Developer Insights
Building an agent is only half the battle; debugging its autonomous reasoning is where developers lose weeks of time. When an agent enters an infinite loop or fails a task silently, standard console logs are completely useless.
The NuDay Manager provides an Enterprise Control Plane that gives developers x-ray vision into their agentic workflows. We automatically capture the telemetry you need to optimize performance, track costs, and debug logic - all in real-time.
Granular Call Traces
Development Challenge
Figuring out exactly why an LLM made a specific decision requires painstakingly reconstructing its internal "Thought -> Action -> Observation" loop from raw text logs.
The NuDay Solution
We provide native, visual call tracing (via OpenTelemetry and Tempo). You can click into any agent execution and see the exact sequence of events: the exact prompt the LLM received, the tool it decided to call, the exact payload it sent, and the data it got back. Debugging a failed autonomous workflow takes seconds, not hours.
Live Agent Topology Mapping
Development Challenge
In multi-agent architectures (like LangGraph or CrewAI), visualizing which agent is passing data to which - and identifying bottlenecks or infinite feedback loops - is incredibly difficult.
The NuDay Solution
NuDay Manager automatically generates a Live Topology Map. You get a real-time visual graph of your entire Agent-to-Agent (A2A) network, showing exactly who is talking to whom, the frequency of those interactions, and whether any unauthorized agents are attempting lateral communication.
Intent Input vs. Output Alignment
Development Challenge
How do you programmatically prove that the agent actually did what the user asked, rather than getting distracted or hallucinating a different goal mid-task?
The NuDay Solution
Our dashboard tracks Intent Alignment. We map the original user prompt against the final executed tool chain and output. If a user asks for a "read-only summary" but the agent attempts a "write" action, the dashboard highlights this behavioral drift immediately, allowing you to refine your system prompts and guardrails.
Tool Invocation Counts & API Analytics
Development Challenge
Agents can easily fall into "retry loops," hammering expensive third-party APIs or internal databases hundreds of times a minute, racking up massive bills or triggering rate limits.
The NuDay Solution
Monitor Tool Invocation Counts across your entire fleet. Instantly identify which tools are your most heavily relied upon, spot anomalous spikes in execution, and catch looping agents before they take down your backend services.
LLM Token Utilization & Cost Tracking
Development Challenge
Autonomous agents consume tokens unpredictably as they summarize data, formulate plans, and read vector search results. Tracking costs per agent or per task is a billing nightmare.
The NuDay Solution
We provide granular LLM Token Utilization metrics broken down by agent identity, organization, and tenant. You can see exactly how much context an agent is consuming per task, allowing you to optimize your RAG chunk sizes and prompt efficiency to dramatically lower your LLM inference costs.
Agent Review UI & Workflows
Development Challenge
Moving an agent from development to production requires proving that it behaves safely. If a security system flags an anomaly, developers are forced to sift through thousands of unorganized JSON log lines to reconstruct the decision boundary and figure out if it was a false positive or a critical hallucination.
The NuDay Solution
We provide a dedicated Agent Review UI. Instead of writing custom log parsers, developers and security teams can step through a visual timeline of flagged sessions. You can replay the agent's actions step-by-step, review the specific policy violations triggered by the Alert Evaluator, and formally approve, adjust, or quarantine the agent workflow directly from the dashboard.
Ready to Debug with Full Visibility?
See how NuDay Manager transforms the developer experience with real-time telemetry and visual debugging.