01
Plan the change
Break requirements into bounded tasks with dependencies, acceptance criteria, and explicit write scopes.
Feature Deep Dive
Governed Pipeline Authoring
Move from operational intent to reviewed pipeline code without separating AI generation from repository context, validation, approvals, and audit evidence.
Review-first delivery
One Lifecycle From Intent to Runtime
Every stage stays attached to the definition version, repository, validation evidence, and people responsible for the change.
02
Review the diff
Inspect plans, graph changes, generated files, repository context, and requested commands before mutation.
03
Validate the runtime
Run compiler, static, support-test, dependency, runtime-resource, and hardened sandbox checks.
04
Publish with evidence
Create durable Git and managed-resource operations, with immutable Airflow packages tied to the validated version.
Grounded and recoverable
Evidence Before Generation, Diagnosis Before Retry
Qarion keeps planning facts, execution structure, and repair decisions visible instead of hiding them inside a single model response.
01
Consent-bound research
When current public facts matter, the planner can request bounded live search, preserve source cards, and keep unresolved claims explicit.
02
Executable plan contracts
Dependency graphs, callable ownership, write scopes, acceptance effects, and required evidence are checked before a plan reaches review.
03
Targeted repair
Diagnostics route to code repair, plan revision, user input, environment resolution, or retry, while the last improving candidate stays recoverable.
Provider-independent by design. Governed research uses one stable capability contract, so teams can bind Qarion's SearXNG-compatible adapter or another approved read-only provider without changing the authoring lifecycle.
Deployment control
Choose the Right Execution Shape
Match each environment's isolation and operating model without changing the review, permission, validation, or publication controls teams rely on.
Shared execution pool
Use shared authoring capacity as the efficient default for everyday pipeline work.
Slim orchestrator
Keep durable coordination in the control plane while blocking operations run on the execution pool.
Dedicated session
Bind an isolated worker to one runtime thread when stronger workload separation is required.
No silent downgrade
Qarion checks health, capacity, protocol compatibility, and worker capabilities before a session starts. The selected mode is frozen for that session, and unavailable placement fails closed instead of silently falling back.
Control without ceremony
Guardrails That Stay in the Delivery Path
Qarion preserves the controls teams usually lose when pipeline work moves between chat, local editors, CI, and orchestration consoles.
- Version-bound readiness prevents stale validation from authorizing newer drafts.
- Human approvals are bound to the exact plan, files, commands, and publication effects under review.
- Partial progress is checkpointed without making incomplete execution slices publishable.
- Publication and resource sync recover across reloads while retaining per-step evidence.
- Airflow deployment artifacts are deterministic, checksum-addressed, and separated from source branches.
See Governed Authoring in Context
Bring your repository, orchestration target, and review requirements to a working session.