Developer Insights

X-ray vision for agentic workflows

Building an agent is half the battle; debugging its autonomous reasoning is where developers lose weeks. When an agent loops or fails silently, console logs are useless. NuDay gives you granular call traces, a live topology map of your A2A network, and token and cost tracking by agent, organization, and tenant.

The NuDay Manager is an enterprise control plane that gives developers x-ray vision into their agentic workflows.

Optimize performance, track costs, debug logic, all in real time.

The control plane

Everything you need to debug and optimize autonomous agents

Six views into what your agents are actually doing, in production.

1

Granular call traces

The challenge

Figuring out why an LLM made a specific decision means reconstructing its thought, action, and observation loop from raw text logs.

The NuDay solution

Native, visual call tracing via OpenTelemetry and Tempo. Click into any agent execution and see the exact sequence: the prompt received, the tool called, the payload sent, and the data returned. Debugging takes seconds, not hours.

2

Live agent topology mapping

The challenge

In multi-agent architectures, visualizing which agent passes data to which, and spotting bottlenecks or infinite feedback loops, is difficult.

The NuDay solution

NuDay automatically generates a live topology map: a real-time graph of your entire agent-to-agent network, showing who talks to whom, how often, and whether any unauthorized agents attempt lateral communication.

3

Intent input vs. output alignment

The challenge

How do you prove the agent did what the user asked, rather than getting distracted or hallucinating a different goal mid-task?

The NuDay solution

The dashboard tracks intent alignment, mapping the original prompt against the executed tool chain. If a user asks for a read-only summary but the agent attempts a write, the drift is highlighted immediately.

4

Tool invocation and API analytics

The challenge

Agents can fall into retry loops, hammering expensive third-party APIs hundreds of times a minute, racking up bills or triggering rate limits.

The NuDay solution

Monitor tool invocation counts across your fleet. Identify your most relied-upon tools, spot anomalous spikes, and catch looping agents before they take down your backend services.

5

Token utilization and cost tracking

The challenge

Agents consume tokens unpredictably as they summarize data, plan, and read search results. Tracking cost per agent or task is a billing nightmare.

The NuDay solution

Granular token metrics by agent identity, organization, and tenant show exactly how much context an agent consumes per task, so you can tune RAG chunk sizes and prompt efficiency to lower inference costs.

6

Agent review UI and workflows

The challenge

Moving an agent to production requires proving it behaves safely. When a system flags an anomaly, developers sift through thousands of JSON log lines to decide: false positive or critical hallucination?

The NuDay solution

A dedicated agent review UI. Step through a visual timeline of flagged sessions: replay the agent's actions, review the policy violations, and approve, adjust, or quarantine the workflow directly from the dashboard.

Build with full visibility

Debug autonomous agents in real time.

See how NuDay Manager transforms the developer experience with real-time telemetry and visual debugging.