HARNESSACCESS
GRAPHFLOW
LOOPLIVE
SYSTEM NOMINAL
14:28:07
中文
design stage · private beta intake

Turn business operationsinto living agents

Harness connects any product, platform, API or database as one operable object. Graph freezes how work flows — steps, branches, exception rules — into an executable causal map. Loop senses, plans, acts and adapts, 24×7. Build an AI operator that owns the whole loop, not a Copilot that just suggests.

7scenario classes covered
3demo scenes
0no-code DIY
ONE RUNTIME, THREE PRIMITIVES

Harness · Graph · Loop

Three deterministic primitives — not metaphors. Together they make one self-running, self-healing operator for any system you connect.

Harness

capability access

The platform abstraction and integration bus. It turns any product, platform, API, UI or database into a standardized operable object — one unified create_campaign, one check_refund, regardless of what sits behind it.

One Harness drives an e-commerce backend, a merchant console and email in a single action surface.

Graph

executable knowledge

The executable causal map of domain knowledge, business logic and task flow. Nodes are states and actions, edges are conditions and events — not a static knowledge base, but a runnable decision structure.

An approval Graph encodes step order, decision branches and exception rules; an ops Graph closes the loop from selection to delivery.

Loop

self-adaptive cycle

The perpetual sense → plan → act → feedback cycle. The LLM plans the next move under Graph's constraints using Harness's live data, executes, observes the result, adjusts — a continuous optimization flywheel.

Ads ROI drops → enter a diagnosis subgraph → adjust targeting via Harness → watch the new ROI → keep or roll back.

WHERE IT RUNS

From replacing manuals to business autonomy

Seven scenario classes today, one runtime. The first enterprise target is OA approval flows.

01

Instant guidance

Replace the manual: an operator takes over a SaaS UI, walks the user through, adapts when they get stuck.

02

Fully automated SOP

Refunds, approvals, tickets, closed-loop SOPs across e-commerce, finance and HR systems.

03

AI platform support

Intent detection, cross-system lookup and handoff to humans — a support agent that owns the whole ticket.

Plus industrial IoT, quantitative finance, content growth and adaptive education — 7 classes in the full landscape.

Own the whole loop, not a suggestion box

Atlas is in design with a working demo roadmap. Join the early-access list to shape what an autonomous operator looks like for your approval flows and SOPs.

The demo roadmap and technical choices are tracked in the product repo.