The Intelligence Layer for AI Agents

Automatic tracing, intelligent monitors, and deep execution analysis — for agents running anywhere.

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Invariance
Observe
Executions
Signals
Quality
Monitors
Executions/Research pipelineresearch-agentrunning
run-2847
Nodes: 0Duration: 3.5sTokens: 3,110Cost: $0.042
DRoute reque..orchestratorTweb_searchresearch-agentTparse_resul..research-agentSsummarizesummarizer-sub!send_emailresearch-agent
Trace Steps
1DRoute request42ms
2Tweb_search1.2s
3Tparse_results89ms
4Ssummarize2.1s
5!send_email87%67ms
Node Detail
Select a node to inspect
Narrative

Orchestrator routed query to research-agent, which delegated search and parsing to sub-agents. Unauthorized send_email flagged at 87% anomaly. Budget check passed within limits.

Key Moments
Sub-agent spawned for summarization
send_email flagged — not in allowlist
Budget verified: $4.20 / $5.00

Your agents, watched by agents you control

Define what good behavior looks like. Monitors sweep every execution in real time — rules, LLM judges, anomaly detectors. Fully customizable. Findings fire the moment something deviates.

Live Monitor Sweep
Tool allowlistrule
target: trace_node
Waiting...
Budget limitthreshold
target: session
Waiting...
Output qualityllm-judge
target: trace_node
Waiting...
PII scannerllm-judge
target: trace_node
Waiting...
Latency checkanomaly
target: session
Waiting...

Your traces build a living map of how your agents actually work

session / decisiontool callpatternanomaly

Every trace feeds a semantic graph that learns what normal looks like for your agents. Patterns, trends, and risks emerge automatically from the data you're already collecting — no manual configuration.

Semantic graph built from real execution data
Drift detection and anomaly clustering
Trends across sessions, agents, and time
Baselines that sharpen with every trace

init_session
receipt #0
web_search
receipt #1
parse_results
receipt #2
sub_agent
receipt #3

Every action is a receipt. Every receipt is immutable.

Change one event and the entire chain invalidates. Hand an auditor a session ID and they can verify everything independently — no trust required.

Independently verifiable by third parties
Tamper detection built into every receipt
Audit-ready for EU AI Act compliance