Orchestrate AI workers in parallel from your terminal or the dashboard

Use nfltr.xyz as the hosted control plane: register planners, run workers with MCP tools, watch timelines, and approve or reject inline. Tunnels stay available when a client needs HTTP, TCP, or SSH reach—but orchestration is the product.

Start the guide track →

Quickstart — start explicit task contracts and watch progress:

nfltr orch start task --task-mode generate-artifact --objective "Ship docs that lead with orchestration" --watch
nfltr orch start task --task-mode implement --objective "Implement the selected slice" --watch

Start with Agent Orchestration. Also supports HTTP, TCP, and SSH tunnels for client connectivity when orchestration workflows need operator reach.

Core Guide Track

Follow these guides in order to go from first dispatch to multi-agent orchestration and team operations.

🚀

Getting Started

Sign up on nfltr.xyz, install the CLI, start a worker, and dispatch your first orchestrated task.

Guide 00
🔧

Orchestrate a Task

Single-task workflow: objectives, execution roles, progress, and terminal results.

Guide 01
🤖

Multi-Agent Orchestration

Parallel slices, phased handoffs, decompose, verify, and loop decisions.

Guide 02
📊

Dashboard Walkthrough

Observe fleet readiness, run timelines, and operator approvals on the hosted dashboard.

Guide 03
👥

Team Collaboration

Shared labels, pools, dashboard visibility, and approval gates for squad workflows.

Guide 04
🛠

Troubleshooting

Fix offline workers, queued tasks, rate limits, and transport drops from user-visible signals.

Guide 05
👁

nfltr orch: A Visual User Guide

Screenshot walkthrough of the Causal Operations Atlas: causal canvas DAG, task drawer, attention rail, and live fleet readiness.

Guide 06
💻

nfltr orch: The Complete Tutorial

Operator console and slash-command tutorial for the interactive nfltr orch TUI.

Guide 07
📜

Why did this campaign promote or roll back?

Read Intent, Path, and Outcome for an ImprovementCampaign with nfltr orch campaign story.

Guide
🔧

Campaign operator tools

Checkpoint readiness, failure signals, and contract/policy dry-runs before starting autonomous improvement.

Guide
🖥

Distributed Workers

Connect workers across machines, advertise labels, and fan out work with capacity-aware dispatch.

Guide 08

Platform Overview

🤖

Agent Orchestration

Hosted overview for task contracts, timelines, dashboard operators, and the recommended evaluator path.

Core
📊

Dashboard

Operator console for orchestration readiness, managed routes, browser terminals, traffic inspection, and fleet controls.

Core
💻

CLI Reference

Commands for nfltr orch, planners, workers, secure transport, and dashboard-managed flows.

Reference
🚀

Agent-to-Agent

Coordination contracts between workers when tasks need artifact exchange, handoffs, or verification loops.

Core

Guides

When to Use NFLTR

Honest decision guide: when orchestration fits, and hosted nfltr.xyz versus a production standalone GCE VM with embedded web/; Kubernetes/Helm/make deploy-ui are legacy/non-production.

Guide
👁

Observe Orchestration from Anywhere

Watch the Causal Operations Atlas (attention rail, causal canvas, task drawer, Trace Lab) and metrics on nfltr.xyz—kick off from a laptop, follow from your phone.

Guide

Orchestration Trace Lab

Local Rust/Wasm analysis of wall time, critical path, quiet intervals, and earliest failure evidence—traces stay in the browser.

Guide
🔌

HTTP API Examples

Integrate from CI or portals with curl: dispatch, status, Server-Sent Events, and results over the hosted REST API.

Guide
💻

Local Dashboard Development

Run the dashboard with mock OAuth, disposable state, protected API curls, and a filesystem-served UI edit loop.

Guide
🌐

Cloudflare DNS Helper

Configure wildcard DNS records for direct hostnames and verified E2EE hostnames shown in the dashboard catalog.

Guide
🌐

Fleet Management

Use label selectors, fleet tokens, and capability-aware rollout patterns for larger worker populations.

Core

Connectivity (Also)

🌐

HTTP Tunnels

Expose local or managed HTTP services when orchestration workflows need a reachable endpoint.

Also
🔌

TCP and SSH Tunneling

Reach SSH, databases, and private ports behind NAT or firewalls alongside orchestration.

Also
🔐

End-to-End Encryption

Secure transport and verified routing under the orchestration and dashboard layers.

Also
🌐

Fleet Management

Use label selectors, fleet tokens, and capability-aware rollout patterns for larger worker populations.

Core

Reference

📦

Go SDK Reference

Embed agents in Go applications and manage runtime behavior programmatically.

Reference
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