citation-grounding

Developer acceleration layer for enterprise RAG + agent pipelines. 32 production-style flagships on LangChain, LangGraph, CrewAI, Temporal, OpenAI Agents SDK, pydantic-ai. Permission-aware retrieval, chunk-level citations, schema-enforced output. Built on Model Context Protocol (MCP).

Polish hub of legal-AI skills - 45 skills in 8 Claude Code / Cowork bundles (LLM output verification, PL/EU case law, DOCX redline, audit bundle). Vendor-neutral, MIT.

Citation-grounded legal RAG assistant for Indian startup and corporate law. Hybrid BM25 + weighted RRF retrieval over 47,867 statutory documents. IEEE-published.

RAG over Indian law with verifiable citations: hybrid BM25 and vector retrieval fused by reciprocal rank fusion across roughly 19k chunks of judgments, statutes and case records.

Citation-grounded, refusal-bounded retrieval for regulated-domain corpora. Citation grounding and refusal-on-low-confidence enforced as deterministic checks in code, not prompt instructions. v0.1: FDCPA.

Evidence-grounded multi-agent research service with bounded parallel workers, Tavily search, deterministic aggregation, and validated citations.

Production ready multimodal RAG platform for document intelligence, hybrid retrieval, grounded answers, citations, and automated evaluation.

Pre-call Intelligence for sales reps - turns a one-line meeting description into a skim-ready pre-call brief. It resolves the real companies and people involved, researches them across the web and court records, and produces a citation-grounded brief — no chat, no fluff.

Traceable KG-RAG system for ideological education with citation grounding, multi-agent review, political safety checking, and cross-modal learning interaction.

Open-source Taiwan-law research framework for citation grounding, safety routing, and multi-model legal AI evaluation.

End-to-end governed document intelligence platform with citation-grounded RAG, schema-constrained extraction, human review workflows, and immutable audit trails.

Hybrid Search RAG over technical docs - pgvector + Postgres FTS fused via Reciprocal Rank Fusion, Cohere rerank-3.5, citation-grounded answers, Langfuse traces.

A production-grade MVP that challenges algorithmic bias and echo chambers in RAG systems. It audits global news and PDFs to uncover hidden risks and resilience in macro trends. Built with a Researcher–Auditor–Contrarian workflow using LangGraph, it runs locally with Ollama and OpenSearch for privacy.

AI-output verification layer for a Polish law firm - intake sufficiency, request routing, citation grounding, adversarial review, audit bundle. Apache-2.0.

Hybrid dense+sparse RAG with citation grounding for verifiable LLM outputs

Citation-grounded health Q&A over WHO/CDC/NICE guidelines. Patient and clinician profiles from one retrieval core. Refuses personal medical advice, escalates emergencies, publishes its eval harness. FastAPI + pgvector + BGE-M3 + Qwen3.

LuatRAG là trợ lý tra cứu pháp luật Việt Nam, kết hợp FTS5/BM25 với Gemini để tạo câu trả lời có trích dẫn và truy nguyên đến từng điều khoản. Công cụ giúp các nhóm pháp chế, nhân sự, tài chính và vận hành rút ngắn thời gian kiểm tra quy định, chuẩn bị hồ sơ và phối hợp ra quyết định.

MCP server for verifiable German, Austrian, Swiss & EU law — resolve, search and verify legal citations against the official sources.

medical PDFs are messy. MedClarity reads across them, catches conflicts, and answers with page-level citations.

Evaluation harness for citation-grounded LLM writing: an NLI gate checks every claim against its cited arXiv chunk; a leaderboard compares local writers under the same rules.