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Visdom Orchestrator

Orchestrating AI agents at scale.

One ticket in. One pull request out.

Agents, tools, decisions, and approvals form declarative flows running in isolated Kubernetes pods. Humans stay in the loop through prompts and approvals, while live events and a hash-chained audit log track every action. Built-in governance covers RBAC, quotas, approval policies, PII, egress, and encrypted secrets. Adapters connect triggers and notifications, enabling closed-loop agent work on your infrastructure.

What agents miss

Agent execution requires more than an LLM

Organizations often stitch together one-off scripts, isolated agent runtimes, and disconnected tooling with no human checkpoints, no cost controls, and no audit trail. Without orchestration, agent work cannot be governed, reproduced, or safely operated across enterprise systems.

How it works

Turning agents into governed workflows

Visdom Orchestrator turns agents, tools, and containers into composable flows with decisions, loops, sub-flows, and approval gates. People step in only where judgment matters.

Incident response

Prod throws 500s at 2 a.m.

  1. 02:14Alerts fire: error rate spikes on production.
  2. 02:31Logs correlated, root cause pinned, fix drafted and run through every gate.
  3. 08:00Morning standup reviews a green, fully traced pull request.

A pull request, not a Zendesk ticket

Regression hunt

Error rate doubles on the API

  1. 11:02The checkout API starts failing twice as often.
  2. 11:04Events correlated across services; the deploy that broke it identified.
  3. 11:27A proposed fix waits for one click of approval.

Root cause before the war room

Bug reproduction

A customer hits the same bug, twice

  1. 14:50Support escalates a recurring, hard-to-pin failure.
  2. 15:12Replayed from logs and telemetry; a failing test now reproduces it.
  3. 16:05The fix ships with a regression test bolted on.

Reproduced, fixed, locked for good

Security patch

A CVE lands in a core library

  1. 06:00A new vulnerability drops in a dependency you run.
  2. 06:18Affected components mapped, dependency bumped, full gate suite run.
  3. 07:02A verified upgrade sits ready to merge.

Patched in hours, not sprints

Migration

A deprecated API, used in 214 places

  1. 09:00The framework flags an API for removal; your repo calls it everywhere.
  2. 09:30Call sites mapped, the mechanical 95% migrated, gates run on every change.
  3. 11:45Humans review the six call sites that actually needed judgment.

214 call sites, six human decisions

CI hygiene

CI fails every third run

  1. 16:20A flaky test starts blocking every other merge.
  2. 16:35The test is quarantined, history bisected, the race condition pinned.
  3. 17:10A deterministic fix lands; the merge queue moves again.

A test suite you can trust again

Key features

One architecture, end to end

Get in touch

Agent & Flow Orchestration. Visdom Orchestrator transforms individual agents into reusable, production-ready workflows.

Declarative Agents & Flows

Agents, tools, decisions, and approvals form composable execution flows.

Isolated Kubernetes Runtime

Each flow runs in an isolated pod with its own workspace, tools, and environment.

Human-in-the-Loop Control

Humans stay in control through prompts, approvals, comments, and interventions.

Reproducible Runs

Every run provides consistent execution and visibility into inputs, outputs, decisions, and artifacts.

Run Execution & Observability. Visdom Orchestrator provides real-time visibility into every run, from live events and timelines to every agent and tool action.

Active-Runs Board

Track and manage running workflows across the platform.

Run Timeline & Full Run History

Every execution is recorded from start to finish, providing complete operational visibility.

Live Streaming & Mid-Run Steering

Observe workflows in real time and intervene when human input is required.

Deep Visibility

Track token usage, costs, latency, model interactions, tool calls, and failures for every run.

Governance, compliance & control. Governance is built in, automatically enforcing policies, quotas, permissions, and controls across every workflow.

RBAC & Scopes

Control who can create, execute, approve, and manage workflows.

Approval Policies

Require human approval for sensitive actions and protected workflows.

Cost Quotas & Ledger

Track usage and enforce operational limits across teams and agents.

Egress Allow-Lists & Service Identities

Control where agents can connect and which services they can access.

Secrets & PII Protection

Support encrypted secrets, PII detection, and automated redaction.

Hash-Chained Audit Trail

Every action is recorded through a tamper-evident audit log.

Self-Hosted Residency

Run on your infrastructure with full ownership of data and execution.

Integration, automation & action. Visdom Orchestrator connects engineering systems with autonomous workflows.

Inbound Webhooks

Trigger workflows from external systems and engineering platforms.

Platform Adapters

Integrate with repositories, ticketing systems, CI/CD pipelines, and internal tools.

Cron Schedules & Flow Triggers

Automate recurring and event-driven execution.

Notifications & Auto-Recovery

Deliver outcomes while automatically recovering from operational failures.

Closed-Loop Automation

Workflows run end-to-end with built-in governance and observability.

Why it matters

Visdom Orchestrator allows organizations to operationalize AI agents safely across the software development lifecycle.

  • Declarative Agents & Flows
  • Isolated Kubernetes Runtime
  • Human-in-the-Loop Control
  • Governance & Policy Enforcement
  • Cost Quotas & Security
  • Audit Logging & Compliance
  • Real-Time Run Observability
  • Closed-Loop Automation
  • Self-Hosted Enterprise Deployment

Technical Reference

Explore detailed technical documentation, implementation guidelines, and reference materials.

Read the documentation