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See the connections
behind the change.

A shared resource model connects accounts, environments, services, and their signals. This illustrative workspace shows the direction we’re building toward.

YugmaLink / Operations workspaceConcept preview
Workspace / Production / Investigation

Investigation / INV-024

API latency increased

Building
+42%p95 latency vs. baseline
API service
09:0009:3010:0010:30
↳

A deployment preceded the change

Version 4.8.2 · 27 minutes before onset · API service
Evidence linked
✳
Every signal has a story.

Bring the symptom, the resource, and the recent change into one view.

Illustrative interface and example data. Product in development; investigation is being built.

What’s built. What’s next.

Capabilities with context.

Foundation means implemented and internally validated, with live production validation still ahead. Building means active development. Planned means on the roadmap.

01 / Capability

Infrastructure intelligence

Maturity: FOUNDATION
The question
What’s running across your accounts and regions?
The approach
Read-only inventory brings resources into one model. A relationship graph records the source behind each connection.
The connection
A shared map gives every metric, cost, and change a resource to connect to.

02 / Capability

Cost intelligence

Maturity: FOUNDATION
The question
Your bill changed. What actually changed underneath it?
The approach
FOCUS-normalized billing, seasonal baselines, and decomposition into price, quantity, and mix. Advisory recommendations show their calculations.
The connection
Spend sits alongside the resources and operational changes that help explain it.

03 / Capability

Resource intelligence

Maturity: FOUNDATION
The question
Who owns this resource, and what depends on it?
The approach
Organization, client, and environment are built into the model. Typed relationships carry their sources, with client isolation enforced by the platform.
The connection
A signal becomes useful when its service, dependencies, and operating context are visible.

04 / Capability

Anomaly intelligence

Maturity: FOUNDATION
The question
Is this change unusual for this resource, at this time?
The approach
Contextual baselines compare each metric with its normal rhythm. Detection includes when a deviation began, how long it persisted, and what could not be checked.
The connection
Your team gets a traceable starting point for asking what changed and why.

05 / Capability

Change intelligence

Maturity: FOUNDATION
The question
What happened before the signal moved?
The approach
An append-only ledger captures control-plane changes. Gaps in coverage are recorded explicitly.
The connection
Recent changes sit beside related resources and symptoms, ready to be investigated.

06 / Capability

Investigation

Maturity: BUILDING
The question
Can the evidence stay together after the incident closes?
The approach
An investigation gathers hypotheses, supporting and conflicting evidence, assessment history, and the facts needed to revisit the reasoning.
The connection
Signals and relationships come together around one operational question.

07 / Capability

Root cause analysis

Maturity: BUILDING
The question
Which explanation does the evidence actually support?
The approach
Candidate explanations are weighed against their evidence. The assessment distinguishes the strongest candidate from alternatives, and can report no identifiable cause.
The connection
Evidence bands use words rather than probability percentages. A candidate explanation is never presented as proven causation.

08 / Capability

Recommendations

Maturity: BUILDING
The question
What next step can your team reasonably evaluate?
The approach
Cost recommendations are advisory and show their arithmetic. Operational proposals with risk, approval, blast-radius, and rollback context are being designed.
The connection
Understanding becomes a decision your team can assess and carry out.

09 / Capability

Verification

Maturity: PLANNED
The question
Did the change improve the system?
The approach
Define success criteria before execution, then check the same signals that prompted the action. The criteria remain fixed throughout.
The connection
A verified outcome is part of the planned foundation for governed autonomy.

10 / Capability

Operational memory

Maturity: PLANNED
The question
What can the next investigation learn from this one?
The approach
Keep confirmed explanations, verification results, and feedback in tenant-scoped memory.
The connection
Past outcomes can inform future ranking while each client’s history stays isolated.

Built on one model.
Starting with AWS.

Our AWS connection is in validation. Other providers are planned, and every signal below is labeled with where it stands.

Infrastructure coverage

AWS

Read-only connection with a per-connection external ID. In validation.

Maturity: BUILDING
GCP

Planned adapters for identity, inventory, metrics, cost, and changes.

Maturity: PLANNED
Azure

Planned adapters for identity, inventory, metrics, cost, and changes.

Maturity: PLANNED
Kubernetes

Planned signals for workloads, deployments, and clusters.

Maturity: PLANNED
Servers

Planned coverage for hosts outside a cloud control plane.

Maturity: PLANNED

Signals in context

Inventory & topology

Resources and source-attributed relationships.

Maturity: FOUNDATION
Metrics

Infrastructure metrics interpreted against contextual baselines.

Maturity: FOUNDATION
Cost

Normalized billing, seasonal baselines, and change decomposition.

Maturity: FOUNDATION
Changes & deployments

Control-plane history in an append-only ledger.

Maturity: FOUNDATION
Security

Planned posture and identity-change signals.

Maturity: PLANNED
Logs

Planned log signals connected to their resources.

Maturity: PLANNED
Traces

Planned request paths represented as relationships.

Maturity: PLANNED
Maturity: FOUNDATION
Implemented and validated internally. Not yet production-validated.
Maturity: BUILDING
In active development or validation.
Maturity: PLANNED
Designed on the roadmap. Not started.

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