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Executing Safe Remediations While Escalating Anything with Blast Radius
An operations team performs the same routine remediations weekly - restarts, cache clears, capacity adjustments - by hand, at all hours.
Runs onSutradharHow the work runs
The pressure that made this worth automating, the steps the system runs, and what came out the other side.
Pressure & Trigger Points
- Routine fixes consume on-call time and are performed inconsistently under fatigue.
- Full automation has been resisted because the team cannot accept unsupervised production change.
- There is no record connecting an automated action to the reasoning that justified it.
The run · 5 operational steps
Click any step to inspect telemetry signals, model reasoning, and governance gates.
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Remediation Proposal
A specific remediation is proposed with the diagnosis and evidence that supports it.
Input Signal:
Real-time operational telemetry & queue
Reasoning Pattern:
MCP grounded vector inference
Governance Gate:
Policy constrained with audit write-back
Verified Business Outcomes
- Routine remediation handled consistently without waking an engineer.
- Consequential change gated on explicit human approval.
- Every automated action traceable to the reasoning that justified it.
Capabilities this relies on
- signal ingestion
- anomaly detection
- root cause reasoning
- alert routing
- autonomous execution
- workflow orchestration
- human approval
- evidence audit trail
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