CloudRaft

We help businesses scale by leveraging AI and cloud-native technologies. Join us:

[CloudRaft @cloudraftio]

Zero downtime PostgreSQL upgrades on Kubernetes are possible — if done right.

Learn how to upgrade @CloudNativePg clusters with minimal disruption using replication.

Read the full guide: https://t.co/7BSbVB7wSa

#postgresql #kubernetes

[CloudRaft @cloudraftio]

@Railway Those looking to switch to vps/hyperscaler with cost efficiency and reliability. We can help. DM us.

[CloudRaft @cloudraftio]

read more about the new enhancements and updates here - https://t.co/6W9g50HvHI

[CloudRaft @cloudraftio]

Kubernetes new release 1.34 brings new enhancements and operational stability.

[CloudRaft @cloudraftio]

Learn how we upgraded Postgres from v13 to v18 with near zero downtime using blue green strategy. We are also sharing the learnings and common pitfalls that you should take care of.

https://t.co/f3FN796VU5

[CloudRaft @cloudraftio]

🚀 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

[CloudRaft @cloudraftio]

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.
👉 https://t.co/CR5bOJNDXy

[CloudRaft @cloudraftio]

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.
👉 https://t.co/8Vfmv8QebC

#VoiceAI #MultilingualAI #QSR

[CloudRaft @cloudraftio]

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👉 https://t.co/ifHI8amQYj

[CloudRaft @cloudraftio]

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: https://t.co/3n9SMN7kl9

[CloudRaft @cloudraftio]

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 👇
https://t.co/kAp70Gi0ML

#AIAgents #EnterpriseAI

[CloudRaft @cloudraftio]

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: https://t.co/t2qrzh0sZ5

What's your biggest pain point in AI and LLM observability?

[CloudRaft @cloudraftio]

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: https://t.co/kaIVpw4SAG

[CloudRaft @cloudraftio]

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.
https://t.co/uw5mioQVj7

[CloudRaft @cloudraftio]

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

[CloudRaft @cloudraftio]

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: https://t.co/PfsYWuqNJD

[CloudRaft @cloudraftio]

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.
https://t.co/MmrSrepLeq

[CloudRaft @cloudraftio]

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: https://t.co/pkYuIpWMJ9

[CloudRaft @cloudraftio]

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.

[CloudRaft @cloudraftio]

"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