Krnel Helps @ Every Stage
Of Agent Development
Agent harness throughout the Model Development Life Cycle
Data
Use Krnel's agent harness to monitor data:
- Quality
- Complexity
- Drift
- Provenance
Train
Understand how Krnel's agent harness represents learned concepts during training
Align
Steer model behavior through Krnel's agent harness manipulation and unlearning
Evaluate
Assess model beliefs and latent knowledge beyond output metrics
Deploy
Agent CI/CD:
- Detect anomalies and breaking changes in agent deployment
- TDD support feedbacks
Inference
Harness for real time detection, control, and steering at runtime:
- Context management (prompt/RAG/Memory,...)
- Hallucination detection and management
- Tool execution risks
- Policy guardrails
Use Krnel's agent harness to monitor data:
- Quality
- Complexity
- Drift
- Provenance
Understand how Krnel's agent harness represents learned concepts during training
Steer model behavior through Krnel's agent harness manipulation and unlearning
Assess model beliefs and latent knowledge beyond output metrics
Agent CI/CD:
- Detect anomalies and breaking changes in agent deployment
- TDD support feedbacks
Agent harness for real time detection, control, and steering at runtime:
- Context management (prompt/RAG/Memory,...)
- Hallucination detection and management
- Tool execution risks
- Policy guardrails
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Ready to take the next step?
Let's discuss how Krnel's agent harness can transform your AI development workflow in all stages of Model Development Lifecycle from data collection to deployment. Book a call with our team to explore custom solutions for your use case.
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