FORGE Alignment
RLHF, DPO, and Constitutional AI to enforce safe, explainable, and compliant model behavior.
Overview
FORGE Alignment makes model behavior predictable, auditable, and mission-safe. We combine RLHF, DPO, and Constitutional AI to enforce policy boundaries and improve response reliability in high-stakes environments.
Alignment is critical for defense, finance, healthcare, and government programs that require transparency, compliance, and robust safeguards against unsafe outputs.
What you get
- Policy-defined behavior and response limits
- Preference data pipelines and labeling guidance
- RLHF, DPO, and Constitutional AI training
- Bias testing and safety-critical evaluation
- Explainability reports and audit artifacts
- Compliance-ready deployment support
Capabilities
- Direct Preference Optimization for streamlined alignment
- GRPO techniques for reasoning models
- Constitutional AI for scalable policy enforcement
- Safety-critical guardrails and response filtering
- Structured output validation and schema enforcement
- Red teaming and adversarial robustness testing
Technical specs
| Alignment methods | RLHF, DPO, Constitutional AI |
| Data inputs | Preference data, policy rules, eval sets |
| Safety testing | Bias, hallucination, adversarial checks |
| Compliance | Audit-ready documentation and reporting |
| Deployment | Secure API endpoints and on-prem options |
| Typical timeline | 4 to 8 weeks |
Pipeline placement
Alignment is the third stage of the FORGE pipeline. After training and distillation, we enforce safety and compliance before deployment.
Ideal for
- Safety-critical decision support systems
- Regulated environments with audit requirements
- Teams that need explainable outputs and guardrails
- Deployments where policy adherence is mandatory
Use cases
Alignment ensures models behave safely in high-stakes environments.
Defense operations
Policy-bound responses for intelligence and operational planning workflows.
Financial compliance
Explainable AI outputs that satisfy audit and regulatory requirements.
Healthcare safety
Clinical systems aligned to safety protocols and standardized guidance.
Align your models with mission policy
Enforce safe, compliant behavior before deployment with FORGE Alignment.