experimental research draft
Technical Specification
Current implementation notes and proposed research requirements for AlephOneNull. This is not an enforceable compliance standard.Research status
AlephOneNull is experimental research software. It is not certified, not independently validated, and not approved for production, medical, financial, government, or other safety-critical use. Any deployment claim must be backed by independent testing in the target environment.
Implemented Package Surface
What the current npm package exposes.
- UniversalDetector for explicit pattern and heuristic checks
- PatternLibrary for built-in and custom dangerous-pattern definitions
- NullSystem for safety and emergency intervention responses
- EnhancedAlephOneNull for combined detector checks and safer replacement text
- AlephOneNullV2 for multi-detector scan/process flows
- OpenAIWrapper for OpenAI-compatible calls with pre/post safety checks
Research Directions
Ideas under evaluation, not shipped guarantees.
- Explicit session reset and stop-signal handling
- Training-time and decoding-time controls for risky mirroring
- Human-paced interaction controls for sensitive workflows
- Boundary controls for recursion and persistence experiments
- Cryptographic attestation for future build and policy verification
Detection Quality
- Detection rate against a versioned test set
- False-positive rate for benign safety referrals
- False-negative examples that bypass detection
Intervention Quality
- Dangerous content removed or replaced
- Replacement text reviewed for the target context
- Crisis resources checked for jurisdiction accuracy
Runtime Behavior
- Median and p95 scan latency measured locally
- No unexpected package import output
- Build, lint, type-check, and test status recorded
Research Guardrails
Claims should stay behind reproducible evidence.
- Keep this software out of production and safety-critical systems unless independently validated.
- Treat detector output as advisory, not authoritative.
- Do not advertise regulatory compliance without a real audit from qualified reviewers.
- Do not claim universal enforcement, universal detection, or guaranteed prevention.
Next Section
VII. Implementation Roadmap