SCQCS defines patterns for append-only logging, sealed storage, and accountable access. A framework for systems where privacy and auditability must coexist.
Launch secure in minutesSCQCS is a set of architectural patterns and security principles for building systems that need both privacy and accountability. Named after the famous thought experiment, it embodies a core insight: data should remain sealed until deliberately observed—and observation should leave auditable evidence.
The framework provides guidance for implementing append-only event chains, sealed vault storage, controlled "break-glass" access, and cryptographic agility. It's designed for systems where you need to prove what happened without enabling surveillance.
SCQCS is not a product—it's a philosophy and pattern library. Implementations may vary in how they apply these principles to their specific domains.
These patterns form the foundation of any SCQCS-aligned system.
Events chain forward cryptographically. Modifications become detectable. Deletions become evident. History becomes verifiable.
Data encrypted at rest with minimal metadata exposure. Designed for retention without sprawl, access without surveillance.
Emergency access patterns that are scoped, logged, and attributable. Exceptions exist—but they leave durable, tamper-evident receipts.
These constraints shape every design decision from day one.
Support evidence without enabling surveillance. Collect only what's necessary. Resist scope creep.
Cryptographic proofs outlast policies and good intentions. Make integrity verifiable.
Emergency access exists—but every use is remembered. Attribution is automatic and durable.
Algorithms weaken. Keys expire. Build migration paths from day one.
Every external dependency is attack surface. Minimize egress. Maximize autonomy.
The threat model includes insiders. Make misuse architecturally difficult, not just prohibited.
SCQCS defines interfaces and behaviors, not implementations. Here's the mental model.
Each record is an envelope containing minimal metadata, content digests, and policy tags. Envelopes chain forward—making modifications detectable and deletions evident.
Emergency access is sometimes necessary. SCQCS defines patterns that make it deliberate, scoped, and durably recorded.
Three properties every break-glass implementation should enforce
Access should be constrained to minimum necessary scope—time range, record types, and purpose.
Consider requiring multiple approvals or split keys. Single-actor access is a design choice, not a default.
Every access creates a tamper-evident receipt: who, when, justification, scope, and outcomes.
SCQCS principles are being applied in various contexts. Here are some related projects.
A privacy-preserving computer vision framework that outputs semantic events instead of storing video. Uses SCQCS patterns for its witness kernel and vault architecture.
Learn moreSCQCS patterns and implementations are developed in the open. Explore the code, contribute improvements, or fork for your own projects.
View on GitHubInterested in applying SCQCS patterns to your work? Building something that needs accountable privacy? Contact channels coming soon.
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Important: SCQCS is a set of design patterns and principles—not a product, service, or certification. Any claims about security, privacy, or compliance depend entirely on how these patterns are implemented and operated. This documentation describes design intent, not guarantees.
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Varies entirely by implementation. SCQCS defines patterns for data minimization—whether any specific system follows them is a matter for that system's documentation and audit.
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Nothing here constitutes legal advice, security certification, or compliance guidance. Consult qualified professionals for your jurisdiction and use case.
Security depends on correct implementation, operational practices, threat modeling, and ongoing maintenance. Patterns described here may be implemented incorrectly, incompletely, or inappropriately.
Do not use SCQCS patterns to build covert surveillance systems, stalk or harass individuals, or claim certifications or audits without published evidence.
SCQCS patterns are designed for cryptographic agility—the ability to upgrade, replace, or migrate cryptographic primitives over time. This is a design principle, not a feature guarantee.
The framework anticipates migration to post-quantum cryptographic standards as they mature. This does not imply current quantum-resistance or any specific timeline for adoption.
SCQCS does not claim compliance with FIPS, Common Criteria, or any other certification standard. Implementations seeking certification must undergo independent evaluation.
Choice of specific cryptographic algorithms is an implementation decision. SCQCS patterns work with various primitives—selection should be based on current best practices, threat models, and compliance requirements.
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SCQCS, SecuraCV, and ERRERLabs are identifiers used by their respective projects. Other trademarks belong to their respective owners.
Where code is released as open source, it is governed by the license in its repository. This documentation does not modify those terms.
The architectural patterns described here may be implemented freely. Attribution is appreciated but not required.