AutonomOps AI

What if your 𝗔𝗜 𝗦𝗥𝗘 could see the full incident context? ↳ Metrics ↳ Logs ↳ Code ↳ Deployments ↳ Infra ↳ Runbooks ↳ Past fixes That’s the 𝗨𝗻𝗶𝘃𝗲𝗿𝘀𝗮𝗹 𝗖𝗼𝗻𝘁𝗲𝘅𝘁 𝗚𝗿𝗮𝗽𝗵 inside 𝗛𝗲𝗮𝗹𝗥. Original post: https://lnkd.in/gzkyTenf #AI #SRE #HealR #AutonomOpsAI

RCA doesn’t fail because SREs are slow. It fails because 𝒄𝒐𝒏𝒕𝒆𝒙𝒕 𝒊𝒔 𝒔𝒄𝒂𝒕𝒕𝒆𝒓𝒆𝒅. → 𝗠𝗲𝘁𝗿𝗶𝗰 spike is in Datadog, New Relic or Dynatrace. → 𝗟𝗼𝗴𝘀 are in Splunk, ELK, 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 Slack, 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 AI ┈┈┈┈┈┈┈┈┈┈┈┈┈┈┈┈ 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. Original post: https://lnkd.in/g79JF_YS #AI #SRE #DevOps #AIOps #Observability #RCA #ContextGraph #Prometheus #Grafana

𝗕𝗲𝗮𝘂𝘁𝗶𝗳𝘂𝗹 𝗮𝗽𝗽𝘀 𝗴𝗲𝘁 𝗮𝘁𝘁𝗲𝗻𝘁𝗶𝗼𝗻. 𝗚𝗼𝗼𝗱 𝗮𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝘂𝗿𝗲 𝗸𝗲𝗲𝗽𝘀 𝘁𝗵𝗲𝗺 𝗮𝗹𝗶𝘃𝗲. After Achintya Singh from 𝟮𝟭 𝗖𝗼𝗱𝗲𝗿𝘀 crossed 15 Million views for his recent video, one question kept echoing in the comments: “𝘽𝒖𝙩 𝙬𝒉𝙚𝒓𝙚’𝙨 𝙩𝒉𝙚 𝙗𝒂𝙘𝒌𝙚𝒏𝙙?” Every polished product hides a messy reality underneath: 𝐷𝑎𝑡𝑎𝑏𝑎𝑠𝑒𝑠, 𝐴𝑃𝐼𝑠, 𝑎𝑢𝑡ℎ, 𝑞𝑢𝑒𝑢𝑒𝑠, 𝑠𝑡𝑜𝑟𝑎𝑔𝑒, 𝑠𝑒𝑟𝑣𝑒𝑟𝑠, 𝑠𝑒𝑐𝑢𝑟𝑖𝑡𝑦, 𝑐𝑜𝑠𝑡, 𝑠𝑐𝑎𝑙𝑖𝑛𝑔, 𝑑𝑜𝑐𝑢𝑚𝑒𝑛𝑡𝑎𝑡𝑖𝑜𝑛, 𝐼𝑎𝐶, 𝑎𝑛𝑑 𝑎 ℎ𝑢𝑛𝑑𝑟𝑒𝑑 𝑑𝑒𝑐𝑖𝑠𝑖𝑜𝑛𝑠 𝑛𝑜𝑏𝑜𝑑𝑦 𝑠𝑒𝑒𝑠 𝑖𝑛 𝑡ℎ𝑒 𝑑𝑒𝑚𝑜. That is usually where teams spend weeks whiteboarding, guessing, rewriting docs, and discovering expensive mistakes too late. So we gave Achintya access to 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝗼 (AI Architect from AutonomOps AI) 👉 https://architecto.dev/ Achintya, one of India’s leading tech influencers, did not just make a casual video about it ( 👉 https://lnkd.in/d8gQ5ctR ). He stress-tested the product first. Then he showed the workflow live: An app idea in plain English → a technical architecture diagram → cloud cost estimation → security and risk analysis → auto-generated documentation → backend logic explained clearly 𝗔𝗹𝗹 𝗶𝗻 𝗼𝗻𝗲 𝘄𝗼𝗿𝗸𝘀𝗽𝗮𝗰𝗲. Architecto is not just a diagramming tool. It is an 𝐀𝐈 𝐂𝐨𝐩𝐢𝐥𝐨𝐭 𝐟𝐨𝐫 𝐃𝐞𝐬𝐢𝐠𝐧, 𝐃𝐨𝐜𝐬 & 𝐃𝐞𝐩𝐥𝐨𝐲 with 20+ capabilities to help founders, developers, and teams understand what they are building before they burn time and money building it wrong. 👉 Grab your 1000 free credits and try Architecto yourself: https://architecto.dev/ Original post: https://lnkd.in/d4qU8ygZ

━━━━━━━━━━━━━━━━━ Today's 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝗼 𝗙𝗹𝗮𝘀𝗵𝗰𝗮𝗿𝗱 challenge 🏗️ 𝗤𝘂𝗶𝗰𝗸 𝗔𝗪𝗦 𝘀𝗶𝘇𝗶𝗻𝗴 𝗰𝗵𝗲𝗰𝗸. ━━━━━━━━━━━━━━━━━ Start of Architecto Learn Series as mentioned in our earlier post. For Upcoming Daily Quizzes and Flashcards - Please follow our social media channels of AutonomOps AI & Architecto across LinkedIn / X. ━━━━━━━━━━━━━━━━━━━━ AWS EC2 instance families look like names. They are really workload clues. Can you read the difference between: • general-purpose • compute-optimized • memory-optimized • burstable • accelerated without guessing from the catalog? Today’s Architecto Learn flashcards make it sharper. Study the deck: https://lnkd.in/gB2Dnm38 ━━━━━━━━━━━━━━━━━━━━ Original post : https://lnkd.in/gqyfuPh4 #Architecto #AutonomOpsAI #DailyChallenge #CloudArchitecture #AWS

Start of Architecto Learn Series as mentioned in our earlier post. For Upcoming Daily Quizzes and Flashcards - Please follow our social media channels of AutonomOps AI & Architecto across LinkedIn / X. ━━━━━━━━━━━━━━━━━━━━ Quick test for your architecture instincts. Can you separate: “what it does” from “how well it must work”? Can you spot when: • five nines availability • 5 ms latency • multi-region reality start arguing with each other? That is where architecture judgment begins. Today’s Architecto Learn quiz tests how clearly you frame requirements before jumping into diagrams. 𝗧𝗮𝗸𝗲 𝘁𝗵𝗲 𝗾𝘂𝗶𝘇: https://lnkd.in/g2Mfz93G ━━━━━━━━━━━━━━━━━━━━ Original post: https://lnkd.in/gNQWUdGr #Architecto #AutonomOpsAI #DailyChallenge #CloudArchitecture #systemdesign

Introducing the ⌞𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝗼 𝗟𝗲𝗮𝗿𝗻⌝ series. A simple daily challenge to help engineers sharpen how they think, design, debug, and make better technical decisions. While building 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝗼 (AI Architect from AutonomOps AI), we wanted to make sure the product is not just useful for creating architecture artifacts, but also helps engineers continuously improve their architecture, system design, cloud, SRE, DevOps, AI, and security aspects. As we thought about the best way to make that practical, two formats stood out immediately: 𝗤𝘂𝗶𝘇𝘇𝗲𝘀 and 𝗳𝗹𝗮𝘀𝗵𝗰𝗮𝗿𝗱𝘀. They are simple.   They are fun.   They improve recall.   And they compound beautifully when practiced daily. ━━━━━━━━━━━━━━━━ ⌞𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝗼 𝗟𝗲𝗮𝗿𝗻⌝ will include: → 40,000 questions   → 50,000 flashcards   → Daily quiz challenges   → Daily flashcard decks   → Free access for the community  ━━━━━━━━━━━━━━━━ Each day will be intentionally lightweight: → One quiz   → One flashcard set   → A few minutes of focused learning  No long sessions.   No heavy courses to complete.   No friction. Just small daily capsules that help engineers build stronger instincts over time. ━━━━━━━━━━━━━━━━ 𝗧𝗼𝗽𝗶𝗰𝘀 𝘄𝗶𝗹𝗹 𝘀𝗽𝗮𝗻 𝗮𝗰𝗿𝗼𝘀𝘀: → Cloud & Infrastructure: AWS, Azure, GCP, Kubernetes, Docker, Terraform   → Software Architecture: System Design, Microservices, Scalability, Software Patterns   → AI & ML: Machine Learning, LLMs, MLOps, NLP, Computer Vision   → DevOps & SRE: CI/CD, Observability, Linux, Performance Engineering   → Programming: Python, Go, Rust, React, Java, Vue, Angular, and more   → Security & Compliance: Cybersecurity, Cloud Security, Compliance Frameworks  ━━━━━━━━━━━━━━━━ Starting today, we will begin sharing daily quizzes and flashcards across our social media channels. 👉 https://architecto.dev 💎 𝗤𝘂𝗶𝘇𝘇𝗲𝘀 ➠ https://lnkd.in/gNBaJ5Sf 💎 𝗙𝗹𝗮𝘀𝗵𝗰𝗮𝗿𝗱𝘀 ➠ https://lnkd.in/gz8CvDiJ original post: https://lnkd.in/gAYFKhCg #Architecto #AutonomOpsAI #SoftwareEngineering #CloudArchitecture #SystemDesign #DeveloperTools #DevOps #SRE #AI #TechSkills #Engineering

Grateful to Vaibhav Arora for stopping by the AutonomOps AI booth at #AIDevCon2026 and featuring our conversation on taking system design from architecture to production , and about our products 𝗔𝗜 𝗦𝗥𝗘 (𝙃𝙚𝙖𝙡𝙍), 𝗔𝗜 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁 (𝘼𝙧𝙘𝙝𝙞𝙩𝙚𝙘𝙩𝙤). 👉 YouTube video link: https://lnkd.in/gk6sHVqK His channel is a valuable resource for anyone looking to go deeper into AI, ML, and practical engineering insights - consider subscribing for great content.  https://lnkd.in/gWDjGnQG #AI #SRE #Architect #DevOps #AIDevCon #AutonomOpsAI

It’s a wrap for the Magicball AI Festival, hosted at the Bangalore International Centre. With 𝟮,𝟱𝟬𝟬+ founders, engineers, operators, AI builders, and investors gathered in one place, it was a powerful reminder of how quickly the ecosystem is evolving.   What makes Magicball unique is the spirit behind it: 🔹Show what you’re building.   🔹Learn from each other.   🔹Push the ecosystem forward. ┈┈┈┈┈┈┈┈ Presenting 𝗛𝗲𝗮𝗹𝗥 & our newly launched 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝗼 (https://architecto.dev/) We had the opportunity to take the stage in front of a packed hall and present two of the products we’re building at AutonomOps AI 🔹 𝗛𝗲𝗮𝗹𝗥 - our 𝗔𝗴𝗲𝗻𝘁𝗶𝗰 𝗔𝗜 𝗦𝗥𝗘 𝗽𝗹𝗮𝘁𝗳𝗼𝗿𝗺 that helps teams investigate and resolve incidents faster by orchestrating evidence across metrics, logs, traces, and topology. 🔹 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝗼 - our 𝗔𝗜 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁 𝗽𝗹𝗮𝘁𝗳𝗼𝗿𝗺 that helps teams design their architectures, diagrams, documents using AI, and visualize their databases, along with code analysis and code documentation. ┈┈┈┈┈┈┈┈ A special moment with 𝗚𝗶𝘁𝗡𝗲𝘅𝘂𝘀 One particularly meaningful interaction was meeting the founders behind 𝗚𝗶𝘁𝗡𝗲𝘅𝘂𝘀, an open-source project created by Akon Labs GitNexus (which has crossed 𝟭𝟳𝟬𝟬𝟬 𝘀𝘁𝗮𝗿𝘀 𝗼𝗻 𝗚𝗶𝘁𝗛𝘂𝗯) transforms large codebases into 𝙠𝙣𝙤𝙬𝙡𝙚𝙙𝙜𝙚 𝙜𝙧𝙖𝙥𝙝𝙨 𝙩𝙝𝙖𝙩 𝘼𝙄 𝙨𝙮𝙨𝙩𝙚𝙢𝙨 𝙘𝙖𝙣 𝙧𝙚𝙖𝙨𝙤𝙣 𝙖𝙗𝙤𝙪𝙩, enabling deeper understanding of dependencies, call chains, and system structure. We’ve been working with the GitNexus team as 𝗱𝗲𝘀𝗶𝗴𝗻 𝗽𝗮𝗿𝘁𝗻𝗲𝗿𝘀, and have incorporated their capabilities into 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝗼 to power deeper codeanalysis. Meeting the builders behind the project in person made that collaboration even more special. ┈┈┈┈┈┈┈┈ A big thank you to the Magicball team and everyone who helped organize the event ( Grayscale Ventures, Elevation Capital, Razorpay and Boundless Ventures ) And grateful to the team at AutonomOps AI for the energy and effort that made it possible. Original post : https://lnkd.in/gWjmVN4H #AI #SRE #HealR #AI #Architect #Architecto #DevOps #CloudArchitecture

At Magicball AI Festival, We showcased - 𝑯𝒆𝒂𝒍𝑹 (AI SRE) & - our newly launched product 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝗼 (AI Architect) 📽️ Below you can find the full video of all demos covered on the stage. Stellar demos by fellow AI innovators! ┈┈┈┈┈┈┈┈┈┈┈┈┈┈┈┈ 👇 You can watch our demo (First 10 mins), in which we 🔹 Deep-dived into 𝗛𝗲𝗮𝗹𝗥’s core features with a live demo of our another flagship feature 𝘼𝙜𝙚𝙣𝙩𝙞𝙘 𝙂𝙧𝙖𝙥𝙝 𝙄𝙣𝙫𝙚𝙨𝙩𝙞𝙜𝙖𝙩𝙞𝙤𝙣 🔹 Previewed Architecto.dev's (https://architecto.dev/) capabilities ┈┈┈┈┈┈┈┈┈┈┈┈┈┈┈┈ Shoutout to Vikram Bhandari for orchestrating this powerhouse event, and to partners Grayscale Ventures, Elevation Capital, Razorpay and Boundless Ventures original post : https://lnkd.in/g_Nh8Z3G https://lnkd.in/ga2zEHny

Excited to share a new milestone from AutonomOps AI Our flagship product, 𝗛𝗲𝗮𝗹𝗥, is an 𝗔𝗜 𝗦𝗥𝗘 platform built to resolve incidents quickly using AI Agents. In multiple customer demos, one feature consistently stood out: 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁 𝗔𝗜 (& 𝗧𝗼𝗽𝗼𝗹𝗼𝗴𝘆 𝗖𝗼𝗻𝗳𝗶𝗴𝘂𝗿𝗮𝘁𝗶𝗼𝗻) That feedback led to a new product under our umbrella ┈┈┈┈┈┈┈┈┈┈┈┈┈┈┈┈ At 𝗔𝗜𝗗𝗲𝘃𝗖𝗼𝗻, We just launched ❝ 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝗼 - The AI Architect from AutonomOps AI❞ 👉 www.architecto.dev ┈┈┈┈┈┈┈┈┈┈┈┈┈┈┈┈ 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝗼 is a one-stop platform for software architecture with AI, Easy diagrams, code analysis, and documentation. It is built for software architects, cloud architects, platform teams, and developers who want to design better systems before they become expensive mistakes in production. With 20+ capabilities, 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝗼 helps you: • Create architecture, flow, sequence, UML, and use case diagrams with AI • Analyze code and system design patterns • Generate technical documents with AI • Evaluate security risks and scaling limits • Understand architecture-driven cloud cost implications We are especially thankful to the #AIDevCon team, especially Atul Goel and 𝗡𝗶𝗿𝗮𝗷, for hosting a private launch of Architecto in a packed auditorium. 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝗼.𝗱𝗲𝘃 is now live, so anyone can start exploring it right away. Original post : https://lnkd.in/eTQCd-yV #AutonomOpsAI #Architecto #AIDevCon2026 #CloudArchitecture #SoftwareArchitecture #AgenticAI #DevOps #SRE #PlatformEngineering #AIForDevelopers