Commit Graph

272 Commits

Author SHA1 Message Date
Brummel 8a394ec8c0 Add vocabulary files for server initialization
Adds three new vocabulary files to the server's vocabulary directory:
`anatomy.txt`, `medications.txt`, and `substances.txt`. A README.md is
also added to explain their purpose, format, and population strategy.
The `server/vocab/raw/` directory is added to `.gitignore`.
2026-04-16 17:31:38 +02:00
Brummel e16cb988ed feat: Add gazetteer annotation to user prompt
This commit introduces functionality to annotate the user prompt with
potential proper name corrections from a gazetteer. The LLM will then
use these annotations to improve the accuracy of transcriptions,
especially for medical terms and names.

The `SYSTEM_PROMPT` has also been updated to inform the LLM about these
new annotations and how to handle them.
2026-04-16 17:28:54 +02:00
Brummel 5717b8f718 Add gazetteer to analyze worker
Pass a `Gazetteer` to the analyze worker to enable proper-name
correction. The gazetteer is loaded from disk at application startup. If
the directory is missing or unreadable, the worker will start without
proper-name correction capabilities.
2026-04-16 17:27:09 +02:00
Brummel 1fd252f363 Add gazetteer configuration and dependency
This commit introduces the `VOCAB_DIR` configuration option, which
specifies the directory for gazetteer files. It also adds the `strsim`
crate, which is used for calculating string similarity and is essential
for the gazetteer's functionality.

The gazetteer module has been significantly expanded to include the
`Gazetteer` struct, its loading mechanism from `.txt` files, and an
annotation function. This functionality allows for pre-LLM correction of
proper names and technical vocabulary by identifying potential
misspellings based on phonetic similarity and edit distance.
2026-04-16 17:23:52 +02:00
Brummel 412bf9355e Add Kölner Phonetik encoder
Implements the Kölner Phonetik algorithm for German word sound-encoding.
This phonetic algorithm is used to find gazetteer entries that sound
similar to a potentially misspelled token, enabling correction
suggestions.

The implementation includes:
- `encode`: The main function that orchestrates the encoding process.
- `prepare`: Prepares the input string by expanding umlauts,
  uppercasing, and filtering non-alphabetic characters.
- `raw_encode`: Performs the character-by-character phonetic encoding
  with context-aware rules.
- `postprocess`: Cleans up the raw output by collapsing duplicate digits
  and removing leading zeros.

Includes unit tests to verify the correctness of the encoding for
various German words and edge cases, ensuring phonetic similarity and
handling of special character combinations.
2026-04-16 17:06:11 +02:00
Brummel 9c11892e85 Add gazetteer module to lib.rs 2026-04-16 17:06:02 +02:00
Brummel 07f9d9ed26 Add markdown rendering for LLM output
This commit introduces a new module `analyze::render` to handle the
rendering of Markdown content produced by the LLM into safe HTML.

The LLM output now includes a custom `==text==` highlighting convention
to indicate sections that require doctor review due to potential
transcription errors or incomplete information. This highlighting is
converted into `<mark>` tags in the final HTML.

To ensure security, all LLM-generated Markdown is first HTML-escaped.
This prevents any malicious HTML or script injection from being executed
in the browser. Only the custom `<mark>` tags are preserved as
functional HTML elements.

The process is as follows:
1.  The raw Markdown from the LLM is processed.
2.  All HTML special characters (`<`, `>`, `&`, `"`, `'`) are escaped.
3.  The `==text==` highlights are replaced with `<mark>text</mark>`.
4.  The resulting string is parsed as Markdown by `pulldown-cmark`.
5.  The parsed Markdown is converted to HTML, which is then safe to
    inject into the Askama template using the `|safe` filter.

The `Cargo.toml` and `Cargo.lock` files have been updated to include the
`pulldown-cmark` dependency. The `document.html` template has been
modified to use a `div` with the class `doc-content` instead of a `pre`
tag, allowing the rendered HTML to be displayed correctly. The
`handle_document_view` function now calls the new `md_to_html` rendering
function.
2026-04-16 16:55:20 +02:00
Brummel 44ed5e8333 Refactor ollama transcription prompts
The system prompt for the transcription Ollama LLM has been updated to
improve robustness and clarity, especially for handling empty or
non-medical transcripts.

The prompt has been refactored to:
- Use English for instructions to improve robustness with smaller LLMs.
- Clearly define the behavior for empty or non-medical transcripts,
  requiring an empty string response.
- Reduce the maximum character limit from 120 to 60 to better fit
  smartwatch displays.
- Ensure the output is German, adhering to the original language
  requirement for the output.
- Add an explicit instruction to correct transcription errors in the
  input dictation for the consolidation LLM.
2026-04-16 15:30:45 +02:00
Brummel b1a8186fcd Add recovery for missing oneliners
This commit introduces a recovery mechanism to regenerate `oneliner.txt`
files for cases where transcription was successful but the oneliner
generation failed due to a crash between writing the transcript and the
oneliner.

The `transcribe::recovery::regenerate_missing_oneliners` function is
added and called at startup after `scan_and_enqueue`. This function
identifies cases with non-empty transcripts but missing oneliners and
triggers their regeneration.

The `transcribe::worker::update_oneliner` function is refactored to
always regenerate the oneliner from all available transcripts in a case,
ensuring that later recordings can correct earlier ones. This replaces
the previous `ensure_oneliner` logic which only generated the oneliner
if it didn't exist.

New helper functions `cases_needing_oneliner` and
`all_transcripts_joined` are introduced to support these changes.
Comprehensive unit tests are included for the new recovery and file
processing logic.
2026-04-16 14:43:54 +02:00
Brummel 3a656bd2a9 Refactor LLM API key handling for Ollama
The LLM client now conditionally adds the `Authorization` header only
when an API key is provided. The `llm_configured` check is updated to
reflect that an API key is not strictly required for Ollama-style
endpoints. A new integration test verifies the functionality against an
Ollama-compatible endpoint without an API key.
2026-04-16 14:19:43 +02:00
Brummel 144d1f768b Add select/deselect all functionality 2026-04-16 11:57:46 +02:00
Brummel b2b1368902 Add admin-only case reset functionality
Introduce a new "reset" action for bulk operations and a dedicated
endpoint for individual case resets. These features allow administrators
to revert a case to its raw audio state by deleting derived artifacts
like transcripts, analysis input, and documents. The functionality also
includes renaming `.m4a.failed` files back to `.m4a` to re-trigger
transcription.

This commit also:
- Adds a `reset_case_artefacts` helper function to `case_actions.rs`.
- Implements the `handle_reset_case` endpoint.
- Adds the "Reset" button to the UI for administrators.
- Includes unit and integration tests to verify the new functionality
  and access control.
2026-04-16 11:27:55 +02:00
Brummel bbc9b53609 Refine system prompt and normalize logic
The system prompt has been updated to include an explicit instruction
for the LLM to return an empty string if no suitable keyword is found.
This improves robustness by handling cases where the input transcript
might not contain easily extractable medical terms.

Additionally, the `normalize` function's logic for finding the first
non-empty line has been slightly refined to use a more idiomatic Rust
approach by chaining `.lines().find(...)` and `.unwrap_or("")`. This
change improves code clarity and maintainability without altering the
functional behavior of finding the first non-empty line.
2026-04-16 02:08:24 +02:00
Brummel 8c6b2eeaa4 Refactor analysis file names
The versioning of analysis input and document files
(`analysis_input_v{N}.json`, `document_v{N}.md`) has been removed. All
analysis inputs will now use `analysis_input.json` and generated
documents will use `document.md`.

This simplifies file management, as there's no longer a need to track
and manage multiple versions of these files within a case directory. The
analysis worker will now overwrite the existing `document.md` if it
exists, ensuring that the latest analysis result is always present. The
`version` field has also been removed from `AnalyzeJob` and
`AnalysisInput`.
2026-04-16 01:56:55 +02:00
Brummel 928c0659c1 Redirect to case list after analysis 2026-04-16 01:17:38 +02:00
Brummel 990d166617 Refactor case listing and silent recording handling
The case listing on the "My Cases" page is now grouped by local date,
with labels for "Heute", "Gestern", or the ISO date. This improves
readability and organization.

Additionally, the handling of silent recordings has been refined.
Previously, the absence of usable recordings would result in an error.
Now, the analysis worker gracefully handles this by writing a stub
document and skipping the LLM call. This prevents unnecessary errors and
provides a clearer status for silent cases.

The `dictate.sh` script has been updated to simplify the case directory
lookup logic. Instead of iterating through `open` and `done`
subdirectories, it now directly checks for the case ID and ensures it's
not marked as deleted. This simplifies the script and improves
efficiency.

The `server/Cargo.toml` and `server/Cargo.lock` have been updated to
include the `num_threads` dependency and enable additional features for
the `time` crate, which are necessary for proper local time zone
handling.
2026-04-16 01:10:52 +02:00
Brummel 2f62f11563 Refactor busy flags and worker guards
The `WorkerBusy` type was previously a single `Arc<AtomicBool>` shared
between the analyze and transcribe workers. This commit refactors this
to:

- Introduce `AnalyzeBusy` and `TranscribeBusy` newtype wrappers around
  `WorkerBusy` to distinguish between the two flags. This allows
  `axum::extract::State` to target them individually.
- Move the `BusyGuard` RAII guard into `src/lib.rs` and make it generic
  to work with any `WorkerBusy` instance.
- Update the `main.rs`, `worker.rs`, and `routes/user_web.rs` files to
  use the new types and guards, ensuring correct state management for
  both pipelines.
- Enhance the transcription recovery scan
  (`transcribe::recovery::scan_and_enqueue`) to iterate over user
  directories and call `enqueue_pending_for_user` for each, making it
  more robust and aligned with the per-user self-healing mechanism.
- Add a check for `transcribe_busy` in the `case_detail.html` template
  to correctly display "Transkription läuft…" only when the transcribe
  worker is actually active.
2026-04-16 00:32:45 +02:00
Brummel 9072d7a833 Refactor analyze recovery and worker busy status
The analyze recovery scan has been refactored to iterate through user
directories and enqueue pending analysis jobs more efficiently. The
`WorkerBusy` status has been introduced as an `Arc<AtomicBool>` to track
whether the analyze worker is currently processing a job.

This `WorkerBusy` flag is used in the `analyze::worker::run` function
and managed by a `BusyGuard` RAII struct, ensuring the flag is correctly
set and unset even in case of panics.

The `handle_my_cases` and `handle_case_detail` handlers in `user_web.rs`
now utilize the `WorkerBusy` flag to accurately display the "analyzing"
status and to trigger a self-heal of orphaned analysis inputs when the
worker is idle.

Additionally, the `WorkerBusy` type is now exported from
`server/src/lib.rs` to be accessible by other modules. The test cases
have been updated to include the `WorkerBusy` parameter when spawning
the analyze worker.
2026-04-16 00:19:08 +02:00
Brummel 4e145dd167 Refactor back button link on document page 2026-04-15 23:32:41 +02:00
Brummel 05f11872fc Refactor case detail and document views
Introduce a "Back to Cases" button in the document view and update the
case detail page to conditionally display the "Analyze" button. Also,
add a copy-to-clipboard functionality for the document content.
2026-04-15 23:30:30 +02:00
Brummel 0b63d8ff56 Feat: Add bulk actions for case analysis and deletion
Introduces a new `/web/cases/bulk` endpoint to handle multiple case
actions simultaneously.

This change adds the following:
- A new `bulk` module for handling bulk operations.
- The `handle_bulk_action` function in `bulk.rs` to dispatch to specific
  actions.
- `bulk_analyze` and `bulk_delete` functions to process the actions.
- Updates `Cargo.toml` and `Cargo.lock` to include necessary
  dependencies: `form_urlencoded`, `serde_core`, `serde_html_form`, and
  `serde_path_to_error`.
- Modified `axum-extra` features to include `form`.
- Adds checks for deleted cases in `collect_pending` for both analysis
  and transcription recovery.
- Renames and modifies `handle_close_case` to `handle_analyze_case` in
  `case_actions.rs` to better reflect its functionality.
- Adds a new `handle_delete_case` and `handle_undo_delete` to
  `case_actions.rs`.
- Updates `my_cases.html` and `case_detail.html` to support bulk
  actions, including checkboxes, a bulk action bar, and an "Undo last
  delete" feature.
- Modifies `handle_audio` and `scan_cases` in `web.rs` to respect delete
  markers.
- Updates `analyze_test.rs` with new request builders for analyze and
  delete actions.
2026-04-15 23:06:31 +02:00
Brummel 36b3e5f6c1 Add delete marker support to paths
Introduce DeleteMarker struct and associated functions for managing
soft-delete markers within case directories. This enables tracking
deleted cases and supports undo functionality.
feat: Add delete marker support to paths

Introduces a `.deleted` file to mark cases as soft-deleted. The marker
contains a `batch` UUID for grouping deletions and a `deleted_at`
timestamp for ordering.

New functions `is_deleted`, `read_delete_marker`, and
`write_delete_marker` are added to manage this marker. The `locate_case`
function is updated to also consider soft-deleted cases as not found.
2026-04-15 22:41:47 +02:00
Brummel 11eb645f3f Refactor: Simplify case directory structure
The distinction between `open/` and `done/` directories for cases has
been removed.
All cases for a user now reside directly under the user's directory
(e.g., `<data_path>/<slug>/<case_id>/`).

This simplifies path management and eliminates redundant directory
traversals.

Key changes include:
- Removed `open/` and `done/` subdirectories in path resolution.
- Introduced a `paths::case_dir` function as a single source of truth
  for case directory layout.
- Updated various modules (`recovery`, `auth`, `routes`, `transcribe`,
  `tests`) to use the new path structure.
- Adjusted templates to reflect the simplified case status
  representation.
2026-04-15 22:15:13 +02:00
Brummel 70eed20909 Add LLM system prompt override
Allow overriding the LLM system prompt via the `LLM_SYSTEM_PROMPT`
environment variable. This provides flexibility for customizing LLM
behavior without code changes. A default prompt is used if the
environment variable is unset or empty.
2026-04-15 21:31:21 +02:00
Brummel 5608c8ba43 feat: Add reanalyze case functionality
Introduce a new endpoint for reanalyzing cases. This feature allows
administrators
to rebuild analysis input files and enqueue new analysis jobs. The
system will
then generate a new document version, which will become the displayed
document.
2026-04-15 21:19:56 +02:00
Brummel 7bcd94f0d0 Refactor analysis input building
Extract the logic for building `AnalysisInput` into a new function
`build_analysis_input`. This function encapsulates the process of
collecting recordings, reading transcripts, and determining the last
recording modification time.

This change improves code organization and reusability by centralizing
the input building logic.
2026-04-15 21:16:32 +02:00
Brummel 1fa737a2e6 Add Forbidden error variant 2026-04-15 21:14:01 +02:00
Brummel 1486c4db9e Update LLM URL and warn if LLM not configured
Updates the `LLM_URL` in the project plan and `.env.example` to the
correct value.
Also, adds a warning in `main.rs` to inform the user if the LLM is not
configured, which effectively disables the 'Fall abschließen' feature.
2026-04-15 21:12:22 +02:00
Brummel 0011569e1b Update project plan documentation
Introduce new file types and update versioning strategy for documents.
Refine LLM provider configuration and naming.
2026-04-15 19:33:03 +02:00
Brummel 9c50c003a3 feat: Add tests for closing a case
This commit introduces a comprehensive suite of integration tests for
the case closing functionality.
These tests cover various scenarios including:
- Successful case closure with proper file writing and redirection.
- Handling of invalid inputs like non-UUIDs or cases without recordings.
- Authentication and authorization checks, ensuring only the case owner
  can close it.
- Error handling for attempting to close a case twice or when the LLM
  service is unavailable.
- Verification of the analysis worker's interaction with the mocked LLM.
- Testing the recovery mechanism for re-enqueuing pending analyses.
- Validating the document view displays the latest version.
2026-04-15 19:29:35 +02:00
Brummel 4b554f04ff Refactor case detail and document view
Introduce a `DocumentTemplate` struct for rendering the document view,
replacing inline HTML.
Introduce a `CaseFlags` struct to encapsulate the logic for determining
various UI states of a case (e.g., `has_document`, `analyzing`,
`can_close`, `llm_missing`).
Update `handle_case_detail` to use `compute_flags` for populating the
`CaseDetailTemplate`.
Update `scan_user_cases` to compute `analyzing` and `has_document` flags
for the `UserCaseView`.
Add new template logic in `case_detail.html` to display actions based on
`CaseFlags`.
Add new template logic in `my_cases.html` to display `analyzing` and
`done-doc` labels for cases.
Create a new `document.html` template.
Add a helper function `any_document_exists` to check for the presence of
a document file.
2026-04-15 19:25:59 +02:00
Brummel aed4cd59d3 feat: Add case closing and document viewing routes
Adds API endpoints for closing a case, which triggers an analysis job,
and for viewing the generated document.

This also includes:
- New `AppError` variants: `Conflict` and `ServiceUnavailable`.
- Helper functions for file handling, date parsing, and document
  searching.
- Unit tests for helper functions.
2026-04-15 19:22:25 +02:00
Brummel aa6b8fd798 Add analyze channel to AppState
Introduces a new channel for the analyze pipeline, including its sender
in the `AppState`.
Also updates the test router to create both transcribe and analyze
channels.
2026-04-15 19:16:27 +02:00
Brummel e2a05a108a feat: Add analyze module for LLM integration
This commit introduces the `analyze` module, which orchestrates
communication with Large Language Models (LLMs) for text summarization
and analysis.

Key components include:
- `llm.rs`: Contains the `LlmError` enum and the `chat_once` function
  for interacting with OpenAI-compatible LLM APIs.
- `prompt.rs`: Defines the system prompt and logic for rendering user
  content from analysis inputs.
- `recovery.rs`: Implements logic to scan for and re-enqueue pending
  analysis jobs upon server startup.
- `worker.rs`: The core worker that consumes analysis jobs, processes
  them with the LLM, and writes the output.
- `mod.rs`: Defines `AnalyzeJob` and associated channel types for
  inter-component communication.

This module enables the server to process dictated recordings, summarize
them using an LLM, and store the results.
2026-04-15 19:14:28 +02:00
Brummel 5435b60b80 Refactor config to use test_default
Introduced a `test_default` method to `Config` to provide sane defaults
for integration tests. This refactors several test files to use this new
method, reducing boilerplate and improving maintainability.

Added `LLM_TIMEOUT_SECONDS` to the environment variables and `Config`
struct.
2026-04-15 19:07:58 +02:00
Brummel 872e943da9 feat: Set default run target for server 2026-04-14 15:20:37 +02:00
Brummel c55f9a392c feat: Enhance password hashing utility
This commit introduces several improvements to the `hash-password`
binary:

- **New command-line interface:** Supports printing hashes directly,
  hashing via prompts, or patching `web_password` in `users.toml` in
  place.
- **Atomic file patching:** Utilizes `toml_edit` to preserve comments,
  ordering, and formatting, and writes changes atomically via a
  temporary file and rename operation.
- **Robust argument parsing:** Handles various command-line scenarios
  and provides informative usage messages.
- **Error handling:** Improves error reporting for failed operations.
- **Added unit tests:** Includes tests for patching behavior and error
  conditions.
2026-04-14 15:12:00 +02:00
Brummel d489716c9b Feat: Implement basic web authentication and UI
This commit introduces the foundation for web-based authentication and
user interface. It includes:

- **Session Management**: Securely handling user sessions using
  cryptographically generated tokens, cookies with appropriate security
  flags, and server-side storage.
- **Login/Logout Functionality**: Endpoints for users to log in with
  their credentials and log out, clearing their session.
- **User Interface**: Basic templates for the login page, a list of
  cases, and a detailed view of a single case, allowing users to
  navigate and view their data.
- **Authorization**: An `AuthenticatedWebUser` extractor to ensure only
  logged-in users can access protected web routes.
- **Configuration**: Added a `cookie_secure` option to the configuration
  to control the `Secure` flag on session cookies, useful for local
  development.
- **Dependencies**: Added necessary dependencies for password hashing,
  time handling, and TOML file manipulation.
- **Helper Binary**: Included a `hash-password` binary to simplify
  generating bcrypt hashes for user passwords.
2026-04-14 15:09:23 +02:00
Brummel 61b5c8e125 feat: Mark failed recordings with .m4a.failed
Add a new `failed` field to `RecordingView` and corresponding logic in
the worker.
When FFmpeg remuxing or Whisper transcription fails, the worker now
renames the
original `.m4a` file to `.m4a.failed`. This prevents the recovery scan
from
reprocessing these files and signals to the UI that transcription
failed.

The UI displays a message indicating failure and suggests renaming the
file
back to `.m4a` to retry. A new integration test
`worker_renames_audio_to_failed_on_whisper_error`
is included to verify this behavior.
2026-04-14 14:32:22 +02:00
Brummel 29d3476e3e Add tmpdata/ to .gitignore
Add design principles section to projektplan.md
2026-04-14 13:41:10 +02:00
Brummel a6aeae77a1 Update project plan regarding hotwords functionality 2026-04-14 12:07:18 +02:00
Brummel f5b99106b1 Add per-user whisper settings for hotwords and initial prompt
This commit introduces the capability to configure user-specific Whisper
settings, including language, hotwords, and initial prompts. These
settings are stored in `users.toml` and are passed to the Whisper
service for more tailored transcription results.

New unit tests have been added to verify that the `transcribe` function
correctly forwards these optional settings to the Whisper client and
omits them when they are not provided.

Additionally, a new directory `tests/fixtures/dictations` has been
created to store M4A audio files, their expected transcripts, and
associated hotword files. This serves as a regression corpus for the
Whisper pipeline. A README file explains the structure and conventions
for adding new fixtures. Several new fixtures have been added, covering
various medical domains and transcription scenarios.
2026-04-14 11:56:48 +02:00
Brummel b63a269776 feat: Forward user settings to Whisper API
Include per-user hotwords and initial prompts in the multipart form data
sent to the Whisper API. The language parameter is now dynamically set
based on user configuration, defaulting to "de" if not specified.
2026-04-14 11:04:28 +02:00
Brummel fc8efc62e0 Add user slug to transcription jobs
The `TranscribeJob` struct now includes a `user_slug` field. This is
necessary for the transcription worker to look up per-user settings such
as hotwords and initial prompts. The `collect_pending` function has been
updated to return user slugs along with audio paths, and the recovery
scan now enqueues jobs with the correct user slug.
2026-04-14 11:02:37 +02:00
Brummel 0ef9109876 Add Whisper user settings to config
Introduce a new struct `WhisperUserSettings` to hold per-user
transcription settings. This allows users to customize Whisper
transcription for their specific needs directly in the `users.toml`
configuration file.

The changes include:
- Defining `WhisperUserSettings` with optional fields for `language`,
  `hotwords`, and `initial_prompt`.
- Integrating `WhisperUserSettings` into the `User` struct, with
  `#[serde(default)]` to ensure it defaults to
  `WhisperUserSettings::default()` if not present in the TOML.
- Adding new unit tests to verify that users can be parsed correctly
  with and without a `[user.whisper]` block.
- Updating existing tests in `auth_test.rs`, `upload_test.rs`, and
  `web_test.rs` to include the new `whisper` field, ensuring backward
  compatibility.
2026-04-14 11:00:52 +02:00
Brummel c3d5e2b0ad Update Projektplan mit Admin-Log 2026-04-14 10:59:32 +02:00
Brummel 3ea8589985 Update project plan with transcription pipeline details
Update task status to 'done' for several items in the project plan. This
includes setting up the Axum server, filesystem structure,
configuration, logging, and upload endpoints. It also covers the Docker
setup for Axum and faster-whisper, as well as Ollama configuration.

Additionally, the plan now reflects a dedicated `whisper/` service for
faster-whisper, detailing its endpoints, model configuration, hotword
support, and deployment. Changes to the Ollama client configuration and
the oneliner generation logic are also documented.

The transcription queue and recovery mechanisms are marked as done,
along with the faster-whisper and Ollama health checks and retries.
Several aspects of the case management and UI development, including
askama templates and the detail view, have been updated.

Finally, the project plan includes a decision to use `large-v3-turbo`
for the Whisper model and details the implementation of a dedicated
`whisper/` service due to hallucination issues with previous wrappers.
The Ollama model is updated to `gemma4:latest`, and the GPU phase worker
logic is adjusted to leverage the smaller VRAM footprint of the
`large-v3-turbo` model. A new script `scripts/dictate.sh` is introduced
as a stand-in for testing the watch-flow without actual hardware.
2026-04-14 10:42:14 +02:00
Brummel 735718512c Add dictate.sh script
This script provides a command-line interface for recording dictations,
uploading them to a server, and retrieving transcripts. It allows for
continuing an existing case, starting a new one, or refreshing the
status of the current case.

The script uses `ffmpeg` for audio recording and `curl` for server
communication. It manages the current case state using a temporary file
`/tmp/doctate-current-case`. Configuration details like `DATA_PATH` and
`API_KEY` are read from the server's `.env` and `users.toml` files.
2026-04-14 01:13:10 +02:00
Brummel 6dac672089 Tighten oneliner prompt: keywords, no adjectives, no therapy
Previous prompt allowed 80 chars and evaluative adjectives, producing
oneliners like 'HOCM, massive Septumhypertrophie, LVT, Indikation
CASH/Myektomie'. Reframed from 'Hauptdiagnose' to keyword extraction
since gemma cannot reliably identify primary diagnoses.
2026-04-14 00:22:36 +02:00
Brummel 83d3a52df7 Add hotwords form field to whisper service
Hotwords give per-request logit boosts to specified terms throughout
decoding (not just as prefix context like initial_prompt). Measured on
a cardiology dictation: 8/8 correct fachbegriffe vs. 3/8 without.
2026-04-14 00:22:36 +02:00