DELIA
A Deterministic Executive Layer for Interpretable Alignment in AI
Constraint-based governance for language, behavior, and compliance at scale.
What Is DELIA?
DELIA is a flat-constraint governance engine that validates and transforms AI-generated outputs—ensuring they comply with institutional policy, regulatory standards, and contextual logic.
It operates downstream of generation, applying deterministic constraints to what AI says or does—without learning, guessing, or changing behavior midstream.
Where LASO(f) governs structure, DELIA governs acceptability.
Rule-Based vs. Constraint-Based Governance
| Aspect | LASO(f) | DELIA |
|---|---|---|
| Governance Model | Tiered rule system based on linguistic structure | Flat, stateless constraint engine |
| Core Focus | Syntax, semantics, tone, citations, and style | Compliance phrasing, policy validation, terminology |
| Execution | Rule propagation across linguistic tiers | Parallel constraint application with lock resolution |
| Best Fit For | Structural linguistic alignment | Policy gating, content screening, low-latency enforcement |
| Audit Style | Rule-domain transformation summaries | Per-constraint logs with cryptographic signing |
Where DELIA Fits
Use DELIA when you need:
- Compliance filtering for AI-generated content
- Constraint enforcement across regulated domains
- Lightweight validation at the edge or in post-processing pipelines
- Auditability by design—not as an afterthought
| Sector | Application Highlights |
|---|---|
| Legal | Clause phrasing, jurisdictional disclaimers, citation formatting |
| Finance | Risk language gating, forward-looking statement enforcement |
| Healthcare | HIPAA redaction, terminology expansion, anonymization |
| AI Governance | LLM output screening, hallucination suppression, tone filtering |
| Edge Devices | Constraint enforcement with minimal compute or memory overhead |
Extend to Action with DELIA-AG
AI systems increasingly do more than talk—they act.
DELIA-AG applies the same deterministic constraint model to AI-initiated behaviors:
- Should this procedure be scheduled?
- Can this file be submitted?
- Is this action within role-based permissions?
DELIA-AG evaluates every action before execution—based on policy, role, and domain context.
When to Use One, the Other—or Both
| Scenario | Preferred Approach |
|---|---|
| Language-first validation (e.g., contracts, reports) | LASO(f) |
| Compliance gating at scale | DELIA |
| Real-time enforcement on edge devices | DELIA |
| Deep structural alignment (tone, semantics) | LASO(f) |
| Pre-validation of AI-initiated actions | DELIA-AG |
| Tiered decision validation with overrides | LASO(f)-AG |
| Full-spectrum language and behavior governance | LASO(f) + DELIA + AG |
Deployment-Ready
- Cloud-native (Kubernetes, Docker)
- Edge-compatible (Jetson, Qualcomm, Raspberry Pi)
- RESTful APIs for integration with LLM platforms
- Compatible with OpenAI, HuggingFace, LangChain, Anthropic
Audit trails are cryptographically signed. Execution time is typically <220ms per segment.
Patent Pending
DELIA and DELIA-AG are protected under U.S. and international filings as of 2025. FERZ reserves exclusive rights to deterministic constraint execution, conflict resolution logic, and audit infrastructure.
Learn More
The DELIA product family supports constraint development, edge deployment, and custom domain onboarding.