Intelligent Kubernetes Operations

Simplify Kubernetes Operations with
01Cloud Agents

01Cloud Agents detect, diagnose, and resolve infrastructure issues before they reach your users with the precision of specialized AI and the safety of human-grade oversight.

80%
Alerts auto-resolved
<20%
Escalation rate to L2+
50%
Reduction in false positives
99%
Gateway availability

The Right Agent for Every Situation

01Cloud Agents bring specialized intelligence to every layer of your Kubernetes environment. Each agent is purpose-built for a specific problem domain, so when something needs attention, the response is precise, informed, and immediate. No generalist tools. No guesswork.

From a single misconfigured pod to a cluster-wide scheduling issue, 01Cloud Agents know exactly what to look for and how to act, all without pulling your team away from higher-value work.

Active Agent Sessions
CrashLoop Agent Resolved
OOM Agent Analyzing
ImagePull Agent Resolved
FailedScheduling Agent Escalated
NonZeroExitCode Agent Resolved
Confidence Score
CrashLoop Remediation94%
OOM Analysis78%

Everything Your Operations Team Needs in One Platform

🔍

Continuous Cluster Intelligence

01Cloud Agents continuously scan every layer of your cluster - nodes, pods, deployments, services, ingress, and RBAC, surfacing anomalies the moment they appear, not after they escalate.

Automated Issue Resolution

Common Kubernetes failure patterns are detected and remediated automatically. From image pull failures to OOM events, agents handle the resolution cycle end-to-end without manual intervention.

🛡️

Safe Execution by Design

Every automated action goes through pre-execution validation, dry-run testing, and post-apply state comparison. If something doesn't match expectations, the rollback is immediate and automatic.

📋

Full Decision Auditability

Every action taken by 01Cloud Agents is logged with complete context - what was detected, what was evaluated, and what was done. Exportable in JSON or CSV, queryable via API.

📈

Proactive Trend Monitoring

01Cloud Agents don't just react, they analyze resource trends, configuration drift, and scheduling patterns to surface issues while there's still time to act on them comfortably.

🔗

Seamless Escalation to Human Teams

When a situation genuinely requires human judgment, agents escalate with full context already packaged - what happened, what was tried, and what needs a decision, so your team can act immediately.

Your Engineers Focused on What Matters Most

With 01Cloud Agents handling the operational heavy lifting, your engineering team gets to do their best work. Incidents that once consumed hours of investigation are resolved automatically, with full context captured and no manual follow-up required.

The on-call burden shrinks. The repetitive alert triage disappears. And the engineers who built your product get to focus on moving it forward, not maintaining it at 2am.

Incident Timeline - Resolved Automatically
02:14 AM - CrashLoopBackOff Detected
CrashLoop Agent triggered. Root cause analysis initiated.
02:14:08 AM - Root Cause Identified
Config mismatch in env variables. Confidence: 96%.
02:14:22 AM - Dry-Run Executed
Patch validated. State snapshot taken before apply.
02:14:31 AM - Resolved ✓
Pod healthy. Post-apply validation passed. No engineers paged.

Automation You Can Actually Trust

01Cloud Agents don't just act fast, they act right. Every remediation is evaluated, validated, and confirmed before it's finalized. State snapshots are taken before any change. Dry-runs are executed first. Post-apply validation confirms the outcome matches expectations.

And when a situation calls for human judgment, the agent escalates with everything your team needs to make a decision quickly - not a raw alert, but a fully packaged context summary with recommended actions.

Confidence Score
Blast Radius
Severity Level
Retry History
Prerequisite State
Ambiguity Index
Time in State
Available Resources
Attempt Count
Escalation Decision Engine
9-Parameter Evaluation
Overall Confidence89%
Blast Radius RiskLow
Retry ToleranceAvailable
Decision: AUTO-REMEDIATE
All parameters within threshold. Executing with rollback enabled.

A Dedicated Agent for Every Failure Type

Rather than a single generalist tool, 01Cloud deploys a suite of specialized agents which trained on the patterns, causes, and remediation paths of a specific Kubernetes failure class.

🔄

CrashLoop Agent

Investigates CrashLoopBackOff events, identifies the root cause. Whether it's a config issue, dependency failure, or resource constraint, and executes a targeted fix.

CrashLoopBackOff
🧠

OOM Agent

Traces OOMKilled events to their source, evaluates memory usage trends, and recommends or applies updated resource limits to prevent recurrence.

OOMKilled
📦

ImagePull Agent

Resolves ImagePullBackOff by diagnosing registry authentication, network reachability, and image availability, then executes the appropriate fix or fallback strategy.

ImagePullBackOff
⚙️

CreateContainerError Agent

Identifies container runtime and configuration errors that prevent pods from starting, and addresses them before they cascade into wider availability issues.

CreateContainerError
📅

FailedScheduling Agent

Diagnoses pod scheduling failures caused by node affinity conflicts, resource shortfalls, or taint mismatches, and surfaces the right resolution path.

FailedScheduling
🚪

NonZeroExitCode Agent

Traces non-zero exit codes back to their origin — whether it's an application error, a missing dependency, or a misconfiguration — and provides a clear path to resolution.

Exit Code Analysis

Built for Teams That Can't Afford Gaps in Visibility

Every action, every decision, every escalation — fully logged and ready for review. 01Cloud Agents give operations and compliance teams a clear, continuous record of cluster activity without adding anything to their workload.

Decision history is queryable via API, exportable in JSON or CSV, and structured for postmortem review. When something needs to be explained — internally or externally — the answer is already there.

Audit Log Export
// Decision Log Entry #4821
{
"agent": "CrashLoopAgent",
"timestamp": "2025-02-18T02:14:31Z",
"confidence": 0.96,
"action": "patch_applied",
"validation": "passed",
"rollback": false
}
Export JSON
Export CSV
Query API

From Reactive to Proactive, Across Your Entire Cluster

01Cloud Agents are built to meet the operational demands of production environments — with measurable outcomes your team can rely on.

80%
of common Kubernetes alert types handled automatically by specialized agents, without human escalation.
<100ms
p99 latency for escalation decisions. Your team gets context fast when it matters most.
50%
reduction in false positive remediations through confidence-based routing and multi-parameter evaluation.
<500ms
end-to-end for full remediation workflows — from detection through validation and confirmation.
99%
availability for the A2A Gateway, ensuring continuous bidirectional communication across agent tiers.
<20%
escalation rate to human teams for handled alert types — keeping on-call load low without sacrificing safety.

Up and Running in Minutes. Reliable for the Long Term.

01

Deploy the Agent

Install 01Cloud Agents into your Kubernetes cluster via Helm or operator. Lightweight, non-intrusive, and ready to connect to your existing observability stack within minutes.

02

Continuous Monitoring Begins

The Main Orchestrator starts scanning all cluster components in real time — nodes, pods, deployments, services, and configurations — building a living picture of your environment's health.

03

Issues Are Detected and Classified

When an anomaly is detected, it's immediately routed to the appropriate specialized agent. Each agent brings deep, domain-specific knowledge to the diagnosis — not a generic ruleset.

04

The 9-Parameter Engine Evaluates the Path Forward

Before any action is taken, the escalation engine evaluates confidence, severity, blast radius, retry history, and more. The result: a clear, justified decision to auto-remediate or escalate.

05

Remediation Is Applied Safely

Approved actions are executed with a pre-apply state snapshot, dry-run validation, and post-apply confirmation. Automatic rollback is available at every step. Every action is logged.

Ready to See 01Cloud Agents in Action?

Talk to our team and find out how 01Cloud Agents can fit into your existing Kubernetes operations.

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