Files
LLeMbas/PLAN.md
T
Jaroslav Beneš 2f09d8363d Something can happen because time passed, and land somewhere worth reading
Nothing in LLeMbas ever happened on its own. Every reply was downstream of
somebody pressing Send, and the one exception -- jobs.wake, waking a chat when a
background job finishes -- was downstream of a command they had run. PLAN.md
never listed scheduling as unbuilt because services/chat.py:618 had recorded it
as a decision: "a scheduler is a whole new concern for a single-worker
application". This is that concern, taken on deliberately, plus the two places
its output goes.

Reports first, because it is useful with no scheduling at all. A report is not a
Chat with one Message in it: it has no turns and no reply, it is read top to
bottom, and it must be writable with no chat behind it -- being the fallback for
a run whose own chat has gone. As a Chat it would need a sidebar row per daily
report, a title that regenerates itself, a composer to suppress and a bubble with
a rewind button around something that is not a turn. The section's character is
enforced by absence: nothing under reports/ includes the composer or renders
chat/_message.html, so there is no sse-connect anywhere and nothing on those
pages *can* start a generation. The test reads that off the OpenAPI schema, not
by walking app.routes -- this FastAPI keeps an included router wrapped rather
than flattening it, so the walk finds nothing and the assertion passes for the
wrong reason.

rule.py is pure, total, and was finished before anything called it. No session,
no wall clock, nothing that raises: validate clamps what it recognises, drops
what it does not, and answers {} for prose -- at which point the caller shows the
manual form. It had to be that way because the compile step's output is model
output that becomes a *timer*, which is the sharpest case of hard rule 6 here.
The invariant, pinned: anything validate accepts has a computable next
occurrence. A schedule that can never fire looks exactly like a working one on
every screen it appears on.

Wall-clock and elapsed time are kept apart because they mean different things.
at.times are wall-clock in the owner's zone, so 15:00 stays 15:00 across a
daylight-saving change -- that is what "every Monday at 3PM" means. every is
elapsed real time, so six hours stays six hours across a 23- or 25-hour day --
that is what a timer means. Conflating them gets one of the two wrong twice a
year. A time inside the spring-forward gap fires at the first minute that exists;
left to zoneinfo's own resolution it lands an hour away wearing a wall-clock time
that did not happen, and a daily 02:30 report vanishing once a year on a machine
nobody watches is the failure this file is arranged around.

The ticker claims and commits *before* it fires. The other order is a hot loop: a
firing that raises is retried every tick for ever against whatever it was that
failed, and the only symptom is load. Its blanket except is copied from the
terminal reaper for a sharper reason -- a ticker that dies on one bad row stops
every schedule on the instance and says nothing at all. No request fails, no
reply errors, no dot appears. The reports simply stop.

Three rules that look like bugs from outside: a firing arriving while the chat is
still answering queues rather than starting a second reply, and past max_queued
is skipped with the reason on the row; Run now does not advance next_fire_at, or
testing a schedule silently consumes the run it was testing; resuming recomputes
from now, or a schedule paused for a month fires the instant it comes back, once
per occurrence it missed. Catching up lives in the sweep and not in a startup
hook, because a suspended host and a long stall reproduce "its time passed while
nothing was running" with no restart to hang one on.

services/wake.py is the lock discipline extracted rather than copied. A finished
job and a due schedule are the same problem, and both depend on there being no
await between the running_for check and the writes; two lock dictionaries for one
invariant is how one of them drifts. jobs.wake is now a caller that supplies
wording, and _completion_text stayed exactly where it was because tool.background
quotes its opening sentence.

A scheduled run has no reader, so ask_user is withdrawn from resolve_tools rather
than merely discouraged in core.unattended -- a rule living only in a system
message is one a page the model just read can argue with, and a parked question
holds the reply for the whole approval_timeout with nobody to answer it. For the
same reason a task chat may not be an agent chat in v1: Manual, Edit and Plan all
stop to ask on RISK_EXECUTE, so the only two outcomes would be unattended
execution and a reply that stalls. That deserves its own pass.

Messages is bounded in the request and unbounded on disk. Only the latest chunk
is sent; everything else stays exactly where it was written. Nothing is folded
into text and nothing is deleted -- the visible conversation is identical either
way, so destroying the older rows would buy only disk, against being irreversible
and losing every attachment and tool call in the range, and it would contradict
the rule compaction already holds. should_compact refuses this kind for the
matching reason: two mechanisms narrowing one transcript is how a summary ends up
summarising a summary. The history route is the mirror of thread_tail and keeps
its four properties; the fifth is its own, that prepending moves the scroll
position, so app.js records scrollHeight before the swap and adds the difference
back after.

An empty Chat.kind meant "both sides of the switch" and had been read as "no
filter" since there were only two of them. The sidebar passes "" precisely when
agent chats are switched off -- so the moment a third kind existed, every task
chat and every Messages conversation appeared in somebody's ordinary chat list,
on exactly the instances whose owners would never think to look. KINDS stays the
two-sided fork, because set_sidebar_kind validates against it and a third entry
there makes the tree filterable to a side with no button to leave it; ALL_KINDS
is what a row may be. Both narrowings are pinned, because they are two
implementations of one rule and only one of them is SQL.

Per-user timezone had to exist for any of this: harness.py:179 was telling every
reader the *server's* idea of the date, which is survivable while the answer is
prose and stops being survivable the moment somebody says "every Monday at 3" and
something has to work out when that is.

Three things were caught by a test being wrong rather than by the code being
wrong. The task-chat "no composer" assertions were passing against a page
rendering its no-models-configured branch. A permission test asserted the same
thing twice because the administrator bypasses every permission. And every
Messages test passed with default_model never called, because none of them
configured a model -- so the pair it returns was being assigned straight to
model_id, and SQLite refuses a tuple in a String column. The fixtures now say why
they exist.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
2026-08-05 21:31:36 +02:00

475 lines
27 KiB
Markdown

# LLeMbas — plan and status
Where the project is, what is deliberately not built yet, and the decisions
that would be expensive to revisit. Kept current as work lands; the detail of
*how* things work lives in [`CLAUDE.md`](CLAUDE.md).
**Status:** usable daily. Streaming chat, attachments, reasoning, tool calling
with web search, custom HTTP tools and MCP servers, agent chats that work on a
machine over SSH, a knowledge library, notes, memory and skills, speech in and
out, image generation over ComfyUI, users and groups, model administration,
installable as an app, reports, messages, and scheduled work that runs on its
own. 1805 tests, `ruff` clean.
---
## The shape of it
A self-hosted web UI for OpenAI-compatible endpoints, written in Python, themed
after Middle-earth.
| | |
|---|---|
| Stack | FastAPI + Jinja + htmx + a little Alpine |
| Build step | none — no Node, no npm, no CDN at runtime |
| Database | SQLite, schema synchronised additively at startup |
| Deployment | systemd unit + nginx vhost, one worker |
These are load-bearing. Dropping the no-build rule or moving off SQLite would
be a different project, not a refactor.
---
## Done
### Chat
- [x] Streaming replies over server-sent events
- [x] **Markdown renders progressively** — re-rendered whole every 100ms rather
than appending tokens, because a list or code fence is only correct once
its context exists
- [x] Syntax highlighting (Pygments), sanitised with nh3
- [x] **Generation runs in the background** — a task, not the request. Navigate
away, open another chat, close the tab: the reply keeps being written and
reattaching replays the whole state
- [x] **Stop** — the send button becomes Stop while writing; what arrived is kept
- [x] **Rewind** — edit one of your own turns and the conversation runs on from
there. Truncates rather than branching
- [x] **Chat titles that fit the chat** — an ordinary chat is named by a model
from the first exchange, an agent chat from its opening words alone, which
are already an objective. Renameable from the heading and from the sidebar
row; one response updates both
- [x] Chats created on first message, so an abandoned composer leaves nothing
- [x] **Unread indicator** — a green dot and a toast when a reply lands while
you were elsewhere
- [x] **A reply that started without you asking still arrives** — the open chat
page polls for turns it has not got, so a background job waking the model
appears where you are looking instead of only after a reload. Quiet while
a reply is streaming, since that reply delivers its own bubbles
- [x] **A turn nobody typed says so** — a background job's completion is a user
turn on the wire, because the request needs one, and a machine event in
the transcript: its own icon and name, no pencil, and no claim that you
sent it
- [x] **Folders that carry something** — arbitrarily nested, with a name, a
description, a system prompt inherited by the chats inside them, and seeds
for the model, the kind and the agent target. Deleting one keeps the chats
- [x] **The sidebar splits Chat and Agent** — a switch below the pinned models,
stored on the account, filtering the folder tree as well as the loose
chats
- [x] **A reply reads as the sequence it was** — thinking, prose, a tool call,
more prose, in the order they happened, rather than three stacked zones
with every tool block in the middle. Marks on the row index the three
stores; a reply written before them renders exactly as it always did
- [x] **Blocks open while the reply is still being written** — the ids are
stable across every swap and across the final one, and opening a block
stops the thread chasing the bottom until you scroll back down
- [x] Per-reply metrics — tokens, context used as a percentage, tokens/second,
live while streaming and kept afterwards. Estimated with a `~` when the
endpoint reports no usage. Two chips: what the reply **cost** and what the
conversation now **occupies**, each labelled, both moving between one
usage block and the next rather than once a round
- [x] Compaction — a button, and automatically at a configurable percentage of
the model's context. Summarised turns are kept and collapsed, not deleted
- [x] Temporary chats — never listed, swept after a day, with a Keep button
- [x] An admin-only request inspector beside the thread
- [x] **Canvas** — a third side panel holding open files, in tabs. Project files
over SFTP in an agent chat; notes, skills, knowledge documents, this
chat's text attachments and its own scratch document everywhere. Read with
syntax highlighting, edited in a plain textarea, saved with a conflict
check. Files the model touches open themselves, without taking the screen
### Tools
- [x] **Tool calling** — one reply is a bounded loop of requests, not one
request. Text produced before a call is kept
- [x] **Web search** as the first tool: DuckDuckGo (no setup), SearXNG or
Firecrawl, chosen in the admin area
- [x] Only offered to models flagged `tools`, because an endpoint without
support rejects the whole request rather than ignoring the array
- [x] Sources stay in the transcript; results are **not** replayed as context on
the next turn, for the same reasons reasoning is not
- [x] A round's calls run together, and the reply says which tool is running —
a remote tool taking seconds with nothing streaming looks like a hang
- [x] **A reply can stop and ask you something** — one or more questions on one
card, with answers to pick from and a box to write your own, answered
together. The same mechanism carries command approvals
- [x] **Custom HTTP tools** — an administrator describes one call: a JSON Schema,
a URL template, headers, an encrypted secret and how to read the answer.
Arguments may fill a hole but never move the target: the scheme and host
are literal, values are escaped for where they land, and the origin is
pinned afterwards
- [x] **MCP servers** over streamable HTTP — a hand-written client, so that
`check_url` runs on every hop rather than being bypassed by somebody
else's transport. Tools are discovered and cached by a button, namespaced
per server, and a server's own descriptions are bounded before they reach
a model as instructions
- [x] Both gated like the built-ins — a model capability, a permission — and
restrictable to groups, with guidance of their own on `/admin/prompts`
- [x] Local MCP over stdio is deliberately absent: spawning a subprocess would
run on this machine, which nothing here does
### Image generation
- [x] **Draws on a ComfyUI you are running**, as a tool the model chooses to
call and as an `/image` command that makes it call one. Never on this
machine, the same rule agent chats follow
- [x] **Multiple workflow templates** — a name, a description and a ComfyUI API
export with `{{prompt}}` and ten other placeholders where the values go.
The model picks between them by their descriptions, and by checkpoint,
falling back to the chat's usual and then the instance default when it
names neither
- [x] Model may set prompt, negative, seed, steps, cfg, width, height, sampler,
scheduler, denoise, checkpoint and template; **only the prompt is
required** and everything else has a default
- [x] **The result is checked before you see it** — optionally, a vision model
is shown the picture and the request and says keep or retry, up to a
configurable number of attempts. Only clearly wrong images are retried;
the last attempt is kept whatever it says, so a request always produces
something
- [x] **Preserve VRAM** — opt-in, for a machine that cannot hold both at once:
unload the chat's own language model, generate, free ComfyUI, and let the
next request load the model back. Per connection, so a box on the network
is never touched
- [x] Instance-wide extra instructions, injected into the harness beside the
tool's own guidance
- [x] **Failures say what actually happened** — out of memory, cancelled, or a
node that raised, read out of ComfyUI's own record within a second rather
than waiting out the timeout. A memory failure tells the model to retry at
a named smaller size or a lighter checkpoint; a cancelled one tells it not
to start again
- [x] Every parameter described by what it does to the picture and when to move
it, because a model given "cfg: default 8" sends the prompt alone.
`docs/image-generation-instructions.md` is a longer set to paste into the
admin instructions box
### Agent chats
- [x] A chat is a **Chat** or an **Agent**, chosen when it starts and fixed
thereafter — a transcript whose earlier turns ran somewhere else is not
one conversation. Knowledge, memories and skills are shared across both
- [x] **Nothing runs on the LLeMbas host.** Commands go to a machine reached
over SSH, so containment is somebody's considered choice of host — a
container built for the job — rather than a sandbox built here. A local
one was designed in detail and dropped; see CLAUDE.md for why
- [x] **SSH connections are user-owned**, like notes. An administrator decides
only whether the feature exists at all
- [x] Trust on first use, made explicit: adding a host does not connect to it,
**Check** shows its fingerprint with nothing sent, and only accepting
pins it. A host that later answers with a different key is refused
- [x] Four modes as a table over what each tool does to the world —
**Manual** asks about everything, **Edit** writes freely but asks before
commands, **Auto** asks about nothing, **Plan** reads freely and changes
nothing. Switchable at any time; read once per reply
- [x] Enforced in the generation loop, not in the prompt: a rule a model is
merely told is one a poisoned file can argue with
- [x] A deny list beats **Auto** for any command it can match; an allow list
cannot be matched at all by a command containing anything that joins two
commands together. A deny pattern cannot either — so in Auto a compound
line runs, which is the trade for Auto not asking about `cd build && make`.
See CLAUDE.md; matching each segment would restore both and is not built
- [x] **The terminal and the canvas open before the chat exists** — on the
new-chat screen, against the connection and directory being chosen there,
and both re-point when that changes. The shell you opened and the files
you left open are adopted into the chat when you send the first prompt
- [x] **Background jobs are visible** — a chip in the composer row counting what
is still running, and a panel with each job's command, state, log tail,
how long it took and a Stop button. The dot is coloured by outcome rather
than by status, since `done` covers exit 0 and exit 2 alike. Survives a
restart, because the job does
- [x] `shell_run`, `file_read`, `file_write`, `file_list` — files over SFTP,
never through a shell, because the SSH exec protocol has no argv form
- [x] **Plan mode ends with a plan** you can carry out with one button, which
switches to Edit and sends it back quoted rather than as an instruction
- [x] Per-reply budgets on steps, wall clock and output, with time spent
waiting for you subtracted
- [x] **A terminal panel** beside the chat, holding a real shell on that chat's
own connection. The modes govern the model; what a person types is theirs,
since they hold the credential and could open the same shell with an ssh
client. The model cannot see the panel — sending it output is a button
- [x] The shell outlives the panel and the page: closing it leaves a build
running, and coming back reattaches with the scrollback. An idle timeout
is what eventually ends one, and so does deleting the chat, or disabling,
moving or deleting the connection
- [x] **The panel is resizable**, dragged from its edge or nudged with the
arrow keys, and the width follows you to another browser
- [x] **It knows where one command ends and the next begins** — bash and zsh
are given the markers VS Code and WezTerm use, so *Copy* and *Send* mean
one command and its output rather than the last forty rows of the screen.
An **Auto** toggle collects each one into the next message. Any other
shell starts exactly as it did before, the buttons fall back to the
screen and say so, and Auto is disabled rather than degraded
- [x] **The project directory is listed for the model** — one read-only
command, `git ls-files` where that works so `.gitignore` is honoured for
free, budgeted so a big directory becomes a count rather than a thousand
filenames on every request
- [x] **A directory is chosen by browsing it** over SFTP, not by typing a path
into an unlabelled box
- [x] The approval mode is chosen **before** the first message, beside the
message box rather than in the header
### The library
- [x] **Knowledge bases** — documents, images and saved web pages, grouped into
named collections and ingested through the same pipeline as chat
attachments, searched with SQLite FTS5
- [x] A chat can be pointed at particular bases, so "answer from the contracts
folder" is a different question from "answer from everything I have"
- [x] **Notes** — longer things the model writes down and searches later;
editable by hand, because they are yours
- [x] **Memory** — short facts, injected on every turn to a budget rather than
searched, and managed in your settings
- [x] **Skills** — saved procedures. Only the name and description are injected;
the body is fetched when the model decides it applies
- [x] A model may write and revise its own notes, memories and skills. Every
skill revision is kept, attributed and revertible — the safety story is a
record and a way back, not a gate
- [x] **Sharing** — a knowledge base, a note or a skill can be shared with a
group or with named people, read-only. One visibility rule, and
administrators do not bypass it. Documents are shared through their base
- [x] **The harness** — an operational prompt assembled from what a model
actually has, so the tools get used rather than ignored
- [x] Attach menu: file, image, a web page fetched on the spot, or a document
from the library
- [x] **`@` to name one** — the library everywhere, and files in the project
directory in an agent chat. The reference stays in the sentence and the
contents come along, with the path and the machine, so the model knows
exactly which file it was handed
### Scheduling
- [x] **Schedules** — work that runs because time passed rather than because
somebody asked just now. Fire once or repeat; a fixed number of runs or
until stopped; a timer ("every ten minutes") or a calendar ("every Monday
at 3PM"), and the two compose into "every other Monday"
- [x] **Wall-clock and elapsed time are kept apart**, because they mean
different things: a calendar time stays 15:00 across a daylight-saving
change, while a six-hourly timer stays six hours. A time that does not
exist on a spring-forward day fires at the first minute that does
- [x] **Per-user timezone**, so "every Monday" means the reader's Monday. The
harness tells them their own time now, not the server's
- [x] **Scheduled** — one chat per task, replied into each time it comes round.
No composer: run it now, pause it, edit it, remove it
- [x] A missed run **catches up once** and then resumes. A week of downtime owes
one report, not a hundred and sixty-eight
- [x] Claim before firing, so a run that fails moves the schedule on rather than
retrying every tick for ever; and "Run now" deliberately does *not* consume
the run it was testing
- [x] **Say it in your own words** — a model turns "every Monday morning, check
the build" into a recurrence and an instruction that reads on its own,
and shows it back for approval before anything is saved. Anything it
cannot work out lands in the same form, filled in as far as it got
- [x] A scheduled run knows nobody is watching: `ask_user` is **withdrawn**, not
merely discouraged, because a question with no one to answer it holds the
reply until it times out
### Messages
- [x] **Messages** — one conversation per person that is meant to run for
years. It opens on the most recent turns and pages older ones in as you
scroll up
- [x] **Bounded in the request, unbounded on disk.** Only the latest chunk is
sent to the model; everything else stays exactly where it was written.
Nothing is folded into text and nothing is deleted
- [x] Anything scheduled can post here, and the schedules that do are listed
beside the conversation rather than two pages away
### Reports
- [x] **Reports** — a section of its own for finished work: an investigation
written up, an account of what an agent chat changed, whatever a schedule
leaves behind. Filed with `report_write`, searched with FTS5, read on its
own page
- [x] **Nothing here can be replied to**, and that is the section rather than a
restriction on it. No composer, no route that accepts a message, and
nothing on either page that renders the streaming shell — so there is
nothing that could start a generation
- [x] Its own family, permission and capability flag, so a model that keeps
notes need not file reports and a model that files reports need not have
a library at all
### Audio
- [x] **Dictation** — record in the composer, transcribed by any OpenAI-shaped
`/v1/audio/transcriptions` endpoint. The recording never touches disk
- [x] **Read aloud** — any `/v1/audio/speech` endpoint, with the voice list
discovered from the server where it offers one
- [x] Instance defaults in Admin, per-reader overrides in Settings — voice,
speed, dictation language, and whether replies play automatically
### Models and reasoning
- [x] OpenAI-compatible connections with encrypted keys and model discovery
- [x] **Reasoning display**`reasoning_content` and inline `<think>` tags,
collapsed by default, labelled with how long it took, never replayed as
context
- [x] Model admin as a list plus a page per model; scales to hundreds
- [x] Ordering, pinning (a sidebar shortcut, *not* a reordering), instance
default, per-user default, images, capability flags
- [x] Custom model picker showing avatars, descriptions and capabilities
### Attachments
- [x] Drag, paste or pick images, PDFs and text files
- [x] Images downscaled and sent to vision models as content parts
- [x] PDF and text extracted at upload and placed in the prompt
- [x] Type decided by inspecting bytes, random names on disk, non-images served
as downloads with `nosniff`
- [x] No OCR: a scanned PDF says so rather than silently contributing nothing
### People
- [x] Accounts, argon2, revocable server-side sessions, self-service password
change
- [x] Users and groups with permissions that **union** rather than override
- [x] Model access restricted to chosen groups
- [x] Registration toggle, instance settings stored in the database
### Prompts
- [x] Three layers — instance, model, chat — with the most specific winning
**outright** rather than being concatenated
- [x] Every injected fragment editable at `/admin/prompts`: the tool guidance,
the memory and skill sections, the seam above the authored prompt, and the
request that names a chat
- [x] `{{variables}}` with a legend, values shown as they currently resolve, and
pass-through for anything that is not one
- [x] A preview of the whole assembled system message, including unsaved edits
- [x] Defaults in code and overrides in the database, so improving a default
still reaches an instance that never edited it
### Suggestions
- [x] Admin-managed cards on the new-chat screen; three seeded once at startup
### Interface
- [x] **`/` for commands** — compact, usage, mode, model, title, the panels,
the theme. Anything not in the table is sent as an ordinary message, and
`//` starts one with a literal slash
- [x] **Keyboard shortcuts** for the same jobs, listed beside the commands in
one table so `/help` cannot go stale
- [x] Mentions and recognised commands are marked as you type, and again in the
transcript, so you can see what a message will do before sending it
- [x] **Reasoning effort** per chat, with a per-model default. Sent as both
`reasoning_effort` and `chat_template_kwargs`, and only once chosen:
OpenAI and vLLM read the first, llama.cpp silently drops it and reads
only the second
- [x] **Installable** — manifest, generated PWA icons, a service worker for the
shell and a themed offline page. The worker deliberately never touches
`/api/`: a reply is an event stream and caching one breaks it
- [x] Two themes (`moria`, `shire`) from one set of design tokens
- [x] Every control sized from `--control-h`, so rows line up by construction
- [x] Toasts and dialogs of our own; no `window.confirm` anywhere, and
`data-prompt` for asking one line before a request goes out
- [x] **An approval card's command can be corrected** before it is allowed, and
the transcript says who wrote what ran
- [x] **Refusing can say why** — "Give reason" opens a box beside Don't, and what
you write goes back as the instruction rather than as a rejection, so the
model carries on from it instead of spending a round asking what you meant
- [x] Original SVG artwork generated from a single source
### Operations
- [x] Additive schema sync — new tables and columns applied at startup
- [x] `deploy/` — systemd unit and nginx templates, install and update scripts
---
## Not built yet
In the order they are likely to be worth doing.
### Smaller things
- **OCR** for scanned PDFs
- **Conversation branching** — `Message.parent_id` exists unused; needs a UI for
choosing between versions, which is why rewind truncates for now
- **Chat export** (Markdown, JSON)
- **Semantic search** in the library — the retrieval service is one call, so an
embedding backend can go behind it without touching the tools or the UI
- **Archived chats** — the column exists, nothing surfaces it
- **Per-user quotas**
---
## Known limits
Worth knowing before they surprise someone.
**One worker.** The generation registry and the stop mechanism are in-process.
Running several workers needs that state in the database or a broker, because
the request following a reply would not necessarily land in the process writing
it.
The schedule ticker is now the strongest reason this is not merely a
convenience. It is in-process like the rest, so **two workers means two tickers
and every schedule firing twice**. The claim that prevents a double-fire is a
Python lock plus a write committed in the same transaction, not `SELECT ... FOR
UPDATE`, which SQLite does not have. Scheduling also makes downtime visible in a
way nothing else here does: a dropped reply is one somebody watched fail, while
a missed run is one nobody saw at all — which is what the catch-up in the sweep
is for, and why it lives there rather than in a startup hook (a suspended host
or a long stall reproduces it with no restart to hang one on).
**A restart abandons replies in flight.** Shutdown cancels them and keeps what
each had. There is no resume.
**Schema changes are additive only.** New tables and columns apply themselves;
renames, drops and retypes are manual against the SQLite file. `MANUAL_STEPS`
in `db/migrations.py` is where such a step gets recorded.
**Attachments live on disk, unreferenced files are swept at startup.** No
deduplication, no size quota.
**Unread is polled every 10 seconds.** A push channel would be more responsive
but means an always-on connection per tab for the sake of a green dot.
**Installing needs HTTPS or localhost.** Service workers are unavailable over
plain HTTP, so a LAN install without TLS is a normal browser tab. The
microphone is unavailable for the same reason.
**Tool calling needs a model that supports it.** The `tools` flag is an
administrator's assertion, not something endpoints reliably advertise. Set it on
a model that cannot, and its replies fail rather than degrade.
**Library search is keyword, not semantic.** FTS5 ranks well and needs no
dependency or embedding endpoint, but "how do I get paid" will not find a
document that says "invoicing".
**A model can write its own skills, and they take effect at once.** Marked as
model-authored and fully revertible, but a model that has just read a hostile
page could save a skill that outlives the conversation. The mitigation is that
it is visible and undoable, not that it was prevented.
---
## Deliberate decisions
Recorded because each looks like an oversight until you know the reason.
- **No JavaScript build step.** Browser libraries are hash-pinned and committed.
A self-hosted tool should work offline and not report page views to a CDN.
- **Permissions union, never deny.** With denies, "why can this user not do X"
cannot be answered without simulating every group.
- **System prompts replace, never stack.** Two layers that disagree give the
model contradictory instructions and nobody can tell which is losing.
- **Rewind truncates, does not branch.** Branching needs a UI for choosing
between versions; "go back and try again from here" is what was asked for.
- **Pinning is a shortcut, not an ordering.** A picker whose order silently
differs from the admin screen is confusing.
- **Images only reach models marked `vision`.** Not graceful degradation: most
endpoints reject the entire request rather than ignoring an image part. Tools
are gated the same way, for the same reason.
- **Sharing grants reading, never writing.** Two people editing one note with no
history and no merge is worse than the inconvenience of copying it.
- **Memory is never shareable.** A record about a person is not content to hand
round.
- **Knowledge attached to a message is copied, not referenced.** History must not
change under a conversation because a document was edited later.
- **The harness is prepended to the authored prompt, not a fourth layer.** It
describes the machinery; the authored layers describe the behaviour. Only one
authored layer still wins.
- **Tool results are not replayed.** Like reasoning: the answer already contains
what the model made of them, and replaying stale results into every later
request wastes the window and sends small models into search loops.
- **The service worker caches the shell, never a page with a user in it.** A
cached conversation would be a snapshot that silently went stale, belonging to
whoever was signed in last.
- **Markdown rendered server-side.** One code path produces the streamed and
the stored view, so they cannot disagree.
- **This repository is public.** Deployment hostnames, ports and paths stay out
of it; `deploy/` is templates, and the real values live in private notes.