Core Features

Everything you need to
understand your agents

From real-time observability to deep debugging tools, Core provides complete visibility into autonomous AI systems.

Observability

Observability

Decision Trace Replay

Step through every decision your agent made. See the exact context window, tool calls, and reasoning at each point in time. Replay sessions to understand behavior.

Token Flow Visualization

Watch tokens flow through your agent in real-time. Identify bottlenecks, optimize prompt efficiency, and understand exactly where your budget goes.

Context Window Inspector

See exactly what's in your agent's context at any moment. Track how information enters and exits. Prevent context overflow before it happens.

Debugging

Debugging

Hallucination Detection

Automatically flag responses that may contain hallucinated information. Confidence scoring helps you prioritize which outputs need review.

Error Forensics

When agents fail, understand exactly why. Full stack traces, context snapshots, and tool call history at the moment of failure.

Diff Comparisons

Compare agent runs side-by-side. See what changed between successful and failed executions to isolate root causes quickly.

Optimization

Optimization

Cost Analytics

Per-request cost breakdown across all LLM providers. Set budgets, get alerts, and know exactly how much each agent run costs before it becomes a problem.

Latency Profiling

Identify slow operations in your agent pipeline. Waterfall views show where time is spent so you can optimize the right bottlenecks.

Prompt Compression

Suggestions for reducing token usage without losing quality. Identify redundant context and optimize your prompts automatically.

Collaboration

Collaboration

Multi-Agent Orchestration

Visualize complex multi-agent workflows. Trace message passing, coordination patterns, and shared state between agents.

Team Annotations

Add notes and labels to traces. Flag interesting behaviors for teammates. Build a knowledge base of agent behaviors.

Alerting & Webhooks

Get notified when agents misbehave. Slack, email, and webhook integrations keep your team informed in real-time.

Ready to see inside
your agents?

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