Agent orchestration and tool access
Coordinating work while keeping authority, retries, and external actions explicit.
The autonomous resource management referenceAutonomous resource
Autonomous resource
management, explained.
A knowledge resource for how automated systems allocate resources—and how people keep those decisions accountable.
Explore by question
- Foundations and scope
What does autonomous resource management mean?
- Capacity and workload placement
Do I need more capacity, or a different allocation?
- Cost and operational evidence
What did the system consume, and what evidence explains it?
- Orchestration and human oversight
Which actions can a workflow take, and who can intervene?
The reference library
All 8 reference articles →Audit trails and decision provenance
Recording what was requested, authorized, executed, and observed.
Autoscaling and feedback loops
How capacity follows demand, and why signals, limits, and recovery matter.
FinOps and cost controls
Relating resource consumption, budgets, and business outcomes without assuming automatic savings.
Human oversight and decision rights
Defining who can authorize, interrupt, and review automated resource decisions.
Observability for resource decisions
Connecting measurements to actions without mistaking telemetry for proof of correctness.
Industry context
Browse source briefs →Headlamp guide separates Kueue admission from Pod scheduling
An October 2026 project guide illustrates why a queued workload may wait before Pod placement begins.
Kubernetes 1.36 expands Dynamic Resource Allocation
A background brief on the DRA team’s May 2026 update, with adoption questions for resource operators.
FinOps Framework 2026 adds strategy alignment and broader technology guidance
A background brief on the March framework revision and its relevance to resource-management objectives.
From concepts to questions
What can this system decide?
Start with the action, its limits, the evidence behind it, and who can intervene. The ARM working framework offers one attributed proposal for organizing those questions.
Read the working framework →An inspectable reference
Follow the source.
Articles identify their evidence, distinguish examples from findings, and link to revision history. Corrections and additional perspectives are welcome.
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