CloudRaft

🚀 New GKE Feature: Pod Snapshots Stop burning GPU $$$ on "warm-up" times. Snapshot the memory/GPU state and resume LLMs or Agents in sub-seconds. ⚡️ Sub-second starts 📉 Zero idle GPU cost 🌐 Managed by GKE Stateful is the new Serverless. 🛠️ #GKE #AI #K8s #GPU

AWS Batch gives you compute orchestration. But job status metrics don't exist in CloudWatch by default. Visible on the Batch dashboard. Invisible to your monitoring stack. Critical observability gap for data pipelines, ML workloads, ETL systems. 👉 buff.ly/TRmydnU

High staff turnover means institutional knowledge keeps leaving across 100+ branches. A multilingual voice AI that answers recipe and SOP queries in under 3 seconds, in any language the staff speaks. 👉 buff.ly/yObx8zG #VoiceAI #MultilingualAI #QSR

Built a Degrowth Agent for a 100+ branch QSR chain that maps every branch's demand funnel daily and delivers root cause to managers the same morning. Read the full case study👉 buff.ly/wTZQ9wb

Sovereign AI has moved from whitepapers to national strategy agendas. Yotta, Microsoft, Google, L&T, Tata, E2E - all moving fast. These cloud initiatives are reshaping how countries train models domestically, deploy without foreign dependency. Read more: buff.ly/84q2Oip

AI agents are in production, Klarna, PwC, Rakuten are proofs. The framework you pick decides whether you ship or rebuild. 6 frameworks actually winning in 2026 👇 buff.ly/IWSk8gd #AIAgents #EnterpriseAI

LLM observability goes far beyond uptime and error rates. Tokens, context, GPU utilization, security, and most teams are only scratching the surface. Deploying LLMs at scale? Read more: buff.ly/MGk8qIg What's your biggest pain point in AI and LLM observability?

Heroku just signaled it's done innovating for growth-stage companies. No new enterprise contracts. Sustaining mode only. If you're still on Heroku in production, the migration conversation just became a priority. Read the full blog: buff.ly/TsJHbx3

Repetitive tasks draining your team's time? AI Web Agents can book appointments, handle requests, extract data, and navigate complex workflows without breaking when things change. Discover how AI Web Agents can streamline your workflows. buff.ly/zvy8Ap5

The AI landscape just shifted! Last week: Claude Opus 4.6 & GPT-5.3-Codex dropped Opus → 1M token context, multi-agent teams, deep reasoning Codex → 25% faster, interactive steering, coding excellence For your use case, what would you pick? #OpenAI #Anthropic

Ingress NGINX is sunsetting. New features will stop, security patches will wind down, and future Kubernetes compatibility isn’t guaranteed beyond March 2026. Gateway API is emerging as the modern replacement. Read our comparison blog: buff.ly/3JjJ3AM

Streaming data is easy. Making it reliable and analytics-ready isn’t. Practical lessons from building a production pipeline—trade-offs, safe change handling, and scaling without over-engineering. Worth reading if you work with operational analytics. buff.ly/fjvKneB

Enterprise AI agents are failing at scale due to hallucinations and unreliable reasoning. The fix: Context Graphs organize knowledge as relationship networks, enabling multi-hop reasoning and traceable decisions. Implementation guide: buff.ly/g2rwGDv

What actually works starts with treating context like infrastructure, not prompt text. 1️⃣ Flatten Data Structures 2️⃣ Context Caching 3️⃣ Filter aggressively. 4️⃣ Embed guardrails early.

"Context is the new source code." As AI models converge in capability, what separates reliable systems from fragile ones is the context architecture, not the model choice. 🧵 #ContextEngineering #AIInfrastructure

CloudRaft partners with @VictoriaMetrics to deliver high-performance, cost-efficient open-source observability for Kubernetes & AI workloads. #Observability #OpenSource #VictoriaMetrics

@VictoriaMetrics We are excited to collaborate with you!! We look forward to providing our clients with the best open-source observability solutions.

#VictoriaMetrics is thrilled to welcome @cloudraftio to our partner ecosystem 🤝 CloudRaft is a cloud-native and AI consulting company with deep expertise in Kubernetes, platform engineering, DevOps, security and observability across India and the US. By teaming up, we’re making it even simpler for organizations to adopt high-performance, cost-efficient #observability powered by VictoriaMetrics. Together, we’ll support customers across the United States and India to: 🟣 Handle millions of samples per second from modern Kubernetes and AI workloads with ease. 🟣 Benefit from up to 10x better data compression compared to many legacy solutions. 🟣 Cover any complexity, from simple single-node setups to large, distributed clusters thanks to CloudRaft’s platform engineering teams. 🟣 Integrate smoothly into existing Prometheus / Grafana / #OpenTelemetry based monitoring stacks, combining VictoriaMetrics’ compatibility and interoperability with CloudRaft’s hands-on observability consulting experience. We’re looking forward to working closely with the CloudRaft team to reduce infrastructure cost and complexity for enterprises, while delivering fast, simple, reliable and efficient observability at any scale. #StrategicPartnership

Learn why we migrated from Celery to Argo workflows to enhance performance and reduce costs for an AI security product. cloudraft.io/blog/migrating…