Running now · AI · inspectable RAG
CITEPOST
A document retrieval lab with hybrid search, source citations, an inspectable context and measured evaluations. GroqCloud answers from retrieved passages.

Try it here
Ask about ERR_AUTH_1042, inspect its citation, then try an unanswerable question. The lab interface is in English.
The problem
A plausible answer is not enough when a team needs to verify its source and understand when evidence is missing.
What it does
Choose a synthetic manual, contract or policy corpus, or upload a text-based PDF. The lab records the real ingestion stages, retrieves lexical and vector candidates, combines their ranks and runs a local reranker. The inspector exposes the selected passages, index snapshots, timing and GroqCloud token usage.
Every generated factual segment must cite a source from the actual context. Click a citation to open the versioned PDF at the source page, with the cited text highlighted beside it. An evidence gate can refuse weak retrieval; unknown questions and controlled failure scenarios are part of the demonstration.
The public lab has temporary isolated sessions, three PDF uploads per session, a 5 MB/60-page file limit and two-hour retention. The interface and local retrieval models are English. Parsing and structural chunking are heuristic; OCR, pixel-level PDF highlighting and token streaming are not included. Citation validation checks provenance, not factual truth, and prompt injection remains a risk.
The public repository includes a separate tuning set, 60 held-out evaluation cases and measured results. This is an owned synthetic demonstration, not a client deployment or a promise to eliminate hallucinations.
What is in it.
- 01PDF ingestion with real progress
- 02Hybrid retrieval and local reranking
- 03Versioned citations and source pages
- 04Candidates, context and usage inspector
- 05Abstention and explicit failure injection
- 06Isolated sessions and measured evaluations
Built with
- Laravel
- Alpine.js
- PostgreSQL / pgvector
- Redis / Horizon
- Python / ONNX
- GroqCloud