import streamlit as st from utils import translate_text, fetch_pubmed_articles, fetch_arxiv_articles import os # Page configuration st.set_page_config( page_title="Gov-LLM Transaction Flow", page_icon="๐Ÿ›๏ธ", layout="wide" ) # Custom CSS st.markdown(""" """, unsafe_allow_html=True) # Header st.markdown('
Gov-LLM Transaction Flow
', unsafe_allow_html=True) st.markdown('
Built with anycoder
', unsafe_allow_html=True) # Sidebar with st.sidebar: st.title("Navigation") page = st.radio("Select Phase", ["Overview", "Phase 0", "Phase 1", "Phase 2", "Phase 3", "Phase 4", "Phase 5", "References"]) st.divider() st.header("About") st.markdown(""" This application demonstrates the Gov-LLM Transaction Flow, a comprehensive framework for ADA-compliant cognitive assistance in government services. """) # Main content based on selected page if page == "Overview": st.header("Gov-LLM Transaction Flow Overview") st.markdown(""" This application presents a complete, executable framework for implementing cognitive accessibility in government services. The Gov-LLM Transaction Flow is designed to comply with ADA Title II and Due Process requirements while maintaining strict data privacy and security standards. """) st.subheader("Key Features") st.markdown(""" - โœ… ADA Title II Compliance - โœ… Due Process Protection - โœ… Post-Quantum Cryptography - โœ… Cognitive Load Reduction - โœ… Audit Trail & Accountability """) st.subheader("Technical Implementation") st.markdown(""" The system uses: - **Kyber-768** for post-quantum key exchange - **Dilithium** for digital signatures - **RAG (Retrieval-Augmented Generation)** for legal document processing - **NIST-compliant** security protocols """) elif page == "Phase 0": st.markdown('
Phase 0: Event-Driven Trigger Mechanism
', unsafe_allow_html=True) st.markdown("""

Operational Trigger

A citizen interacts with a .gov interface (SSA, Federal Court, Benefits Portal).

System Action

Real-time detection of navigation latency or accessibility metadata triggers the "Cognitive Auxiliary Mode" (Gov-LLM Interface).

Legal Basis

Affirmative duty to provide "auxiliary aids and services" (28 C.F.R. ยง 35.160).

""", unsafe_allow_html=True) st.markdown("""

Technical & Academic Substantiation

Just-in-Time Adaptive Interventions (JITAI): The system utilizes JITAI principles to deliver support at the moment of cognitive need.

Reference: Nahum-Shani, I., et al. (2018). "Just-in-Time Adaptive Interventions (JITAIs) in Mobile Health." Annals of Behavioral Medicine.

""", unsafe_allow_html=True) elif page == "Phase 1": st.markdown('
Phase 1: Ephemeral Session Initialization
', unsafe_allow_html=True) st.markdown("""

Transaction Input

User explicitly consents to "Cognitive Assistance" (Rights-preserving opt-in).

Privacy Protocol

Time Point

T1 (Cognitive Assistance Begins)

""", unsafe_allow_html=True) elif page == "Phase 2": st.markdown('
Phase 2: Post-Quantum Cryptographic Enveloping
', unsafe_allow_html=True) st.markdown("""

Transaction Behavior

User inputs (medical evidence, pleadings, queries) are instantaneously encapsulated.

Security Architecture

Legal Implications

Time Point

T2 (Secure Transaction Established)

""", unsafe_allow_html=True) elif page == "Phase 3": st.markdown('
Phase 3: Retrieval-Augmented Inference
', unsafe_allow_html=True) st.markdown("""

Core Processing

The Gov-LLM processes the query using RAG (Retrieval-Augmented Generation).

Restricted Context Window

Cognitive Transformation

Text is processed for "Cognitive Load Reduction" (summarization, step-extraction).

Time Point

T3 (Cognitive Translation Complete)

""", unsafe_allow_html=True) elif page == "Phase 4": st.markdown('
Phase 4: Accessibility Rendering & Verification
', unsafe_allow_html=True) st.markdown("""

Output Format

ADA Compliance Check

The system verifies the output meets WCAG 2.2 AA/AAA standards for cognitive accessibility.

Time Point

T4 (Understandability Achieved)

""", unsafe_allow_html=True) elif page == "Phase 5": st.markdown('
Phase 5: Secure Termination & Cryptographic Shredding
', unsafe_allow_html=True) st.markdown("""

Termination Condition

Data Destruction

Guarantee

Time Point

T5 (Transaction Complete)

""", unsafe_allow_html=True) elif page == "References": st.header("Academic and Technical References") st.subheader("Phase 0 - JITAI") st.markdown("""

Nahum-Shani, I., et al. (2018). "Just-in-Time Adaptive Interventions (JITAIs) in Mobile Health: Key Components and Design Principles for Engineering and Science." Annals of Behavioral Medicine.

""", unsafe_allow_html=True) st.subheader("Phase 2 - Post-Quantum Cryptography") st.markdown("""

Albrecht, M. R., et al. "Lattice-based cryptography and the NIST standardization process." ArXiv.

NIST FIPS 203: Module-Lattice-Based Key-Encapsulation Mechanism Standard

NIST FIPS 204: Module-Lattice-Based Digital Signature Standard

""", unsafe_allow_html=True) st.subheader("Phase 3 - RAG") st.markdown("""

Lewis, P., et al. (2020). "Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks." NeurIPS.

""", unsafe_allow_html=True) st.subheader("Phase 4 - Cognitive Load Theory") st.markdown("""

Sweller, J. (2011). "Cognitive Load Theory." Psychology of Learning and Motivation.

WCAG 2.2 Guidelines: Success Criterion 3.3.2 (Labels or Instructions) and 3.1.5 (Reading Level)

""", unsafe_allow_html=True) st.subheader("Phase 5 - Secure Deletion") st.markdown("""

NIST SP 800-88 Rev. 1: Guidelines for Media Sanitization

""", unsafe_allow_html=True) # Footer st.divider() st.markdown("""

Gov-LLM Transaction Flow Application | Built with Streamlit

ยฉ 2023 | All rights reserved

""", unsafe_allow_html=True)