Alignment
RLHF, DPO, and Constitutional AI for safe, explainable, and compliant model behavior.
Alignment ensures AI models produce safe, accurate, and policy-compliant outputs. FORGE implements Direct Preference Optimization (DPO), GRPO for reasoning models, Constitutional AI frameworks, and comprehensive red teaming to meet mission-critical safety requirements.
Behavioral alignment and safety guardrails via preference optimization.
What's Included
Direct Preference Optimization
DPO and GRPO for reasoning models — efficient preference learning without complex reward modeling.
Constitutional AI
Rule-based behavioral constraints that ensure outputs comply with organizational policies and regulations.
Safety Guardrails
Multi-layer safety systems including output filtering, toxicity detection, and hallucination reduction.
Structured Output Validation
Ensure model outputs conform to required schemas and format specifications.
Red Teaming & Adversarial Testing
Systematic adversarial evaluation for bias, hallucination, and security vulnerabilities.
Specs & Parameters
Use Cases
Defense Operations
Ensure models comply with rules of engagement, operational security, and classification handling.
Financial Compliance
Align outputs with regulatory requirements including SOX, FINRA, and internal risk policies.
Healthcare Safety
Prevent harmful medical advice and ensure compliance with HIPAA and clinical guidelines.
Ready for Alignment?
Typical engagement: 4-8 weeks. From scoping to deployment, FORGE handles the full pipeline.