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RAG KNOWLEDGE INTELLIGENCE STUDIO

Your knowledge.
Every answer, traceable.

Connect your knowledge. Retrieve the evidence.
Generate grounded answers.

Retrieval-augmented generation (RAG) gives AI relevant source material before it answers. Understand it by building it. Follow a document from source to search result, investigate what went wrong, and improve your next experiment.

Start with a collection →Take the guided route
▤   Your documents Private, in this browser
↓ extract · clean · split
01020304
↓ ask · retrieve · verify
◎   Evidence you can open Exact passages. Visible sources.
Local-first workspaceNo signup. No automatic document uploads. Keyword retrieval works immediately.Opening storage…
01 / COLLECT

Give your questions somewhere to look.

Start with fictional practice documents, or add your own. Nothing is sent to AI until you explicitly approve a connected action.

Add or replace a document

TXT · MD · CSV · JSON · text PDF. 5 MB per file; 100 PDF pages; 200,000 characters per document. Imported text opens here for review before adding.

Knowledge library

Up to 50 documents / 1 million characters per project. Replacing or removing a document invalidates its index and results.

02 / UNDERSTAND THE PIPELINE

Small pieces. A clearer view.

Choose a stage to learn what it does.

Build an index to inspect your passages.

Chunk explorer

Open a chunk to highlight its exact range in the cleaned source. Overlap may be reduced at short boundaries to guarantee progress.

04 / EXPERIMENT

Change one thing. See what changes.

Compare local keyword pipelines using the current question and metadata filters. Provider tokens/cost are zero; token counts below estimate context length only. Answer quality requires human review.

Pipeline A
Pipeline B
05 / TEST & DIAGNOSE

Good evidence is testable.

Build a verified reference set. Deterministic checks measure source-document recall, reference word coverage in retrieved text, and no-hit abstention. These do not establish answer correctness or groundedness.

Knowledge gap report

Run evaluation to reveal questions with missing coverage.
06 / LEARN BY INVESTIGATING

Become an evidence detective.

Each mission asks you to change the system, inspect the effect, and explain the result. Progress stays in this browser.

Privacy & optional connection

Documents and projects are stored in this browser using IndexedDB. Anyone using this browser profile can access them. Project separation is logical, not a multi-user security boundary. Back up important work; clearing browser data removes it.

Connected mode requires a server administrator to configure the included PHP Gemini gateway. Each external action asks for confirmation. No credentials are stored in browser storage. No analytics are enabled here.

Not connected. Embeddings and generated AI answers are unavailable.

Retrieved content is untrusted. The generator receives it as evidence, with no tools or ability to change permissions. This reduces impact but does not guarantee immunity to prompt injection. Verify every claim; a valid citation can still be misinterpreted.

Do not upload confidential records or personal information to a third-party model without authorization.