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DevOps vs. SRE vs. Platform Engineer #devopsvietnam #devopsvn #devops #devopsengineer #dev #laptrinh #laptrinhvien #tuhoclaptrinh #it #programming #code #softwarengineer #technology

Day 079 | Why I officially QUIT Platform Engineering! I’m officially quitting as a Platform Engineer to become an AI Infrastructure Engineer in 6 months—and Week 1 is officially in the books. 🚀 Week 1 Recap: Building the "Autonomous Brain" This week, I stopped being a "YAML manual laborer" and started architecting systems that think. If you have 5+ years of experience and you aren't pivoting to Agentic Infrastructure, you are hitting a salary ceiling. The elite 1% are moving to the ₹60L+ bracket, and I’m documenting every step of how to get there. SAVE THIS 🚩 Week 1 Mastery Report: ✅ Day 1: The Local Power (Ollama + LangChain) I stopped paying for OpenAI API keys. I set up Ollama to run models like Llama 3 and Phi-4 locally for $0. Privacy and cost-efficiency are the first rules of AI Infra. ✅ Day 2: The Message Stack 🧠 I mastered the fundamental units of context: System, Human, and AI Messages. This is how you define a "Persona" (like a Senior SRE) and give it the rules to manage your clusters. ✅ Day 3: Invocation Patterns (Invoke vs. Stream) 🛠️ I learned that speed is everything. I moved from Invoke (waiting for a full response) to Stream (real-time log analysis). Streaming is the key to building live AI-SRE dashboards. ✅ Day 4: The Autonomous Loop (Think-Act-Observe) 🔄 The big one. I built my first SRE Agent. It doesn't just run code; it analyzes a problem, executes a tool (like restart_service), observes the result, and self-corrects if it fails. The 6-Month Vision: * Month 1: The Brain (LangChain & Python). * Month 2: The Workflow (LangGraph & State). * Month 3: Agentic IaC (Terraform + Ansible + AI). * Month 4: AI-Native Kubernetes & OPA. * Month 5: GPU Orchestration (The Gold Mine). * Month 6: LLMOps & GPU Optimization. 🏗️ THE CHALLENGE IS JUST STARTING. I’m sharing the Python notebooks and the real-world architecture for every single day of this journey. Don't just watch the industry change—lead it. 📺 WATCH THE WEEK 1 DEEP-DIVES: I’ve uploaded the full tutorials for Day 1 through Day 4 on my YouTube channel: Harsha Selvi (Link in Bio!). FOLLOW @Harsha_Selvi and let’s crack the elite 1% of 2026 together. ⬇️ #AIInfrastructure

(ENG/ESP) Some key points about the displacements recorded at La Nueva Olla Stadium - Paraguay 🇵🇾: ✅️ For this condition, the structure must remain within the elastic range. ✅️ The natural frequency of vibration should stay outside the range caused by human activity (1.5 - 3 Hz). ✅️ Elastic deformations are beneficial in these cases as they allow energy dissipation. ✅️ To see standards related to vibration design, check the link in my profile 👷 ___________________ Algunos puntos clave de los desplazamientos registrados en el estadio La Nueva Olla - Paraguay 🇵🇾 ✅️ Para esta condición la estructura debe mantenerse en el rango elástico. ✅️ La frecuencia natural de vibración, debe mantenerse fuera del rango producido por actividad humana (1.5 - 3 Hz) ✅️ Las deformaciones elásticas son favorables en estos casos ya que permiten disipar la energía. ✅️ Para ver normas asociadas a diseño de vibraciones, revisa el link de mi perfil 👷 . . . . #civilengineering #civilengineer #steelbuildings #concretebuildings #buildingsdesign #ingenierocivil #ingenieriacivil

If you’re a SWE or Marketer looking for a change, look into GTM Engineering. It’s an up and coming role in high demand, but you need a super specific skillset to get it. If you want to learn more check out the GTM Engineering lecture on Maven (it’s free) from one of the first GTM engineers Yash Tekriwal. #gtme #gtmengineering #softwarengineering #maven

31/12/24 Last mission of the year👷 Big models bring great problems 🥹 Yes, you can run a second modal case after Pdelta analysis, to check modes after change in stiffness of the structure☝️ I will post a full explanation in my patreon page, stay tuned. ______________________ 31/12/2024 Última misión del año 👷 Grandes modelos traen grandes problemas 🥹 Si, puedes correr un segundo caso modal después del análisis Pdelta, para chequear los modos después del cambio de rigidez de la estructura.☝️ Realizaré un post con la explicación completa en mi página de patreon. . . . . . . . . #civilengineering #civilengineer #structuraldesign #steelbuildings #concretebuildings #ingenierocivil #ingenieriacivil #structuralengineer #structuralengineering

Over-Engineering a compass ••• The humble compass is too boring. This is why I spent 3 days designing this 6 linkage system to draw a circle instead. I think it’s way cooler than a compass. The only problem is it can only draw circles this size. Oh, well worth it. ••• #engineer #mechanicalengineering #mechanicaldesign #mechanism

Part 8 | What is Prompt Engineering? #STEM #Engineer #Engineering #Explain #PromptEngineering

You’re structural engineer looking to up skill. What are the most important tools you should learn? Understanding the latest software and programming languages may be helpful, but the true backbone of structural engineering lies in mastering the fundamentals. For those looking to deepen their expertise, focusing on the foundational knowledge of how structures behave at various levels is crucial. Reading influential textbooks in structural engineering can provide this foundational knowledge. Additionally, learning advanced analysis methods such as nonlinear pushover and time-history analysis, along with design philosophies like displacement-based and performance-based design, can significantly enhance your ability to develop solutions that are not only effective but also resilient. #engineering #civilengineering #structuralengineering #earthquakeengineering #seismicdesign #performancebaseddesign #structuraldesign #steeldesign #concretedesign #revitstructure #etabs #sap2000 #steelstructures #steelstructure #concretestructures #highrisestructures #tallbuildings #professionalengineer #structuralengineering #structuraldesign #structuralanalysis #sustainability #professionaldevelopment

This question was posed in the structural engineering Reddit so I thought I would give the load path my best guess and here’s what I came up with. Let me know your thoughts! I need to make a second video about the counterweight if that is what that solid triangle in the corner is so I will be back with a part 2 #structuralengineering #civilengineering #truss #steel #airport #frankfurt #structures

Learn control engineering from them #engineering #robotics #engineer #tech #college #arduino #control #controlengineering #pid #controlsystem

Clean topology = Digital ASMR Here’s a look under the hood of the modular environment that I modeled, textured and built around a mech. Focusing on clean topology, efficient edge flow, and smooth highlights so that assets hold up well under subdivision. Whether you’re using Autodesk Maya, Blender or 3Ds Max, strong topology always pays off. Follow for more modeling and texturing breakdowns! #3dmodeling #maya3d #hardsurface #topology #blender3d
Top Creators
Most active in #platform-engineer
Reels Graph Intelligence.
Advanced mapping of high-affinity Instagram Reels semantic patterns identified within the #platform-engineer ecosystem.
Strategic Implementation
Our semantic engine has identified these specific pattern clusters as high-affinity matches for #platform-engineer. Integrated usage of #platform-engineer with strategic Reels tags like #platform engineering and #platform engineering trends 2025 is statistically linked to a significant increase in initial Reels discovery velocity.
In-Depth Hashtag Analysis: #platform-engineer
Expert Review • June 5, 2026 • Based on 12 Reels
Executive Overview
#platform-engineer is an actively used Instagram hashtag. Across the 12 trending reels analyzed on this page, the content has accumulated a combined total of 156,619,473 views— demonstrating exceptional viral potential within this content vertical. The top creator ecosystem features 8 notable accounts, led by @structural_learning_ with 148,960,997 total views. The hashtag's semantic network includes 28 related keywords such as #platform engineering, #platform engineering trends 2025, #platform engineering memes, indicating its position within a broader content cluster.
Viewership & Reach Analysis
The 12 reels in this dataset have generated a combined 156,619,473 views, translating to an average of 13,051,623 views per reel. This exceptionally high average viewership indicates that content in this hashtag frequently hits the Explore page or Reels tab, driving massive exposure beyond the creator's immediate follower base.
The highest-performing reel in this dataset received 148,880,283 views. This viral outlier performance is 1141% of the average reel performance in this set. This significant gap between the top performer and the average highlights the "viral lottery" nature of this hashtag — breakout hits can achieve massive scale.
Content Overview & Top Creators
The #platform-engineer ecosystem is dominated by short-form video content (Reels), aligning with Instagram's algorithmic preference for video-first distribution. There are 8 distinct accounts contributing to the trending feed. The top creator, @structural_learning_, has contributed 2 reels with a total viewership of 148,960,997. The top three creators — @structural_learning_, @engineezy_, and @mvvvc_ — together account for 99.4% of the total views in this dataset. The semantic network of #platform-engineer extends across 28 related hashtags, including #platform engineering, #platform engineering trends 2025, #platform engineering memes, #bullet 350 new j platform engine. Creators often use these tags together to reach overlapping audiences.
Discoverability & Reach Potential
The discoverability metrics for #platform-engineer indicate an active content ecosystem. The average of 13,051,623 views per reel demonstrates consistent audience reach. For creators using #platform-engineer, high-quality production and strong hooks in the first 1-2 seconds tend to perform best given the competition.
Analyst Verdict
#platform-engineer demonstrates the hallmarks of a highly viral Instagram hashtag. With an average of 13,051,623 views per reel, the viewership metrics position this hashtag as a premium discovery vehicle. Creators like @structural_learning_ and @engineezy_ are leading the charge, setting viewership benchmarks for the community.
Frequently Asked Questions
Everything about #platform-engineer on Instagram
Global Reels Trends
Explore high-velocity Instagram Reels hashtags currently shaping global discovery.











