AIAgentsOps (@aiagentsops) 's Twitter Profile
AIAgentsOps

@aiagentsops

🤖 AI Agents & AgentOps
⚡ Building deployable, scalable multi-agent systems
📚 Sharing Knowledge on AI, Python, Kubernetes

ID: 1959552472583991297

calendar_today24-08-2025 09:45:05

719 Tweet

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Kubernetes simplified in 2026 ☸️ • Pod → your app lives here • Deployment → keeps it alive & updated • Service → lets others find it • Ingress → brings traffic from outside • ConfigMap → app settings • Secret → passwords & keys • Namespace → keeps

Kubernetes simplified in 2026 ☸️

• Pod → your app lives here  
• Deployment → keeps it alive & updated  
• Service → lets others find it  
• Ingress → brings traffic from outside  

• ConfigMap → app settings  
• Secret → passwords & keys  
• Namespace → keeps
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Kubernetes Pro Tip #15 🚀 By default, Pods can communicate with any other Pod inside the cluster. Without NetworkPolicies: • Any Pod can access internal services • Lateral movement becomes easy • Security boundaries are weak NetworkPolicies allow you to control: • Ingress

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I see fear in IT everywhere 😬 ⬇ “like: Will I lose my job?” ⬇ “Is AI replacing me?” ⬇ “Is the market dead?” ⬇ Companies getting wiped out overnight. ⬇ Funding gone. ⬇ Hiring frozen. ⬇ Dreams paused. ⬇ Listen carefully… ⬇ It’s not your fault. ⬇ Cycles happen. ⬇

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Kubernetes Pro Tip #16 🚀 Namespaces without ResourceQuotas can consume unlimited cluster resources. Without quotas: • One team can exhaust CPU or memory • Too many Pods can be created • Other workloads get affected ResourceQuotas let you limit: • Total CPU and memory •

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Redis Caching Made Simple 🔥 Using Redis but not sure which pattern you're using? Here are the 5 main strategies: 1️⃣ Cache Aside (Most Common) → Check Redis first → On miss, read DB → Update Redis ✔ Simple ⚠ Can serve stale data 2️⃣ Read Through → Cache layer fetches

Redis Caching Made Simple 🔥

Using Redis but not sure which pattern you're using?

Here are the 5 main strategies:

1️⃣ Cache Aside (Most Common)
→ Check Redis first
→ On miss, read DB
→ Update Redis
✔ Simple
⚠ Can serve stale data

2️⃣ Read Through
→ Cache layer fetches
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AI agent nuked AWS prod for 13 hours 💥 Mid-Dec 2025: AWS's Kiro AI coding tool Got high perms, no oversight Chose: "Fix bug? Delete env and rebuild" Boom: 13-hour outage on Cost Explorer Mainly China region hit Engineers raced to recover at 3AM Amazon says:

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Kubernetes Pro Tip #17 🚀 Not all nodes should run all workloads. Without control: • Critical workloads mix with batch jobs • Resource contention increases • Node specialization is lost Taints prevent Pods from scheduling on certain nodes. Tolerations allow specific Pods

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DevOps / Cloud profile in 2026 🥇 Core Foundation (Non-Negotiable) - AWS - Azure - Terraform - Docker - Kubernetes - Helm - GitHub Actions - Jenkins (still big in enterprises) 🥈 Production & Scalability - ArgoCD (GitOps) - Kafka (event-driven systems) - Istio (service mesh –

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Platform Engineer Profile in 2026 🚀 🥇 Core (Non-Negotiable) • Deep Kubernetes (CRDs + Operators) • Terraform / OpenTofu + Crossplane • AWS + Azure (multi-cloud) • GitHub Actions + Argo Workflows • GitOps (ArgoCD / Flux) 🥈 Build Internal Platforms • Backstage (IDP +