Home / ConstitutionTrace / ConstitutionTrace Specification
ConstitutionTrace
Structured truth from the court record.
ConstitutionTrace is an open-source civic transparency specification for collecting, structuring, verifying, and analyzing documented court records and citizen-reported concerns involving potential judicial overreach, constitutional conflicts, procedural irregularities, sentencing disparities, and other issues identified within judicial proceedings.
The specification is designed around a modular architecture. Core modules establish the foundational capabilities required to operate a ConstitutionTrace system, while optional plugin modules extend the platform with additional analysis, integrations, visualization, research, and verification capabilities.
ConstitutionTrace is intended to organize evidence and identify patterns. It does not determine whether a judge or court has committed a legal violation, replace an appellate court, provide legal advice, or establish legal liability.
Specification Goals
ConstitutionTrace is designed to provide:
- Evidence-centered court record organization
- Structured citizen reporting
- Verified contributor participation
- Privacy-preserving identity management
- AI-assisted document processing
- Judicial hierarchy and jurisdiction mapping
- Constitutional and statutory issue classification
- Sentencing and punishment classification
- Appeal and reversal tracking
- Regional and national analysis
- Searchable public records
- Evidence provenance and integrity verification
- Human review of AI-generated findings
- Open and auditable system architecture
Modular Architecture
ConstitutionTrace separates foundational capabilities from optional functionality.
Core Modules
Core modules provide the minimum architectural foundation for a ConstitutionTrace implementation.
1. Identity & Verification Module
Provides contributor verification while separating personally identifying information from public case records.
Capabilities include:
- U.S. citizen verification workflows
- KYC integration
- Identity verification
- Authentication
- Contributor status management
- Encrypted identity storage
- Identity-to-submission separation
- Privacy-preserving contributor identifiers
A ConstitutionTrace deployment should never expose unnecessary personally identifying information in public case records.
2. Case Submission Module
Provides the primary workflow for creating and managing reports.
Capabilities include:
- Case creation
- Contributor submissions
- Case metadata
- Incident descriptions
- Court identification
- Judge identification
- Case number recording
- Date and jurisdiction tracking
- Submission status
- Draft and review states
- Evidence requirements
- Submission revision history
3. Court Record & Evidence Module
Provides structured management of source documentation.
Supported records may include:
- Court transcripts
- Judicial opinions
- Orders
- Motions
- Docket records
- Sentencing documents
- Court filings
- Publicly available audio or video records
- Other official court documentation
Capabilities include:
- Document ingestion
- Document classification
- Source metadata
- Cryptographic hashing
- Timestamping
- Evidence provenance
- Document version tracking
- Source record references
- Evidence relationships
The original source document must remain distinguishable from AI-generated summaries, classifications, or interpretations.
4. AI-Assisted Reporting Module
Provides AI-assisted extraction and organization of information from submitted court records.
Capabilities include:
- Transcript parsing
- Legal document parsing
- Metadata extraction
- Judge identification
- Court identification
- Case identification
- Procedural event extraction
- Ruling extraction
- Sentencing extraction
- Constitutional citation extraction
- Legal citation extraction
- Suggested issue classification
- Automated timeline generation
AI-generated information must remain identifiable as AI-generated information and should require appropriate human review before becoming a verified case record.
5. Judicial Architecture Module
Maps cases to the appropriate judicial structure.
The module supports classification by:
- Local courts
- Municipal courts
- County courts
- State trial courts
- State appellate courts
- State supreme courts
- Federal district courts
- Federal courts of appeals
- U.S. Supreme Court
- Other legally recognized judicial bodies where appropriate
The architecture should support jurisdiction-specific variations rather than assuming every state uses identical court structures.
6. Jurisdiction & Regional Module
Provides geographic and jurisdictional organization.
Capabilities include:
- State classification
- County classification
- City classification
- Judicial district classification
- Federal circuit classification
- Court jurisdiction mapping
- Regional comparisons
- Jurisdictional filtering
7. Constitutional & Legal Issue Module
Provides standardized classification of issues identified within court records.
Potential categories include:
- Constitutional provisions
- Amendments
- Due process
- Equal protection
- Search and seizure
- Right to counsel
- Right to a jury
- Confrontation rights
- Excessive punishment
- Procedural irregularities
- Jurisdictional issues
- Statutory conflicts
- Evidentiary issues
The module records an issue as a reported, identified, or analyzed issue rather than automatically declaring that a constitutional violation occurred.
8. Punishment & Outcome Module
Standardizes judicial outcomes and penalties.
Criminal outcomes may include:
- Incarceration
- Probation
- Fines
- Restitution
- Asset forfeiture
- Other criminal penalties
Civil outcomes may include:
- Monetary damages
- Injunctions
- Property restrictions
- Other court-ordered remedies
Administrative outcomes may include:
- License restrictions
- Regulatory sanctions
- Other administrative penalties
The module should preserve the original terminology used by the court while providing standardized categories for analysis.
9. Appeal & Review Module
Tracks what happens after an original ruling.
Capabilities include:
- Appeals
- Reversals
- Vacatur
- Remands
- Affirmances
- Modified rulings
- New proceedings
- Subsequent judicial decisions
Appeal outcomes should be linked to the original case record so that later developments can be distinguished from the initial report.
10. Search & Public Records Module
Provides public access to permitted records and structured case information.
Search dimensions may include:
- Court
- Judge
- Jurisdiction
- State
- Federal circuit
- Case type
- Constitutional issue
- Outcome
- Punishment category
- Appeal status
- Date range
Privacy-protected contributor information must remain outside public search results.
11. Analytics & Pattern Detection Module
Provides structured analysis across accumulated records.
Potential analyses include:
- Judicial ruling patterns
- Reversal patterns
- Sentencing disparities
- Constitutional issue frequency
- Regional differences
- Court-level trends
- Procedural issue frequency
- Case outcome patterns
Analytics must distinguish between observed data patterns and conclusions about unlawful conduct.
12. Audit & Data Integrity Module
Maintains system-level transparency and evidence integrity.
Capabilities include:
- Cryptographic document hashes
- Submission timestamps
- Audit trails
- Data provenance
- Record versioning
- Administrative activity logs
- Evidence modification detection
- AI processing history
13. Human Review & Moderation Module
Provides human oversight over submitted and AI-generated information.
Capabilities include:
- Evidence review
- Submission verification
- AI output review
- Moderation workflows
- Correction requests
- Dispute handling
- Source validation
- Publication approval
The module should prevent AI-generated claims from automatically becoming authoritative findings.
14. Public Transparency Module
Provides public-facing access to aggregated and appropriately redacted information.
Capabilities include:
- Public case profiles
- Court profiles
- Judicial statistics
- Regional dashboards
- Constitutional issue dashboards
- Appeal statistics
- Search interfaces
- Data visualizations
- Public research access
Optional Plugin Modules
Optional plugins extend ConstitutionTrace without changing the requirements of the core architecture.
Legal Research Plugin
Provides enhanced legal research capabilities.
Possible features:
- Case-law retrieval
- Precedent comparison
- Statutory references
- Constitutional text comparison
- Citation networks
- Legal research workflows
Precedent Analysis Plugin
Analyzes relationships between court decisions and cited precedent.
Possible features:
- Citation extraction
- Precedent mapping
- Citation frequency
- Treatment of precedent
- Subsequent treatment tracking
Sentencing Comparison Plugin
Provides expanded comparative sentencing analysis.
Possible features:
- Similar-case comparison
- Jurisdictional comparisons
- Historical sentencing comparisons
- Sentence-duration analysis
- Outcome normalization
Judicial Decision Graph Plugin
Creates relationship graphs between:
- Judges
- Courts
- Cases
- Statutes
- Constitutional provisions
- Precedent
- Appeals
- Outcomes
Geographic Visualization Plugin
Provides advanced geographic analysis.
Possible features:
- Court maps
- Regional heat maps
- Jurisdiction comparisons
- Federal circuit visualization
- County-level analysis
Transcript Intelligence Plugin
Provides advanced analysis of court transcripts.
Possible features:
- Speaker identification
- Event extraction
- Objection detection
- Ruling detection
- Judicial statement indexing
- Timeline construction
- Searchable transcript segments
Document OCR Plugin
Supports scanned and image-based court documents.
Possible features:
- OCR
- Layout recognition
- Page classification
- Table extraction
- Document reconstruction
- Confidence scoring
Evidence Provenance Plugin
Provides expanded chain-of-custody and provenance capabilities.
Possible features:
- Evidence lineage
- Source verification
- External source references
- Cryptographic evidence manifests
- Provenance graphs
Public Data API Plugin
Provides controlled programmatic access to public ConstitutionTrace data.
Possible features:
- REST API
- GraphQL endpoints
- Research datasets
- Machine-readable case records
- Rate limiting
- API authentication
- Dataset versioning
Researcher Portal Plugin
Provides specialized tools for researchers, journalists, academics, and organizations.
Possible features:
- Saved searches
- Dataset exports
- Research workspaces
- Comparative analysis
- Citation generation
- Statistical tools
Expert Review Plugin
Allows qualified professionals to provide additional analysis.
Possible reviewers may include:
- Attorneys
- Legal researchers
- Constitutional scholars
- Academics
- Journalists
- Other qualified reviewers
Expert commentary should remain clearly separated from the underlying court record and citizen testimony.
Notification Plugin
Provides alerts based on public records and tracked cases.
Possible features:
- Appeal updates
- New rulings
- Case status changes
- Court record updates
- Dataset changes
- Research alerts
Federation Plugin
Allows independently operated ConstitutionTrace instances to exchange compatible public data.
Possible features:
- Federated case indexes
- Instance discovery
- Public dataset synchronization
- Cross-instance search
- Distributed governance
Private contributor identity information must never be federated through public synchronization.
Decentralized Storage Plugin
Provides optional decentralized document storage.
Possible technologies may include:
- IPFS
- Content-addressed storage
- Distributed object storage
Deployments must still comply with privacy, retention, deletion, and applicable legal requirements.
Machine Learning Research Plugin
Provides experimental research capabilities for analyzing larger datasets.
Possible features:
- Classification models
- Anomaly detection
- Clustering
- Similarity analysis
- Trend detection
- Model evaluation
Experimental model outputs must not be represented as established legal conclusions.
Translation & Localization Plugin
Provides multilingual access to public information.
Possible features:
- Document translation
- Interface localization
- Multilingual search
- Language detection
- Translation quality review
Original court records should remain available alongside translations whenever legally and technically possible.
Data Architecture
A ConstitutionTrace implementation should maintain a clear separation between:
Identity Data
Contributor verification and personally identifying information.
Case Data
Structured information about the reported proceeding.
Evidence Data
Original court documents and source records.
Analysis Data
AI-generated classifications, statistical analysis, and human review.
Public Data
Information approved for public release.
This separation is fundamental to the privacy and integrity model.
AI Governance
AI is an assistive component of ConstitutionTrace rather than an authority.
AI systems may:
- Extract information
- Organize records
- Identify citations
- Suggest classifications
- Generate timelines
- Compare structured records
- Detect statistical patterns
AI systems must not independently:
- Declare a judge guilty of misconduct
- Determine that a constitutional violation legally occurred
- Alter source documents
- Conceal contradictory evidence
- Present speculation as fact
- Replace human review
Every significant AI-generated finding should be traceable to the source records from which it was generated.
Privacy Architecture
ConstitutionTrace should implement privacy-by-design principles.
Recommended controls include:
- Encryption of sensitive identity information
- Separation of identity and case databases
- Least-privilege access controls
- Secure authentication
- Audit logging
- Encryption in transit and at rest
- Data minimization
- Controlled retention policies
- Secure deletion where legally required
KYC and citizenship verification should be performed through appropriately secured verification infrastructure rather than exposing identity documents to the public database.
Evidence Integrity
Every source document should have a verifiable relationship to the case record.
Recommended evidence metadata includes:
- Source
- Document type
- Date obtained
- Case number
- Court
- File hash
- Upload timestamp
- Source URL where applicable
- Version
- Provenance information
The system should never silently replace an original source document with an altered version.
Specification Branding License (SBL)
Standard
- Fully AGPL-3.0+ compliant system
- Copyleft enforced for network deployments
- Required attribution:
- Roxanne Ardary
- https://www.roxanneardary.com/
Optional
- Specification Branding License (SBL)
- Attribution-free commercial deployment
- Pricing based on scale, usage, and deployment scope
- https://roxanneardary.com/constitutiontrace/
License & Notice Requirements
ConstitutionTrace is released under the GNU Affero General Public License v3.0 or later (AGPL-3.0+).
By contributing to this project, you agree that your contributions will also be released under this license.
Please note the following:
- All contributions must comply with the AGPL-3.0+ terms.
- Under Section 7 of the license, all redistributions, forks, and derivative works must preserve attribution to:
Roxanne Ardary and https://www.roxanneardary.com/ - ConstitutionTrace specifications are free to use with attribution. A Specification Branding License can be negotiated upon request.
- The project’s notice.md file tracks attribution requirements and contributor acknowledgments. Any update that adds new contributors or modifies attribution should also update notice.md.
- When submitting a pull request, ensure that any new files maintain attribution headers where applicable.
- Network-deployed versions of this software must also remain fully AGPL-3.0+ compliant, including exposure of source code modifications when applicable under the license.
For full legal details, refer to the AGPL-3.0+ license and the notice.md file.
Notice – ConstitutionTrace
Attribution Requirement: Under Section 7 of the AGPL 3.0+ license, all redistributions, forks, and derivative works, including network-deployed versions of this project, must provide attribution to Roxanne Ardary and roxanneardary.com.
Contributors
This file tracks contributors and their specific contributions to the project.
- Roxanne Ardary, roxanneardary.com – March 26, 2026
Created the ConstitutionTrace repository and defined its core architecture for structured judicial transparency using verified citizen submissions, court transcripts, and AI-assisted analysis. - [Add other contributors here] – [Date]
[Describe contribution in one sentence]
For more information, visit:
https://gitlab.com/Roxanne_Ardary/ConstitutionTrace
License – ConstitutionTrace
This repository is licensed under the GNU Affero General Public License v3.0 or later (AGPL-3.0+).
Key Points
- You are free to use, modify, and distribute the code.
- All redistributions, forks, and derivative works or network-deployed versions must also be licensed under AGPL-3.0+ and provide attribution to Roxanne Ardary and roxanneardary.com as required under Section 7 of the license.
- The software is provided “as is,” without warranty of any kind.
For the full license text, see GNU AGPL-3.0 License.
