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
AlephOneNullV3 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.
