A more readable structure
In a document’s Structure section, each entry’s status keeps its size next to its title and page button, on computers and phones alike.
KOPERATEUR LABS · R&D
Laboratory changelog
Updates from Koperateur Labs, Koperateur Consulting’s R&D showcase. Available features, work in progress and explicit limitations.
· Available
Stable, lighter pages
The sign-in page no longer moves while it loads, and illustrations a small screen does not show are no longer downloaded. The public pages reach Lighthouse’s top score in performance, accessibility, best practices and search.
Models described by their own files
The language models under study are described from the headers of their files: architecture, size, context, quantization and fingerprint. Each value states whether it is declared by the publisher or computed, and an incomplete file is reported instead of being described. Earlier measurement results are carried over with the exact quotation of their source.
The structure of each document
Each extracted document now shows its sections, its tables and figures and its numbered equations, with their original page. What comes from the outline written by the author is set apart from what is only detected and remains to be confirmed or annotated.
Find a passage in your documents
In Documents, the “Passages” panel searches a word or a phrase in the text of every document you may open, ignoring accents and capitals. Each excerpt names its document and page, and opens that page.
Scientific papers read more completely
PDFs in which some symbols have no text equivalent (often formulas) are now extracted: those symbols appear as unknown characters instead of blocking the whole paper. Markdown notes are accepted whatever their content, as long as they are UTF-8.
A reorganised guide
The guide now covers Google sign-in, review and publication, the document assistant, policy comparison and privacy in dedicated sections.
A map that stays visible
When you shrink the window or rotate a tablet, the side panels fold as they do on load: the map and its view buttons remain reachable.
Your data protected down to the database
A researcher’s documents, experiments, profiles and connections can only be read by them and, for what they submit, by reviewers: the database itself enforces these rights, in addition to the laboratory.
A stricter security policy
Laboratory pages no longer accept any injected style or any unneeded browser feature (camera, microphone, clipboard…). Full screen for the map remains available.
Your language from the first visit
Public pages open in your browser’s language, French or English. If you switch language, that choice is kept for your next visits.
Images always up to date
After an update, the laboratory’s images, icons and downloadable files appear in their new version immediately, including the sharing image. The site also publishes its web manifest and a bilingual map of its pages.
Every text in both languages
Every text on the public pages and in the laboratory exists in French and English. A check before each version refuses a text that is missing, empty or unused in either language.
Accurate update dates
Every public page states the date of its last real content change. An index readable by assistants summarises the pages and links to their full text.
A published security contact
Vulnerabilities can be reported to Koperateur Consulting’s security contacts, published in the standard format at the laboratory’s /.well-known/security.txt.
Faster loading
The laboratory’s images, styles and scripts are now kept close to visitors and in their browser, and each page loads a single script file, now compacted; the simulation engine in it stays identical to its source code. A new version of a file is picked up immediately, without waiting.
A verifiable document assistant
Your own AI keys, sealed on submission, let you query a document on the pages you choose. Every quote is compared with the page text and a claim that cannot be found is rejected. Operation with real providers is being qualified.
Reviewed access requests
Every new research workspace starts with a request reviewed by an administrator, who accepts or refuses it from the laboratory. Repeated requests are grouped and no email is sent.
Documented progress
Laboratory changes are accompanied by documentation, recorded decisions and checks before validation. Features still in preparation remain clearly identified.
A map you can arrange
Move components and zones across a grid using a mouse, touch or the controls. Your organization is saved to your account and restored on other devices; connections and instruments follow components.
Documented research
The laboratory combines a configurable simulated machine, numerical-state visualizations, an experiment notebook and result replay. Assumptions, sources and traces stay connected to the work.
Personal workspaces
Account or Google sign-in, private documents, PDF upload and extraction, observations and research profiles. Review and publication remain explicit actions.
A shared visual identity
Home, guide and laboratory share transparent visuals, light and dark themes, a subtle grid and controllable luminous flows. The library includes the emblem, the full logo and a dedicated research sharing image.
A clearer research mission
The guide presents R&D directions, a concrete experiment protocol and verification methods. This changelog makes progress accessible without an account.
In progress
- Qualifying the document assistant with real providers and with a personal subscription, reserved to its holder.
- Physical calibration, real-network research and GPU computing integrations.
Features marked “in progress” are not presented as available. The current engine is analytical; fidelity to target hardware still needs qualification.