Harnesses & agent frameworks
Already built agents or a harness? Across orchestrates and governs them inside the reasoning graph instead of starting over.
The memory and reasoning layer for enterprise agents.
Across keeps process context, decisions, and next actions connected across systems.The Architect models the work. The Graph preserves state. The Operator moves execution forward.
Operator Agent
Global process view · execution control · continuous optimization
Observe Execute Monitor Optimize
Multi-Layered Reasoning Graph
Specialized agents synthesize signals into governed action
- Action LayerExecute decisions · drive outcomes
- Reasoning LayerAnalyze, plan · coordinate
- Context LayerIngest & structure enterprise signals
Architect Agent
Continuously compiles process knowledge into runnable agents
Learn Decompose Compile Update
Docs Calls CRM ERP Slack / Teams Human Input
01 / 04
Operator Agent
Runs the work end to end, moving execution forward across the tools teams already use, while keeping humans in control where judgment matters.
Consistency Process completed at >95% consistently.
02 / 04
Multi-Layered Reasoning Graph
Specialized agents across the Action, Reasoning, and Context layers synthesize signals into governed action, with memory, state, decisions, and lineage preserved.
Accuracy Smaller, focused agents perform with high accuracy on their specific task.
03 / 04
Architect Agent
Compiles process knowledge into runnable agents: learning, decomposing, compiling, and updating the graph as the work evolves.
Speed 3 months with FDEs → 2 weeks.
04 / 04
Runtime feedback
Outcomes feed back into the graph in real time, reconciling and improving it as every process is agentified.
Compounding intelligence With every process agentified, the Architect gets better.
works with your stack
Plug into the stack you already run.
Across does not replace your systems. It works across them. Bring your agent harnesses, systems of record, tools, and human feedback; Across gives them shared memory, controls, and a process view. See the full integration list in the Architecture & Integrations brief.
Systems of record
Read context from CRM, ERP, ticketing, docs, and knowledge bases, then send action back into them.
Tools & APIs
Connect the tools and APIs your processes depend on so agents can take action, not just summarize the work.
Human feedback
People stay in the loop. Corrections and approvals feed straight back into the graph and improve it over time.
enterprise posture
Built for agents that touch consequential enterprise work.
Autonomy only helps when teams can govern it. Across is designed around the controls enterprises need before agents move from pilots into production.
Governed memory
Context with permissions, lineage, and source awareness.Across keeps track of where information came from, who can use it, and how it has changed over time.
Inspectable reasoning
A system of record for why an agent recommends action.Reasoning traces, decision history, and evidence trails make agent outputs reviewable instead of opaque.
Human-controlled execution
Actions can be reviewed, approved, escalated, or stopped.People stay in control of consequential moments while agents reduce the cost of coordination.
Security and compliance
Designed for audit-friendly deployment across enterprise systems.Across supports RBAC/PBAC, observability, and audit trails, with deployment in your cloud, your choice of models, and no training on your data.
how we deploy
Deployed on your terms.
Across runs where your governance requires it, with your choice of models and no training on your data.
Your own cloud
Deploy inside your VPC so data and execution never leave your environment.
Containerized under your governance
Ship as containers that run under your deployment, security, and access controls.
Hosted by Across
Fully managed by our team when you want speed to value without standing up infrastructure.
resources
Go deeper.
Technical detail for evaluators, architects, and security teams.
Get started
Start with one workflow where context loss is expensive.
Bring Across into one workflow where memory matters, review matters, and the next action cannot be guessed from a single prompt: payables, a sprint team, a book of accounts.