Shafi Khan

Founder @AutonomOps
Creator: HealR(AI SRE), Agentic Microservices.
20 yrs in trenches, now startup
BITS Pilani ➡️ SF Bay Area

[Shafi Khan @TheShafiKhanP]

RCA doesn’t fail because SREs are slow.

It fails because 𝒄𝒐𝒏𝒕𝒆𝒙𝒕 𝒊𝒔 𝒔𝒄𝒂𝒕𝒕𝒆𝒓𝒆𝒅.

→ 𝗠𝗲𝘁𝗿𝗶𝗰 spike is in @datadoghq , @newrelic or @Dynatrace
→ 𝗟𝗼𝗴𝘀 are in @splunk , @elastic, Loki, or @Coralogix .
→ 𝗖𝗼𝗱𝗲 & 𝗗𝗲𝗽𝗹𝗼𝘆 is in @github .
→ 𝗖𝗼𝗻𝗳𝗶𝗴 change is in @ServiceNow
→ 𝗜𝗻𝗳𝗿𝗮 𝗱𝗿𝗶𝗳𝘁 is in Terraform or Kubernetes.
→ 𝗧𝗼𝗽𝗼𝗹𝗼𝗴𝘆 is in CMDB.

→ The real “why” is buried in @SlackHQ , Confluence, JIRA tickets, Runbooks, and someone’s head.

The next AI SRE platform will not be another dashboard.
It will be a context graph for reliability.

┈┈┈┈┈┈┈┈┈┈┈┈┈┈┈┈
Introducing 𝗨𝗻𝗶𝘃𝗲𝗿𝘀𝗮𝗹 𝗖𝗼𝗻𝘁𝗲𝘅𝘁 𝗚𝗿𝗮𝗽𝗵 (UCG) inside 𝗛𝗲𝗮𝗹𝗥 (AI SRE) by @autonomops
┈┈┈┈┈┈┈┈┈┈┈┈┈┈┈┈

A living graph of:

→ Metrics, logs, traces, alerts, incidents
→ Code changes, PRs, commits, deployments, feature flags
→ Infra changes, CMDB, Topology, dependencies, drift
→ Runbooks, postmortems, past fixes
→ decision traces from every investigation

𝗧𝗵𝗲 𝗿𝗲𝘀𝘂𝗹𝘁?
Agentic investigations that feel like pairing with your best SRE.

The future is context-aware, graph-guided, agentic RCA.

Faster.
Focused.
Explainable.
Built on the operational knowledge your systems already generate every day.

#AI #SRE #DevOps #AIOps #Observability #RCA #ContextGraph #Prometheus #Grafana

[Shafi Khan @TheShafiKhanP]

@Haggis @datadoghq @splunk @github Happy to offer free trial so that your team can try the graph in your own environment

[Shafi Khan @TheShafiKhanP]

RCA fails from scattered context, not slow SREs:

Metrics: @datadoghq
Logs: @splunk
Code: @github
Infra: K8s

𝗙𝗶𝘅? Universal Context Graph inside 𝗛𝗲𝗮𝗹𝗥 (AI SRE) by AutonomOps AI. A living graph stitching metrics, code, infra.

Agentic RCA. Context-aware. Fast. 🚀

[Shafi Khan @TheShafiKhanP]

@clonick @datadoghq @splunk @github Can be accessed through our product at https://t.co/mPSV0srjZr

[Shafi Khan @TheShafiKhanP]

RCA fails from scattered context, not slow SREs:

Metrics: @datadoghq
Logs: @splunk
Code: @github
Infra: K8s

𝗙𝗶𝘅? Universal Context Graph inside 𝗛𝗲𝗮𝗹𝗥 (AI SRE) by AutonomOps AI. A living graph stitching metrics, code, infra.

Agentic RCA. Context-aware. Fast. 🚀

[Architecto.dev @ArchitectoDev]

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[Architecto.dev @ArchitectoDev]

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[Architecto.dev @ArchitectoDev]

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[Architecto.dev @ArchitectoDev]

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[Architecto.dev @ArchitectoDev]

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[Architecto.dev @ArchitectoDev]

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[Architecto.dev @ArchitectoDev]

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[Architecto.dev @ArchitectoDev]

@ArchitectoDev : Your only app to design, review, and document cloud architecture with AI.

👉 Link in Bio

Test your Kubernetes design patterns with today's flashcard:

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[Architecto.dev @ArchitectoDev]

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[Shafi Khan @TheShafiKhanP]

Still starting architecture diagrams from a blank canvas?

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[Shafi Khan @TheShafiKhanP]

Still starting architecture diagrams from a blank canvas?

Describe the system. Architecto generates the cloud diagram, design notes, security checks, and cost review.

Start free →

[Architecto.dev @ArchitectoDev]

@ArchitectoDev : Your only app to design, review, and document cloud architecture with AI.

Test your AWS knowledge with today's architecture quiz:

👉 https://t.co/PxOrqvAIHS

[Architecto.dev @ArchitectoDev]

@ArchitectoDev : Your only app to design, review, and document cloud architecture with AI.

Test your Kubernetes knowledge with today's flashcard:

👉 https://t.co/lcQf9BPKXq

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[Architecto.dev @ArchitectoDev]

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[Architecto.dev @ArchitectoDev]

@ArchitectoDev : Your only app to design, review, and document cloud architecture with AI.

Test your System Design knowledge with today's flashcard:

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[Shafi Khan @TheShafiKhanP]

@AzureCruzader awesome, try and let us know the feedback. Happy to address it asap!

[Shafi Khan @TheShafiKhanP]

Still starting architecture diagrams from a blank canvas?

Describe the system. Architecto generates the cloud diagram, design notes, security checks, and cost review.

Start free →