4ee7d3db7de839ec10038f69f487fea21af0c6b6
15 Commits
| Author | SHA1 | Message | Date | |
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 Jaroslav Beneš
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4ee7d3db7d |
A suggestion card sends its prompt
Filling the composer and waiting for Enter made the card a form to review rather than a thing to press. One click, one reply. That changes what a prompt has to be. The built-ins ended mid-sentence -- "My plan: " -- because nothing was sent until the person finished the thought; sent cold they are a model guessing at material nobody gave it. All three are rewritten to ask for what they need, so the first reply is the right question instead. There is a test that they end as complete sentences, since the failure is silent and only visible in the answer. requestSubmit, not submit: it fires the submit event, which is what htmx listens for. Same call the Enter key already makes. Version bumped because app.js is what changed, and the service worker caches it -- without the bump the first load after this would still only fill the box. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> |
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Jaroslav Beneš
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3b1632069c |
Compaction: a button, and automatically when the window fills
A long conversation eventually just stops working. Compaction summarises the earlier turns and sends the summary in their place. The messages are kept. They stay in the transcript behind a collapsed divider and simply stop being part of the request, which is what makes the button safe to press and automatic compaction safe to have at all: a summary that came out badly is a bad turn, not a lost conversation. Stored on the Chat, not as a synthetic Message. A synthetic row needs a role -- `system` breaks the one-system-message rule the moment build_messages emits it beside the harness, and user/assistant makes it a turn people can edit, regenerate from and copy, indistinguishable from a real one in all four places a bubble is rendered. Worse, "editing rewinds, it does not branch" would silently delete it and leave no marker that compaction had happened at all. The summary goes out as a user turn and an assistant turn, not one. A leading assistant breaks templates requiring the first non-system message to be user; a lone leading user produces user, user whenever the kept history starts on a user turn -- which it always does, because the cutoff lands on a finished reply. compacted_through_id is a plain id rather than a foreign key: migrations.py compiles only the column type, so a REFERENCES clause would exist on a fresh database and not on an upgraded one, and a constraint half the fleet has is worse than none. cutoff_message validates it on every read instead, and a rewind past the boundary clears it. Compacting again summarises only the delta, with the previous summary supplied to be subsumed. Re-summarising the whole chat each time grows quadratically and eventually exceeds the window it is protecting. Automatically at the top of _run, not in post_message: that route's contract is to return immediately and leave the slow part to a resumable connection, and it also means build_request is called once, after compaction, with no second assembly path. The trigger is the last reply's recorded usage plus an estimate of the new turn -- retrospective because true prompt_tokens are only knowable after a response, plus the delta because otherwise fifty thousand characters pasted into the composer overflow a window that read 90% last turn. It never fires when the context length is unknown. It does fire on estimated counts, which is safe here precisely because nothing is lost. _maybe_compact never raises: a failure logs and sends the uncompacted request. A `status` event says "Summarising earlier messages…" in the meantime, because a silent multi-second pause before the first token is what a hang looks like. The wording is three fragments under Admin - Prompts. Clearing task.compact turns compaction off entirely. Also adds compaction.moment(): SQLite does not store the offset, so a row loaded from disk is naive while one in the session's identity map keeps its tzinfo, and comparing the two raises. Every comparison here is between exactly those. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> |
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Jaroslav Beneš
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09cfde4de8 |
Prompt suggestions on the new-chat screen
A blank composer is the least helpful thing a chat client can show someone who has just installed one. Three cards now sit under the empty state, and an administrator manages them at /admin/suggestions. Clicking a card fills the composer and stops there. It deliberately does not send: every default ends mid-sentence, because a card is a starting point rather than a question somebody already asked, and the caret lands where the person has to start typing. Seeding is guarded by a settings flag, not by "is the table empty" -- otherwise an administrator who decided against them would get all three back on every restart. Capped at twelve, six shown: past a dozen this is a menu, and a menu on the empty screen is a worse blank page than a blank page. The cards are gated on there being no chat at all, not on the thread being empty. An empty chat someone opened on purpose already has a model and a prompt chosen. Also fixes a pre-existing bug the position test caught. Both this and _refresh_models wrote `coalesce(max(position), -1) or -1`, and position 0 is falsy -- so the second row landed back on 0 on top of the first. The coalesce was already doing that job; the `or` was undoing it. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> |
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Jaroslav Beneš
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248dec2961 |
Temporary chats
A clock in the top-right starts one. It is never listed in the sidebar and is swept a day after the last thing said in it. A real row rather than something held in the browser, because a reload, a crash or a background tab all look identical from here -- "delete when you navigate away" would lose conversations people meant to keep. The flag rides in the URL (/chat?temporary=1) rather than in JavaScript, so it survives a reload and can be bookmarked, and the composer carries it as a hidden field beside model_id. Keep clears the flag. Without a way out, a conversation that turns out to matter is destroyed a day later with no recourse, and people would find that out exactly once. archived was filtered in three places and temporary mirrors all three, plus Folder.visible_chats. It also skips the unread flag in _persist: there is no sidebar row for the dot to land on, and the toast would name a chat nobody can navigate to. The sweep measures age from the newest message, not from the chat row. created_at would destroy a conversation still in use at hour 23, and updated_at does not move when a message is inserted -- onupdate fires on an UPDATE of the chat, and adding a message is not one. It runs at startup beside the existing upload sweep. Deleting a chat cascades its rows but leaves the files on disk; only the orphan sweep unlinks anything, and it looks only at uploads that were never attached. files.remove_files_for_chats() closes that for the new sweep. The same hole in delete_chat is pre-existing and left for its own change, which can now call the same helper. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> |
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Jaroslav Beneš
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90623b461d |
Models know how much context they hold
A column rather than a key in capabilities_json, which is rebuilt wholesale from the submitted checkboxes on every save and would destroy a number living in it. 0 means unknown, and unknown has to stay tellable from small: the context percentage and automatic compaction both refuse to act on a figure nobody supplied. Filled in from /v1/models where the runner advertises it -- OpenRouter, vLLM and llama.cpp each spell it differently, so context_from() reads the four spellings actually in use, accepts a quoted number but not "8192 tokens", and rejects anything outside 256..10,000,000. Applied on discovery only when nothing is set: a refresh must never undo a correction, since an administrator sets this precisely because the endpoint was wrong. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> |
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Jaroslav Beneš
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4531cd75e3 |
Archived chats no longer show inside folders
The unfiled list has filtered archived chats since archiving existed (api/pages.py). The folder branch went through the ORM relationship, which filters nothing, so an archived chat kept appearing as long as it was filed -- and the "Empty" check read the same unfiltered list, so a folder holding only archived chats would have claimed to be empty while listing them. Fixed on the model rather than in the template, as `Folder.visible_chats`. The loop and the empty check now cannot disagree, because there is one list and the template binds it once. Ordering matches the unfiled list: pinned first, then most recently touched. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> |
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Jaroslav Beneš
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35b9d8c8d2 |
Knowledge bases, and a file input that lines up
**Bases.** Documents now live in named collections rather than one flat pile, and a chat can be pointed at particular ones — "answer from the contracts folder" is a different question from "answer from everything I have ever uploaded". A chat with none attached still searches everything its owner can see, because empty means unscoped, not empty. The harness names the attached bases. Without that the model cannot tell "there is nothing about this" from "I am only allowed to see one folder", and it phrases a miss as the former. **Sharing moves to the base.** A document is visible to whoever can see the base it lives in, so `Document` is gone from the shareable types and `documents.visible()` filters through `base_id`. "This folder is the team's" is the granularity people think in; per-document grants meant answering "who can see this?" by checking every file. Moving a document between bases changes who can see it, so the destination has to be one you own. `Document.base_id` is nullable only because the column had to be added to a table that already had rows. `sweep_unfiled()` runs at startup beside the orphaned-upload sweep and files anything predating bases into its owner's default, which is what makes "always set" true everywhere else. **The file input.** `.input` gave it a fixed height and horizontal padding, so the browser's own button sat hard against the left edge while the filename floated off the centre line. A file input is two controls in one box and neither inherits anything useful, so it gets its own rule: no horizontal padding, the button sized to `--control-h` with the divider that separates it, and the text centred with line-height rather than flexbox, which file inputs do not lay out reliably. 437 tests, ruff clean. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> |
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Jaroslav Beneš
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1eba860d39 |
Knowledge, notes, memory and skills, and a harness to make them used
Four places a model can reach for, differing in who writes a record and how it gets in front of the model. **Knowledge** is uploaded by a person and searched by the model. It goes through `services/files.py:prepare` — the same pipeline as a chat attachment — so the same PDF produces the same text whichever way it arrived, and `Document` carries the same content columns as `Attachment` for the same reason. **Notes** are written by the model and edited by you. Too long to inject, so they are searched. **Memory** is short facts, and every one of them goes into every request. That single decision is where the rest of its design comes from: records are capped short, the block has a budget, there is no search tool because the model is already looking at them, and they are not shareable — a record about a person is not content to hand round. **Skills** are saved procedures. Only the name and description are injected; the body is fetched when the model decides one applies, which is what makes a hundred skills affordable. A model may write and revise its own — the safety story is not a gate but a record: every revision is kept, attributed and revertible. A model that has just read a hostile page can save a skill that outlives the conversation, and the honest mitigation is that it is visible and undoable rather than that it was prevented. **The harness** is why any of it gets used. A model handed a tools array ignores it and answers from recall, because nothing in the request suggests otherwise. `services/harness.py` assembles a preamble from what this chat actually has: when to reach for each tool, the memories, the skill index. This is an exception to "system prompts are precedence, not concatenation", and a deliberate one. That rule governs the three *authored* layers and is untouched — exactly one still wins. The harness is a different axis: it describes the machinery rather than the behaviour, nobody authored it, and there is nothing for it to disagree with. It is prepended to whichever authored prompt won, in one system message, since several endpoints reject a second. Supporting changes: - **Sharing**, in one helper. `visible_to()` is the only definition of who can see a library item and every listing and tool goes through it. Sharing grants *reading*; two people editing one note with no history and no merge is worse than copying it. **Administrators do not bypass this** — they bypass permissions elsewhere because an admin can grant themselves those anyway, but reading somebody's private notes is a different act. - **FTS5**, created by `db/migrations.py:ensure_fts` with the triggers an external-content index needs. Idempotent, like the column sync beside it. Terms are ANDed and then ORed: the caller is usually a model writing a whole question, and requiring every word loses the match on one absent term. - **The attach button is a menu** — file, image, a web page, or a document from the library. Attaching a document copies it, because history must not change when a document is edited later. - **A URL fetcher with an SSRF guard.** This server can reach the router, the other services on the box and LLeMbas itself, and the address can come from a model. Private ranges are refused *after resolution* and redirects are followed by hand so every hop is checked. An admin can open it deliberately. - **Model capabilities split** into protocol support and a toggle per built-in tool. Rows predating the split have no `tool_*` keys, and absent counts as on when `tools` is on — otherwise an upgrade silently takes web search away from every model already configured for it. Also fixes the test fixture, which built the schema with `create_all` and so ran against a database without the FTS tables production has; it now runs `sync_schema`, the same path startup takes. 430 tests, ruff clean. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> |
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Jaroslav Beneš
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436226370a |
PWA, one send/stop button, audio in and out, web search as a tool
Four pieces of work.
**Installable.** A manifest carrying the instance name, PWA icons rasterised
from the existing mark at design time, a service worker and a themed offline
page. The worker caches the shell only and bails out on /api/, /auth/, /admin/
and anything accepting text/event-stream -- passing a reply stream through a
worker turns it into one delivery at the end, or nothing. It is served from
GET /sw.js rather than the static mount because a worker's scope is the path it
came from.
**Send and Stop are one button.** They were two, and the hidden one was never
hidden: `.btn` is display: inline-flex, which outranks the browser's own
`[hidden] { display: none }`, so Stop sat permanently beside Send. app.css now
forces the attribute to win -- every control toggled with `hidden` depended on
that -- and the composer renders one button carrying both icons, with ui.js
flipping data-composer-action and the type with it.
**Audio.** Speech to text and text to speech against any OpenAI-shaped
/v1/audio/* endpoint: dictate into the composer, have a reply read out.
Instance settings in Admin, per-reader overrides in Settings, with the voice
list discovered from the server where it offers one. Recorded audio is capped
and never written to disk -- it is not an attachment, it has no owner, and
nothing would ever sweep it.
**Web search, as a tool.** This is the tool loop PLAN.md described as the real
work: one reply is now a bounded sequence of requests rather than one. The model
asks, the tool runs, the result goes back and it is asked again, up to three
rounds. Providers are DuckDuckGo (no setup), SearXNG and Firecrawl.
Two decisions worth stating. Tools are only offered to models flagged `tools`,
because an endpoint without support rejects the whole request rather than
ignoring the array -- the same reason images only reach models flagged
`vision`. And tool results are not replayed as context on the next turn, for the
same reasons reasoning is not: the answer already contains what the model made
of them, and replaying stale results into every later request wastes the window
and reliably sends a small model into a search loop. The sources stay visible in
the transcript instead.
Search results are untrusted third-party text and are treated as such: escaped,
and only http/https URLs rendered as links.
338 tests, ruff clean.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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Jaroslav Beneš
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ca3e4fd04f |
Background generation, unread replies, send/stop, PLAN.md
**Replies now run in the background.** Generation was driven by the SSE request, so navigating away or opening another chat cut the answer off mid-sentence. services/generation.py owns the work as its own task and the SSE endpoint merely follows it. Verified: attached briefly, closed the connection, went to another page -- the reply finished anyway, 832 characters, not marked stopped, auto-titled. Reattaching works because both `render` and `reasoning` frames now carry the whole block rather than a delta. A follower arriving late has no earlier fragments to append to, so deltas would leave it permanently missing the beginning. Verified: attached six seconds in and the first frame already contained 517 characters written while nobody watched. **Unread indicator.** A reply that lands with no follower attached marks its chat unread; the sidebar polls every 10s for out-of-band dot spans plus an HX-Trigger that raises a toast. Polled rather than pushed: a browser sitting on another chat has no connection to the one that finished, and an always-on channel per tab is a lot of machinery for a green dot. `unread_notified` stops the same arrival being announced every tick. Follower count is what decides "was anyone watching", so reading it as it arrives does not mark it unread -- verified both ways. **Stop is the send button.** While a reply is being written the send button becomes a red stop square, found via a MutationObserver on the thread since the composer and the streaming bubble are far apart in the document. The in-bubble Stop is gone. **Attachment border removed.** As asked -- an attachment is a picture, and the frame only ever drew at the wrong width. The anchor now shrink-wraps and the img's width/height attributes are overridden so a small image shows at its own size. Adds PLAN.md: what is built, what is not, known limits, and the decisions that look like oversights until you know the reason. 239 tests, ruff clean. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> |
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Jaroslav Beneš
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5f020ef33f |
Live Markdown, stop, rewind, custom picker, dialogs
Seven things. **Reasoning starts closed.** The answer is what the reader is waiting for; the thinking is one click away. **Image borders.** .attachments__image was a block-level <a>, so its border stretched the full column around a narrow picture. inline-block, and the frame is the picture. Same fix for the composer thumbnail. **Markdown now renders during the stream.** The generator re-renders the answer so far and sends it as a `render` event at most every 100ms, swapped with innerHTML, instead of appending escaped tokens and formatting everything at the end. Re-rendering whole rather than appending is the point: a list or a code fence is only correct once its context exists, and partial syntax resolves itself as more arrives. Measured against a live model: 29 render events, formatting visible from the first content token. **Stop button.** A stop request goes into an in-process set the generator checks between chunks; whatever arrived is kept, because a half-written answer the reader chose to cut short is still worth having. Measured: stream ended 0.2s after the request, 1155 characters preserved, message marked stopped rather than errored. Navigating away does the same thing via CancelledError. **Rewind and edit.** Edit one of your own turns and everything after it is deleted, then the conversation runs on from there. Deliberately not branching: that needs a UI for choosing between versions, and "go back and try again from here" is what was asked for. The form states how many messages will be discarded before you confirm. **Custom model picker.** A <select> renders only text in an <option>, so it can never show an avatar. Built from buttons and a hidden input, with descriptions, capability tags, a filter box past eight models, and arrow-key navigation written out by hand since there is no native widget doing it. **Notification system.** lembas.notify/confirm/prompt in ui.js, built on <dialog> so focus trapping, Escape and page inertness come from the browser. htmx:confirm is intercepted, so every existing hx-confirm gets the themed dialog with no change at the call site; the browser's grey confirm() is gone from every template. 230 tests, ruff clean. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> |
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Jaroslav Beneš
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29db54960e |
Fix bulk actions, create chats lazily, rework the UI
Seven reported problems.
**Bulk model actions 404'd.** /admin/models/{model_id} was registered
before /admin/models/bulk, and FastAPI matches in registration order, so
"bulk" was parsed as a model id. Moved above the parameterised route,
with a comment saying why, and a regression test.
**Empty chats piled up.** There is now no endpoint that creates one.
"New chat" is a link to /chat, which renders a composer with no row
behind it, and POST /api/chats/start writes the chat together with its
first message. Opening one and walking away leaves nothing.
**Pinning meant two different things.** The picker is now always in the
administrator's position order; pinned models get shortcuts in the chat
sidebar and nothing else. A picker whose order silently differs from the
admin screen is just confusing.
**Model images were missing in chat.** Assistant bubbles now show the
avatar of the model that actually wrote the turn -- which is not always
the model the chat is set to now -- falling back to the LLeMbas mark.
The picker shows it too.
**No global or per-model system prompt.** Three layers now: instance
(Admin -> General), model (Admin -> Models), chat. Precedence, not
concatenation: most specific wins outright. Stacking them reads well in
a settings screen and badly in practice, because two layers that
disagree give the model contradictory instructions and nobody can tell
which is losing. The chat panel shows the inherited prompt as
placeholder text so "leave empty to inherit" is not a guess.
**Alignment and button sizing.** Added --control-h and friends to
tokens.css; every button, input and select takes its height from them,
so a mixed row is flush by construction rather than by per-instance
nudging. Icon buttons are square at that height. Added .btn-row,
.card__header/.card__footer and .grid so pages stop carrying inline
styles, and moved every admin page onto them.
**Settings needed structure.** The user settings page is now tabbed
(Account / Models / Appearance / Security) using radio inputs and
sibling selectors -- no JavaScript, and the browser keeps the chosen tab
across a re-render.
Caught while checking: the chat.css surgery had deleted the attachment,
chip and dropzone rules. Restored, and there is now a check that every
literal class used in a template has a CSS rule.
197 tests, ruff clean.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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Jaroslav Beneš
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d90195015c |
File attachments: images for vision, PDFs and text into the prompt
Drag, paste or pick a file in the composer. Images go to vision models as multimodal content parts; PDFs and text files have their content extracted and placed in the prompt. Verified end to end against gemma4-e4b-q8 on llama-swap: given a drawing and a text file, it named the red square and blue circle and read the number out of the document. Type is decided by inspecting the bytes, never the filename or the browser's Content-Type -- a .png full of text is stored as text. Images are downscaled to 1400px and re-encoded: a phone photo is several megabytes of base64, which is slow and a large slice of the context window. PDF text is extracted once, at upload, and stored; re-extracting per request would let a reply change because a parser was upgraded. Design points worth keeping: - Images are only sent to models an administrator has marked `vision`. This is not graceful degradation -- most endpoints reject the entire request rather than ignoring an image part. A plain text turn stays a plain string for the same reason: the list form 400s on endpoints that do not implement it. - Images reach the model as base64 data URIs, not links. A local endpoint has no route back to LLeMbas, and a hosted one has no credentials for it. - Non-images are served Content-Disposition: attachment with nosniff, so an uploaded .html can never execute in this origin. Stored names are random; the uploader's name is a label and never a path. - Uploads are unbound until the message is sent, which is what lets a file be removed beforehand. claim() only takes unclaimed rows owned by the sender, so a forged id cannot pull in someone else's file. Abandoned uploads are swept at startup. - A scanned PDF says so rather than silently contributing nothing, and truncation is declared to the model in the document tag so it can admit it did not see page 400. - "Here, look at this" with no words is a legitimate turn, so a message is only empty when it carries neither text nor files. Also fixes auto-titling, which read message["content"] as a string and would have broken on the first multimodal turn. 186 tests, ruff clean. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> |
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Jaroslav Beneš
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1d3f6c450b |
Users, groups, permissions, model settings and reasoning display
Four features, plus the schema machinery they needed. **Schema sync.** The first live instance had data in it, and create_all only creates missing *tables* -- a new column silently never appeared. db/migrations.py now diffs the declared models against the database and ALTER TABLE ... ADD COLUMN for what is missing, deriving a backfill default from the column type (SQLite refuses a NOT NULL column without one, and a Python-side `default=dict` cannot be expressed in DDL). Verified against a copy of the live database: eight changes applied, all rows preserved, second run a no-op. Renames, drops and retypes are still manual and say so. **Permissions.** A flat set of named booleans: an instance baseline widened by each group the user belongs to. A group grants and never denies -- with denies, "why can this user not do X" cannot be answered without simulating every group. Admins bypass entirely, because an admin can grant it back to themselves in two clicks and pretending otherwise is theatre. Model *access* is separate: public, or granted to groups. The picker is not the boundary -- switching a chat to a model you cannot reach is a 403. **Model settings.** Ordering, pinned-first, an instance default and a per-user default, display names, descriptions, capability flags, and uploaded images. Images are stored and served locally rather than by URL: a remote URL makes every page render a request to a third party. Uploads are validated by magic number, not the declared content type, and stored under a random name. Models with no image get a generated initial whose hue is derived from the model id, so it is stable. **Reasoning display.** Streams into its own collapsible block above the answer, labelled "Thought for 14 seconds", collapsed once finished, and never replayed as context on the next turn. Two sources: the reasoning_content delta field, and <think> tags inline in content -- the latter needs a streaming splitter because the tags arrive split across chunks. Models emitting no reasoning show nothing, via a :has() rule rather than JavaScript. Verified against qwen35-9b on llama-swap: 694 reasoning events, 52 answer tokens, cleanly separated. Two bugs found and fixed while testing: - A bare `Mapped[list]` relationship is treated by SQLAlchemy as a scalar and returns None instead of []. It needs the element type. - FastAPI substitutes the default for an empty form value, so with `x: str | None = Form(None)` a submitted `x=` is indistinguishable from an absent field. That silently broke clearing a system prompt or a temperature. update_chat now reads the raw form and checks key presence. 143 tests, ruff clean. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> |
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Jaroslav Beneš
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5ef2af6a9f |
Scaffold project, data model and artwork
Establish the LLeMbas foundation: FastAPI/Jinja/SQLite layout, the ORM schema, and the original SVG identity. Notable decisions, all recorded in comments at the point they matter: - No Alembic. SQLite only, schema created at startup, so models carry a few columns nothing reads yet (Message.parent_id for branching, content_parts_json for multimodal turns). Adding them later to a live database without migrations is the painful path. - Sessions are server-side rows keyed by a SHA-256 of the cookie value, not JWTs, so logout and bans revoke access immediately. - Upstream API keys are Fernet-encrypted with a key derived from LEMBAS_SECRET_KEY. decrypt() fails soft to "" so rotating the secret degrades to re-entering keys rather than crashing the admin UI. - Artwork is generated by scripts/build_artwork.py rather than hand-drawn per file: the mallorn leaf appears in the icon, favicon, lockup and banner, and one source is the only way those stay in sync. The wordmark is Source Serif 4 (OFL) converted to outlines, because a README banner cannot load a webfont and <text> would render in whatever serif the viewer happens to have. - Icons live in a template partial, not assets/, because same-document <use href="#id"> is universally supported and the cross-document form is not. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> |