Your pipeline shouldn’t
need humans at 3 AM.
Kubernetes pod crashes, OOMkills, deployment rollbacks, disk pressure — your on-call rotation shouldn’t be the fix for deterministic failures. UAIO detects, remediates, and cryptographically proves every infrastructure event without waking anyone up.
Deterministic failures shouldn’t require human judgment.
OOMkill. Pod crash loop. Disk pressure. Certificate expiry. These aren’t novel problems — they have known fixes. UAIO executes those fixes autonomously and hands you a signed receipt instead of a 3 AM page.
✗ The on-call treadmill
- ✗PagerDuty fires → engineer wakes up → SSH into cluster → run the same commands
- ✗Post-mortem is a Confluence doc nobody reads again
- ✗Every incident is undocumented until a human writes it up
- ✗Runbooks are out of date before the next incident
✓ iTechSmart UAIO
- ✓Deterministic failure → root cause identified → fix simulated → executed → receipted
- ✓Every fix is a SHA-256 signed ProofLink receipt — your post-mortem writes itself
- ✓Policy guardrails you set — manual, approval, or full auto per namespace
- ✓OctoAI learns from every incident, improving routing and playbooks
Every Kubernetes incident type UAIO handles autonomously.
OOMkill & pod crashes
Detects OOM events, identifies root cause (misconfigured limits vs actual leak), adjusts resource limits or restarts within policy — receipt signed before you know it happened.
Crash loop backoffs
Distinguishes configuration errors from code faults. Applies targeted remediation — rollback, config patch, or restart with adjusted env — after digital-twin simulation.
Disk pressure & PVC issues
Detects disk pressure before eviction. Cleans log bloat, adjusts PVC claims, or triggers storage expansion within your defined guardrails.
Certificate expiry
Monitors cert validity windows and triggers renewal or rotation before expiry — with a timestamped ProofLink receipt for every rotation event.
Deployment rollbacks
Detects degraded deployments via real-time signal, simulates rollback against a digital twin, executes within GitOps-compatible policy gates.
Network & DNS failures
Diagnoses service mesh, DNS, and ingress failures autonomously — from pod-level connectivity to cluster-wide network policy conflicts.
REST API. MCP Server. A2A Protocol. Pick your interface.
UAIO speaks the language your stack already uses — whether that’s a webhook, an AI agent framework, or a CI/CD pipeline step.
# Query the last incident with a receipt you can verify independently
curl https://api.itechsmart.dev/v1/incidents/latest \
-H "Authorization: Bearer <your-api-key>"
# Response includes receipt_id you can verify at verify.itechsmart.dev
{
"receipt_id": "f0b71cc0970c96e2",
"type": "OOMkill",
"resolution": "autonomous",
"downtime_seconds": 31,
"verify_url": "https://verify.itechsmart.dev?id=f0b71cc0970c96e2"
}REST API
Trigger incident queries, verify receipt hashes, and pull platform status from any CI/CD pipeline, webhook, or backend service. OpenAPI spec at api.itechsmart.dev/docs.
api.itechsmart.dev/v1 →MCP Server
Any MCP-compatible AI agent invokes the full UAIO pipeline directly — detection, remediation, receipt verification, and proof queries. Works with Claude, LangGraph, CrewAI, and AutoGen.
Connect your agent →A2A Protocol
Linux Foundation Agent-to-Agent protocol on the same endpoint as MCP. Any agent orchestrates Supreme autonomous remediation through one standard schema — no custom integration required.
View agent card →Every incident produces its own immutable record.
ProofLink receipts contain detection timestamp, root cause, remediation path, execution log, policy gate result, and outcome — SHA-256 signed and permanently verifiable. Your post-mortem is already written before the on-call engineer wakes up.
- ✓Receipt_id — unique incident identifier, queryable via API
- ✓Root cause — OctoAI reasoning output, confidence score included
- ✓Policy gate — which guardrails passed/blocked, full audit path
- ✓Hash chain — chain-linked to previous and subsequent receipts
- ✓Bitcoin anchor — timestamped via OpenTimestamps, beyond alteration