KSUG.AI India

Building Autonomous Operations: Agents for Production Safety at Speed

Thu, Nov 19 · 7:30 PM IST

·

Online

Online

Register now => https://ksug.ai/ai-19nov26 <=

We're excited to invite you to the 2-day 8 hours hands-on workshop organized by Packt. Make sure you register HERE.

• Use code: KSUG to save 40%

Overview
Build AI agents that diagnose and fix production incidents safely, with autonomy levels, guardrails and multi-agent orchestration.

Your incident response system is 92% sure of the fix. It’s peak traffic. Should it act? This workshop teaches operational teams to design autonomous systems with safety gates that prevent costly mistakes.

Building Autonomous Operations is a two-day, hands-on workshop where SREs and platform engineers build AI agents that detect, diagnose and fix production incidents safely. You’ll pair probabilistic agents with deterministic gates, move workflows up a five-level autonomy ladder, and leave with a working detect → diagnose → execute → verify platform.

Why now
Manual incident response is slow but predictable: a typical bad deploy takes around 30 minutes to diagnose and roll back. An AI agent can do it in a couple of minutes f it’s right. The gap between those two numbers is confidence, and most teams have no way to measure or bound it. APO gives you the patterns to close that gap without handing production to a black box.

What you'll build

• An incident diagnosis agent that proposes a root cause with a calibrated confidence score and a full audit trail
• Four operational gates cost, blast radius, reversibility and time that stop risky actions before they run
• A three-agent system (metrics, logs, action) with an orchestrator that resolves conflicting fixes
• An agent-ops dashboard tracking confidence accuracy, gate rejections, escalations and MTTR
• A phased rollout plan for your own environment

Format:
2 days × 4 hours, live and hybrid, capped at 25 seats. Roughly half lecture, half labs. Labs run against the Claude API or in a no-cost simulate mode, so no API spend is required.

Outcomes, audience and prerequisities
By the end of this workshop you will be able to:

1. Map your operational workflows to the APO Autonomy Ladder (L1–L5) and choose where agents cut MTTR without adding risk
2. Implement four operational gates cost, blast radius, reversibility and time that block unsafe agent actions while keeping recovery under 2 minutes
3. Build an incident diagnosis agent that returns a root cause, a calibrated confidence score and an audit trail
4. Orchestrate three or more agents on one incident without conflicts or duplicate actions
5. Design dashboards that track confidence accuracy, gate rejection rate and escalation load
6. Run a full detect → diagnose → execute → verify workflow in under 45 seconds in the lab environment
7. Draft a phased L1 → L3 rollout plan for your own environment with measurable success criteria

Who should attend

• SREs who want to cut on-call toil and automate incident response safely
• Platform engineers scaling operations beyond manual runbooks
• Ops and platform architects designing multi-agent systems
• Engineering leaders deciding whether agentic automation is worth the risk

You'll need

• Hands-on SRE, platform engineering or DevOps experience, including incident response
• Working Python, Git, REST APIs and a terminal + IDE
• Basic monitoring and observability knowledge

Helpful but not required:
Kubernetes or Docker, CI/CD pipelines, prior use of an LLM API, incident automation experience.

Who is this for?
SREs, platform engineers, DevOps engineers and engineering leaders with hands-on incident response experience and working Python.

📅 Event Details
Date: November 19-20, 2026 (9am to 1pm EDT)
Location: Online / Virtual
Register here to secure your spot!

👉 Join our Discord and WhatsApp for latest update!

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By registering, you consent to the management of your personal information in accordance with KSUG.AI's Privacy Policy. Additionally, you agree that our sponsors may contact you.

KSUG.AI India #12 Cloud Native & AI Unlocked @ HPE

Sat, Nov 21 · 9:00 AM IST

·

Hybrid

Hewlett Packard Enterprise, IWF Campus, White Field, IWF Campus - Bengaluru Survey.No.192, Whitefield Main Rd, B Narayanapura, Mahadevapura, Bengaluru, Karnataka 560016, Bengaluru, IN

One-Click to register now => KSUG.AI/in-12 <=

We're excited to invite you to KSUG.AI India #12 meetup @ HPE.

Latest promotions discovered by our community!

• Up to 40% OFF Kubernetes Security exams - Code: 30K8SUG
• 20% OFF FinOps Certs Code: KSAI_20
• Missed 75% off LF / CNCF? Get Notified for next BIG drop!

We're actively seeking more awesome Cloud Native, Kubernetes and AI topic speakers!
👉 https://sessionize.com/ksug-in

📅 Event Agenda

• Welcome / Introductions by the Organizers @KSUG.AI
• Topic 1: Is One Network Enough? Breaking Kubernetes' Single-Interface Assumption by Fazlur Rahman Khan, Principal Technologist and Technical Trainer @ The Linux Foundation
• Topic 2: What If Your APIs Could Talk to AI Agents by Anand Kaliappan, AI Solution Architect @ HPE
• Topic 3: Surviving Resource Starvation: Pod Priority & Preemption in Production Kubernetes by Jayachandra Reddy Majjiga, Sr. Platform Engineer @ EPAM Systems
• Topic 4: Sandboxing AI Agents on Kubernetes: Picking the Right Wall by Raveendiran RR, Community Leader @ Collabnix
• Topic 5: Accelerated AI & HPC Platform by Sharath Kumar HM, HPC & AI Infrastructure Architect @ HPE
• Topic 6: Trust the Box, Not the Agent: Sandboxing Coding Agents from Laptop to Cloud by Ajeet Raina, Developer Advocate @ Docker
• Networking & Lunch, Connect with speakers, co-hosts, and peers over lunch courtesy of HPE!

One-Click to register here to secure your spot! See you all there!

Location: Hewlett Packard Enterprise
Sy No.192, Whitefield Road, B Narayanapura,
Mahadevapura, Bengaluru, Karnataka 560048

👉 Join our Discord and WhatsApp for latest update!

🔖 𝐎𝐧𝐠𝐨𝐢𝐧𝐠 𝐃𝐢𝐬𝐜𝐨𝐮𝐧𝐭𝐬:
☸ 30% OFF Kubernetes Certs - Code: 30K8SUG
☸ 20% OFF FinOps Certs - Code: KSAI_20

𝐖𝐡𝐲 𝐖𝐞 𝐃𝐨 𝐓𝐡𝐢𝐬:
✅ Learn 𝐅𝐀𝐒𝐓𝐄𝐑 ⚡
✅ Certify 𝐒𝐌𝐀𝐑𝐓𝐄𝐑 💰
✅ Grow 𝐒𝐓𝐑𝐎𝐍𝐆𝐄𝐑 💪

𝟐𝟓𝟎,𝟎𝟎𝟎+ follow KSUG.AI 🔥 github.com/ksug-ai

By registering, you consent to the management of your personal information in accordance with KSUG.AI's Privacy Policy. Additionally, you agree that our sponsors may contact you.

KSUG.AI India #13 meetup @ HPE

Sat, Dec 19 · 9:00 AM IST

·

Hybrid

Hewlett Packard Enterprise, IWF Campus, White Field, IWF Campus - Bengaluru Survey.No.192, Whitefield Main Rd, B Narayanapura, Mahadevapura, Bengaluru, Karnataka 560016, Bengaluru, IN

One-Click to register now => KSUG.AI/in-13 <=

We're excited to invite you to KSUG.AI India #10 meetup @ HPE.

Latest promotions discovered by our community!

• 30% OFF Kubernetes Certs - Code: 30K8SUG
• 20% OFF FinOps Certs Code: KSAI_20
• Missed 65% off LF / CNCF? Get Notified for next BIG drop!

We're actively seeking more awesome Cloud Native, Kubernetes and AI topic speakers!
👉 https://sessionize.com/ksug-in

📅 Event Agenda

• Welcome / Introductions by the Organizers @KSUG.AI
• Topics: (TBA)
• Networking & Lunch, Connect with speakers, co-hosts, and peers over lunch courtesy of HPE!

One-Click to register here to secure your spot! See you all there!

Location: Hewlett Packard Enterprise
Sy No.192, Whitefield Road, B Narayanapura,
Mahadevapura, Bengaluru, Karnataka 560048

👉 Join our Discord and WhatsApp for latest update!

🔖 𝐎𝐧𝐠𝐨𝐢𝐧𝐠 𝐃𝐢𝐬𝐜𝐨𝐮𝐧𝐭𝐬:
☸ 30% OFF Kubernetes Certs - Code: 30K8SUG
☸ 20% OFF FinOps Certs - Code: KSAI_20

𝐖𝐡𝐲 𝐖𝐞 𝐃𝐨 𝐓𝐡𝐢𝐬:
✅ Learn 𝐅𝐀𝐒𝐓𝐄𝐑 ⚡
✅ Certify 𝐒𝐌𝐀𝐑𝐓𝐄𝐑 💰
✅ Grow 𝐒𝐓𝐑𝐎𝐍𝐆𝐄𝐑 💪

𝟐𝟓𝟎,𝟎𝟎𝟎+ follow KSUG.AI 🔥 github.com/ksug-ai

By registering, you consent to the management of your personal information in accordance with KSUG.AI's Privacy Policy. Additionally, you agree that our sponsors may contact you.