQjRgHdvq95rASoiR
2026-09-22 08:51:44 -04:00
bvandeusenandClaude Opus 5 ecbd325437 feat: an optional lane says it is optional, and what enabling it costs (4296)
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Operator, 2026-09-22: "since the ml-worker is optional it should be shown as
such in the UI and have a warning about what it does and that it pulls the
models and what models and their projected size and ram requirements to run."

The card previously said "a few GB, once" — a number sourced from nothing,
which is exactly the hand-wave I had flagged in this step's own survey log as
something that should be measured rather than asserted.

ONE FACT CORRECTED WHILE WRITING THE COPY. I had named the lane "ML tagging".
It downloads an EMBEDDER: google/siglip-so400m-patch14-384. WD14 tagging is
the GPU agent's job — celery_app.py:5 still names both, but that has been
stale since B3 (#1238), when the agent took over and this lane was left as
the CPU embed fallback for stacks running no agent (see
MLSettings.cpu_embed_enabled). Telling someone the lane "does tagging" would
have been wrong in exactly the way this request exists to prevent.

The facts are structured data on the lane, not prose in a component:
ModelRequirement(repo, approx_download_bytes, approx_resident_bytes,
measured). The API carries them; the card renders them. Numbers come from the
system, wording from the UI.

ML_BYTES_PER_SLOT IS NOW DERIVED from that requirement rather than stated
separately. They have to be one number: the figure quoted to the operator
before they enable the lane and the figure the cap enforces. Two copies could
disagree, and the UI would promise a slot the cap then refuses.

`measured=False` travels with the numbers and the card renders "about". They
are estimates from the checkpoint's parameter count and dtype — ~877M params
at fp32 is ~3.5GB of weights — not from a build. This decides whether
someone's server survives, so it is labelled rather than rounded into
something that reads like a fact. A test asserts the flag is false, to be
flipped in the same commit that records a real measurement.

The card now shows: an "optional" chip in the row itself (someone scanning
the table should not have to enable a lane to learn it was never required),
and before the switch, what the lane does, that you only need it if you are
NOT running the GPU agent, the repo id, the download size, the per-slot RAM,
and why the ceiling is what it is — including saying plainly when a box has
too little memory to run it at all.

Keyed on the lane's own `optional` flag, not on the name 'ml', so a second
optional lane gets the same treatment without anyone remembering to add it.
A test asserts no REQUIRED lane declares a model: if one ever needs a
download, it stops being required.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01LVjrnpQjRgHdvq95rASoiR
2026-09-22 08:45:22 -04:00
bvandeusenandClaude Opus 5 5f8c63f61b feat: reconcile every running lane back to its stored slots (4293)
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Milestone 422 step 3. `pool_grow` is not durable: a worker restarted by its
supervisor comes back at its ENV concurrency, silently below whatever the
operator set, and nothing on step 2's write path would ever notice. Storing
the value made it survivable; this makes it survive.

A BEAT TASK, NOT A HOOK IN WEB — a deliberate deviation from the step as
written, for a reason already recorded in this codebase. Step 3 said "web
applies the stored values after it starts". It cannot: service_roster.py
documents that hypercorn runs --workers 4, so anything in before_serving
becomes four concurrent loops per container hammering the broker forever.

service_roster's own answer — refresh on demand from whichever request
arrives — was also rejected, because the two solve different problems. A
stale ROSTER only misleads someone looking at it, so recomputing when they
look is exactly right. A lane running at the wrong size is doing less work
than it was told to whether or not anyone is watching, and the case that
matters is a deploy at 3am followed by a backlog nobody is awake to see.

So: unattended, every 5 minutes, on the quick `maintenance` lane beside the
other recovery sweeps. Accepted cost — a dead scheduler stops reconciliation,
but a dead scheduler already stops every other sweep and the roster reports
it, so this adds no new blind spot.

A BUG I WROTE AND CAUGHT BEFORE COMMITTING. The first version called
set_lane_enabled_sync unconditionally, so a settled system re-sent
add_consumer for every queue on every tick — forever. Harmless per call
(add_consumer on an already-consumed queue does nothing), unbounded in
aggregate, and completely invisible. That is lesson #4183's failure mode
exactly, in the very function whose docstring cites it.

Worse, my test would not have caught it: it asserted only on grew/shrank.
LaneLiveState now carries `consuming` — which queues a lane is actually
serving, distinct from the queues it was configured with — so the reconcile
compares before acting. The test now asserts ALL FOUR control families are
silent on a settled tick, plus a new case for an already-disabled lane, which
is the other half of the same fixed point.

An absent lane is SKIPPED, not corrected. present=False means nothing
answered, not zero slots; correcting it would be a conclusion from an unswept
read (snippet #3969), and there would be nothing to send the message to. One
lane failing does not stop the others.

One inspect serves every lane: the two setters now take an optional
pre-fetched LaneLiveState, so a tick costs one broker round trip rather than
one per lane.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01LVjrnpQjRgHdvq95rASoiR
2026-09-22 08:08:38 -04:00
bvandeusenandClaude Opus 5 a9c1b421a7 feat: change a lane's slots on a running system, over the broker (4292)
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Milestone 422 step 2. `GET /api/system/workers` reports every lane joined to
its live pool; `POST /api/system/workers/<name>` changes it.

NO DOCKER SOCKET. Milestone 365 deferred "acting on the state" because
restarting a dead worker needs a socket the web container deliberately does
not have. That holds for restarting a CONTAINER; it does not hold for
changing how much work a RUNNING worker does. celery's pool_grow /
pool_shrink / add_consumer / cancel_consumer send a message over the Redis
the app already uses, and the worker resizes itself. No new privilege, no new
surface, and the security question that deferred this is never raised.

PERSIST AND PUSH, in one call, in that order. pool_grow is not durable — a
restart drops every lane to its env concurrency — so a UI that only pushed
would lose the setting on the next deploy with nothing to show for it (lesson
#4202). Storing alone would describe nothing until something restarted. A
failed PUSH is not a failed setting: 200 with `applied: false` and a reason,
so the UI says "saved, not yet live" rather than "that didn't work". Step 3's
reconcile carries it when the lane answers again.

PER-REPLICA DELTAS. `pool_grow(n, destination=[...])` adds n to EACH
destination, so while `worker` runs `replicas: 2` a single delta from an
aggregate is wrong for both. `slots` therefore means what CELERY_CONCURRENCY
means — one process's pool — and each replica is driven to it from its OWN
current size, so replicas that drifted apart converge rather than moving in
lockstep. I wrote this wrong first: the docstring claimed per-replica while
the code computed one delta from the max across replicas. LaneLiveState now
carries `pools` per hostname and exposes `pool` as a property.

A replica already at the target is sent nothing at all — the reachable fixed
point step 3's periodic reconcile needs, or it re-issues a grow of zero every
tick forever (lesson #4183). A replica that answered inspect but not stats is
NAMED in the error rather than skipped silently, since otherwise it would run
at a size the UI claims it does not.

`present=False` is not "zero slots", it is "nothing answered" — kept distinct
throughout, because step 3 skips an absent lane rather than correcting it.

/workers now also reports pool size (from `insp.stats()`) and RESERVED count.
Celery prefetches, so tasks that have left the Redis list but not started are
invisible to LLEN: a lane can read depth 0 with thirty tasks held in worker
memory. `pending` is depth + reserved. The UI is misleading without this and
step 7's autoscaler would be simply wrong.

Also kills the THIRD copy of the queue list: system_activity's _QUEUE_NAMES,
whose own comment admitted the coupling ("must match celery_app.task_routes")
and which sat alongside task_routes and the ROLE_NAMES copy step 1 collapsed.
Now derived from LANES. The rendered order changes to lane grouping, which is
the better shape for a lane-oriented UI.

Separate blueprint rather than folding into system_activity, which states in
its first line that it is read-only and answers a different question — its
/workers is keyed on celery HOSTNAME and reports which nodes answered.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01LVjrnpQjRgHdvq95rASoiR
2026-09-22 08:01:23 -04:00
bvandeusenandClaude Opus 5 5974a1bfbc fix: two errors in the worker-lane tests (4291)
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Both mine, both in tests/test_worker_lanes.py, neither in the code under
test. Run 7242.

RUFF I001 — two blank lines between the import block and the first
module-level comment. Rule 102 names this exact trap ("exactly ONE blank line
between imports and a module-level constant/comment/pytestmark") and I was
pointed at that rule repeatedly before opening it.

SIX FAILURES in test_worker_lane_check_constraints — the test asserted bare
constraint names, but Base.metadata's naming_convention has already applied
the `ck_worker_lane_` prefix by the time __table__.constraints is read.

The failure output is worth keeping: it shows the model emits exactly the
three intended constraints, prefixed once —

    ck_worker_lane_slots_non_negative  slots >= 0
    ck_worker_lane_cap_non_negative    slots_cap >= 0
    ck_worker_lane_slots_within_cap    slots <= slots_cap

— which is the model behaving correctly, and confirms the migration's
op.f() names match what the ORM produces.

The assertion is now an equality against the prefixed names plus an explicit
check for a doubled prefix. That is strictly more valuable than what I wrote:
a bare-name assertion would have passed just as happily against
`ck_worker_lane_ck_worker_lane_slots_within_cap`, which is the defect alembic
0088 had to rename four constraints for (#3275).

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01LVjrnpQjRgHdvq95rASoiR
2026-09-22 07:53:30 -04:00