Your AI ops, on rails you can see.
QuoxCORE 2 ships five primitives that turn AI activity into observable, budgeted, auditable operations. Every run traced. Every step visible. Every pattern crystallisable.
In plain words
What it is, where it lives, when to reach for it
- What is it
- The observability layer of QuoxCORE: five primitives that trace, budget and record every agent run.
- Where do I use it
- In your own dashboard, over the runs your agents already make.
- When would I use it
- When you need to see what an agent did, what it cost, and what it learned.
- How do I use it
- You do not invoke it; runs are traced automatically and the dashboard panels read them back.
QuoxCORE is the free, self-hosted platform underneath this. What is QuoxCORE
Five surfaces. One coherent system.
Skills that form from practice, not configuration.
A Crystal is a reusable, governed skill that emerges when a task pattern proves repeatable. During a run, Quox Brain drafts a candidate Crystal mid-loop. Once validated, it crystallises — and runs on demand or on a schedule, with its own budget envelope and audit trail.
Specialists you configure, not build from scratch.
QuoxCORE ships 63 specialist agents across DevOps, security, compliance, and productivity. Each agent operates in one of three modes: persona-pinned (fixed behaviour), tool-using (access to tool libraries), or browser (autonomous navigation). Teams compose agents into supervised loops with delegation and approval gates.
Every step on the canvas. Every step audited.
Build automation in a visual canvas with 22 node types: triggers, AI models, control flow, HTTP, transforms, and governance gates. Nodes light up as they execute. Every tool call is captured in the AOCL evidence chain. Version your workflows, restore from history, and share via the library.
Install once. Govern at every call.
Tools connect agents to the outside world: APIs, browsers, scripts, MCP servers, and Git repos. Install via OpenAPI spec, MCP protocol, repo URL, or script upload. Each tool is budgeted at install time. The agent-tool matrix shows exactly which agents can call which tools, and under what policy.
One screen. Everything your agents are doing.
The Home view is your ops dashboard: active objectives, live workflow runs, pending approvals, budget burn, and Quox Brain suggestions. The Goal Lane shows your active objectives at a glance. One click promotes a conversation to an objective, saves a workflow, or crystallises a pattern — with the builder pre-populated.
From conversation to reusable skill in four steps.
Every QuoxCORE workflow follows the same spine. The primitives connect naturally — you do not wire them manually.
Chat
Describe what you need in plain language. Quox Brain surfaces suggestions based on patterns in your work.
Objective
The goal is captured as a structured objective. Decomposed into tasks, tracked against outcomes, budget-gated.
Workflow
A workflow executes the plan: triggers, agents, tools, approvals, and human checkpoints — all in one canvas.
Crystal
When the pattern proves repeatable, it crystallises: a governed, reusable skill that runs on demand or on a schedule.
Workflows do not wait to be run by hand. Describe a schedule in plain language and it compiles to a cron expression, with a calendar view and a list view to see every run. Read the full picture on the autonomy page.
The four moments a demo shows
These are the four moments a live demo walks through. Book one below and we will drive them on your own targets.
Ready to put your AI ops on rails?
QuoxCORE is free and self-hosted. Enterprise features — budgets, policies, audit export, reliability tier — available on request.