[PR #707] [CLOSED] Add FERPA-compliant enterprise RAG patterns to RAG section #2574

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GiteaMirror · 2026-04-21T08:36:07-05:00

GiteaMirror commented

2026-04-21 08:36:07 -05:00

📋 Pull Request Information

Original PR: https://github.com/Shubhamsaboo/awesome-llm-apps/pull/707
Author: @ashutoshrana
Created: 4/11/2026
Status: ❌ Closed

Base: main ← Head: add-ferpa-compliant-rag-enterprise-patterns

📝 Commits (10+)

2de4f4c feat: Add ThinkPath Chatbot application with guided thinking paths and local LLM integration
40b9fe4 feat: Add sponsor section to README.md with links and images
6cf78b6 feat: Add sponsor images for awesome LLM apps and unblocked
458427b Change sponsor text to 'Become a Sponsor'
f6eb4e1 added the native server
284e792 Merge branch 'Shubhamsaboo:main' into main
58556f1 Delete mcp_ai_agents/react_native_agent/requirements.txt
a8a0a95 Delete mcp_ai_agents/react_native_agent/uv.lock
0d0eaec Delete mcp_ai_agents/react_native_agent/main.py
a474f45 swapping to playwright MCP server, updating demo flow

📊 Changes

1 file changed (+1 additions, -0 deletions)

View changed files

📝 README.md (+1 -0)

📄 Description

What this adds

A new entry in the RAG (Retrieval Augmented Generation) section for an open-source library of compliance-first RAG patterns targeting regulated industries.

FERPA-Compliant Enterprise RAG Patterns

Most RAG examples in this list (including many here) are built for general or consumer use. This library specifically addresses the structural gap when deploying RAG in regulated environments:

Higher education (FERPA 34 CFR § 99): Student records must never cross identity boundaries in a shared vector store. Without explicit filtering, semantic similarity can return records from other students — a compliance violation even if the system is functioning "correctly."
Healthcare (HIPAA 45 CFR § 164): PHI must be access-controlled and audit-logged at the retrieval layer.
Finance (GDPR Art. 17): Vector indexes must support erasure requests — deleting from the source database is not enough.

Key patterns included:

Identity-scoped vector-store filter: (student_id + institution_id + category) compound predicate prevents cross-user leakage
Structured disclosure audit record (FERPA § 99.32 compliant)
GDPR Art. 17 erasure handler for vector indexes
PII pre-flight detector before LLM context assembly

pip install enterprise-rag-patterns

The live demo shows the before/after filtering in real time.

This is a distinct category of RAG tooling not otherwise represented in the list.

_{🔄 This issue represents a GitHub Pull Request. It cannot be merged through Gitea due to API limitations.}

## 📋 Pull Request Information **Original PR:** https://github.com/Shubhamsaboo/awesome-llm-apps/pull/707 **Author:** [@ashutoshrana](https://github.com/ashutoshrana) **Created:** 4/11/2026 **Status:** ❌ Closed **Base:** `main` ← **Head:** `add-ferpa-compliant-rag-enterprise-patterns` --- ### 📝 Commits (10+) - [`2de4f4c`](https://github.com/Shubhamsaboo/awesome-llm-apps/commit/2de4f4c356c84cd2fe0aa4172b8b52f0cd1cbe58) feat: Add ThinkPath Chatbot application with guided thinking paths and local LLM integration - [`40b9fe4`](https://github.com/Shubhamsaboo/awesome-llm-apps/commit/40b9fe4ac2ed4f88115c7dfa8024710c1fc1e0e1) feat: Add sponsor section to README.md with links and images - [`6cf78b6`](https://github.com/Shubhamsaboo/awesome-llm-apps/commit/6cf78b66a5210e3cfa3d6ed0b194f114120f0465) feat: Add sponsor images for awesome LLM apps and unblocked - [`458427b`](https://github.com/Shubhamsaboo/awesome-llm-apps/commit/458427b727d9fb427d866fe7ce9b452974c528f6) Change sponsor text to 'Become a Sponsor' - [`f6eb4e1`](https://github.com/Shubhamsaboo/awesome-llm-apps/commit/f6eb4e1db777cf36b27e8b84223511c482cf1c97) added the native server - [`284e792`](https://github.com/Shubhamsaboo/awesome-llm-apps/commit/284e79228e861c011ce663ef73b160073022c916) Merge branch 'Shubhamsaboo:main' into main - [`58556f1`](https://github.com/Shubhamsaboo/awesome-llm-apps/commit/58556f18fbb6630fdd90562bd06bd2838eab505d) Delete mcp_ai_agents/react_native_agent/requirements.txt - [`a8a0a95`](https://github.com/Shubhamsaboo/awesome-llm-apps/commit/a8a0a9545545d55cb77ab0d416569558f6c46f11) Delete mcp_ai_agents/react_native_agent/uv.lock - [`0d0eaec`](https://github.com/Shubhamsaboo/awesome-llm-apps/commit/0d0eaec8d25ae4a14cdda0406bb0cef4c432033f) Delete mcp_ai_agents/react_native_agent/main.py - [`a474f45`](https://github.com/Shubhamsaboo/awesome-llm-apps/commit/a474f4556ecb6af120e908eb62d31a4ee60ccdb8) swapping to playwright MCP server, updating demo flow ### 📊 Changes **1 file changed** (+1 additions, -0 deletions) <details> <summary>View changed files</summary> 📝 `README.md` (+1 -0) </details> ### 📄 Description ## What this adds A new entry in the **RAG (Retrieval Augmented Generation)** section for an open-source library of compliance-first RAG patterns targeting regulated industries. ### [FERPA-Compliant Enterprise RAG Patterns](https://github.com/ashutoshrana/enterprise-rag-patterns) Most RAG examples in this list (including many here) are built for general or consumer use. This library specifically addresses the structural gap when deploying RAG in **regulated environments**: - **Higher education** (FERPA 34 CFR § 99): Student records must never cross identity boundaries in a shared vector store. Without explicit filtering, semantic similarity can return records from other students — a compliance violation even if the system is functioning "correctly." - **Healthcare** (HIPAA 45 CFR § 164): PHI must be access-controlled and audit-logged at the retrieval layer. - **Finance** (GDPR Art. 17): Vector indexes must support erasure requests — deleting from the source database is not enough. **Key patterns included:** - Identity-scoped vector-store filter: `(student_id + institution_id + category)` compound predicate prevents cross-user leakage - Structured disclosure audit record (FERPA § 99.32 compliant) - GDPR Art. 17 erasure handler for vector indexes - PII pre-flight detector before LLM context assembly ```python pip install enterprise-rag-patterns ``` The [live demo](https://huggingface.co/spaces/ashuenterprise/enterprise-context-demo) shows the before/after filtering in real time. This is a distinct category of RAG tooling not otherwise represented in the list. --- <sub>🔄 This issue represents a GitHub Pull Request. It cannot be merged through Gitea due to API limitations.</sub>

GiteaMirror added the pull-request label 2026-04-21 08:36:07 -05:00

GiteaMirror closed this issue

2026-04-21 08:36:07 -05:00

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Reference: github-starred/awesome-llm-apps#2574