Big Harness for autonomous agents

Agents act to achieve their wants. Krnel reads and writes what agents think. Beyond inputs and outputs alone

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

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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