Technology

Orchestration.How work is planned, divided and sequenced.

Orchestration is the layer that turns an objective into defined tasks, gives each one to the right specialist, runs them in the order their dependencies require, and stops at the points where something must be checked or approved.

Orchestration ยท Add rate limiting to the login routeRunning

A single model asked to complete a complex objective in one interaction has to interpret the request, plan the work, carry it out and judge its own result, all at once. Each of those is a different kind of task, and errors in one quietly become inputs to the next. Orchestration separates them.

Codira's orchestration architecture organizes work into tasks with explicit relationships, coordinates the agents that perform them, and manages progress through execution and review. It also decides where the workflow pauses: for a rule to be evaluated, for a reviewer to look, or for a person to approve.

What orchestration covers.Nine responsibilities, one coordinating layer.

Task Decomposition

An objective is broken into tasks small enough to be done well and checked on their own.

Agent Specialization

Each task goes to an agent defined for that kind of work, with its own instructions and limits.

Workflow Coordination

The layer, not the agents, decides what runs next and what each step receives.

Execution Sequencing

Tasks run in a defined order, with independent branches allowed to run side by side.

Dependency Management

A task starts only when the work it depends on is finished and has passed its checks.

State and Context

Decisions, constraints and open items are carried forward so later steps work from what is settled.

Review and Approval

Review steps and human approvals sit at designated points rather than at the very end.

Verification Checkpoints

Rules in code evaluate output between steps, so a failure is caught where it happens.

Model-Provider Integration

Agents call models through one layer, so the workflow does not depend on any single provider.

Checkpoints in the sequence.A failure stops where it starts.

When a check fails, orchestration sends the work back to the stage that produced it instead of letting the error flow into everything downstream.

That is the practical difference between a pipeline and a prompt: the sequence knows where each requirement is evaluated, and what to do when one is not met.

Review, verification and approval are placed, not appended.

Execution sequenceIn progress

What it does not do.Structure, not certainty.

Orchestration makes complex work more organized and inspectable. It is not a promise about the quality of every output.

  • It does not make a model's output correct; it decides where that output is checked and by whom.

  • It does not remove the need for human judgment at the points where decisions carry consequences.

  • A sequence is only as good as the tasks and checks defined for it, which is why each product defines its own.

The rest of the architecture.Explore the other capabilities.

Orchestration is the foundationthe rest of the architecture builds on.

Specialist agents, deterministic verification and human oversight all depend on a layer that knows what runs, in what order, and where it stops.