Task agents
Complete well-defined multi-step business tasks.
Well-defined multi-step business tasks are completed end-to-end, within clearly scoped boundaries.
- Task decomposition
- Multi-step execution
- Scope boundaries
Agentic systems
We design AI agents to use tools, coordinate steps and escalate decisions inside an explicit operating model.
What this means
An enterprise agent needs more than reasoning. It needs scoped permissions, durable state, recoverable execution, approval gates and visibility into what happened.
Complete well-defined multi-step business tasks.
Well-defined multi-step business tasks are completed end-to-end, within clearly scoped boundaries.
Call approved systems through constrained interfaces.
Approved systems are called through constrained interfaces, so agents act only within permitted limits.
Separate specialist roles where coordination adds value.
Specialist roles are separated where coordination adds real value, avoiding unnecessary complexity elsewhere.
Pause consequential actions for authorised review.
Consequential actions pause for authorised review, keeping a human in the loop where it matters most.
Recover from timeouts, failures and long-running processes.
Timeouts, failures and long-running processes are recovered from gracefully, not silently dropped.
Measure task success, cost, latency and intervention.
Task success, cost, latency and intervention rate are measured, so agent performance is accountable.
We define what the agent may read, propose, change or send—and which actions always require a person. Those boundaries drive the architecture.
Tool calls, intermediate state, approvals and errors should be traceable. Operators need to understand why an agent stopped or acted.
A production agent must know when it lacks context, when a tool failed and when to route the task to a human without losing the work already completed.
How we work
Define outcomes, users, constraints and the existing technical landscape.
Choose practical boundaries, integrations, delivery stages and quality gates.
Build in transparent increments with testing and security embedded.
Release, observe, support and improve with clear ownership.
Build with Genesis
Bring us the outcome, the complexity and the constraints. We will help you shape the right path forward.