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PNPradipta Nandablog.zeonai.com2d ago · 7 min read

Late Chunking + Jina v4: Context-Aware Embeddings, Self-Hosted on GCP

Authors: Pradipta Nanda Amlan Das How we get retrieval that doesn't forget context, search that spans text and images, and full control over our embedding stack. If you've built a RAG system, you've

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JOJoseph Oluwadarajosephdara.hashnode.dev3d ago · 16 min read

Enterprise GCP Networking in Practice: Shared VPC for Governance, Private Service Connect for Isolation

Enterprise cloud networking can be easy to describe and difficult to implement securely, so I came up with a hands on practice for myself. This is a banking network, built on GCP, utilizing a shared V

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TBTanmay Bhurkundequery-to-scale.hashnode.dev4d ago · 5 min read

The 10 Hidden Lifecycles Inside a RAG System (Beyond Chunk → Embed → Search → LLM)

When I started building a Retrieval-Augmented Generation system, I thought I understood the shape of it: chunk the documents, embed them, search on a query, hand the result to an LLM. Four steps, done

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PSPrateek Srivastavaprateeksrivastav598.hashnode.dev6d ago · 8 min read

I Managed Kubernetes Across AWS, Azure, and GCP Simultaneously — Here's What Nobody Tells You"

The day the same Helm chart behaved differently on three clouds in the same hour was the day I stopped trusting "cloud-agnostic" as a real thing. Nobody plans to manage Kubernetes on three clouds at t

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ESE-Learning Sherdilsherdil-elearning.hashnode.devAug 18 · 7 min read

The Best Cloud Computing Courses in 2026: A Practitioner's Comparison

📌 Originally published on Sherdil E-Learning. Republishing here so the Hashnode community can find it. Choosing a cloud computing course in 2026 is harder than it should be. Too many options, most c

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KSKamran Shaghaghicloudironguard.hashnode.devAug 17 · 7 min read

Sandboxing AI Agents: Neutralizing OWASP LLM01 (Prompt Injection & System Persistence) with gVisor and Read-Only Filesystems

Prompt injection is widely recognized as the #1 threat in modern generative AI applications. Yet, the industry continues to treat it almost exclusively as a prompt engineering problem, relying on syst

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KSKamran Shaghaghicloudironguard.hashnode.devAug 17 · 8 min read

Defending the AI Perimeter: Mitigating OWASP LLM10 (Model Theft & Data Exfiltration) with GKE Dataplane V2 and eBPF

When enterprises adopt Generative AI, security teams often focus entirely on the application layer: sanitizing prompt inputs and filtering chat outputs. However, as autonomous LLM agents gain tool-cal

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MBMadhav Bhasinblog.madhav.devAug 11 · 5 min read

Terraform Modules That Don't Break When Your Team Grows

Six months into a project, our main.tf was 800 lines long. Every resource — Cloud Run services, Pub/Sub topics, Cloud SQL, Redis, IAM bindings, secrets — lived in one file. Nobody wanted to touch it.

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MBMadhav Bhasinblog.madhav.devAug 9 · 5 min read

Terraform for Application Engineers: Why You Should Own Your Infrastructure

At 11pm on a Tuesday, a Cloud Run service stopped accepting traffic. No deployment had happened. No code had changed. The service was running — Cloud Run showed healthy instances — but requests were t

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JOJoseph Oluwadarajosephdara.hashnode.devAug 6 · 20 min read

From Cloud Run Experiment to Terraform-Managed Platform: Productionizing My Blockchain Indexer on Google Cloud

How I rebuilt the Stablecoin Whale Monitor around a continuous Cloud Run Worker Pool, Terraform, least-privilege CI/CD, and observability that reflects what users can actually experience. The first ve

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#gcp

Explore Hashnode

Trending tags this week

Late Chunking + Jina v4: Context-Aware Embeddings, Self-Hosted on GCP

Enterprise GCP Networking in Practice: Shared VPC for Governance, Private Service Connect for Isolation

The 10 Hidden Lifecycles Inside a RAG System (Beyond Chunk → Embed → Search → LLM)

I Managed Kubernetes Across AWS, Azure, and GCP Simultaneously — Here's What Nobody Tells You"

The Best Cloud Computing Courses in 2026: A Practitioner's Comparison

Sandboxing AI Agents: Neutralizing OWASP LLM01 (Prompt Injection & System Persistence) with gVisor and Read-Only Filesystems

Defending the AI Perimeter: Mitigating OWASP LLM10 (Model Theft & Data Exfiltration) with GKE Dataplane V2 and eBPF

Terraform Modules That Don't Break When Your Team Grows

Terraform for Application Engineers: Why You Should Own Your Infrastructure

From Cloud Run Experiment to Terraform-Managed Platform: Productionizing My Blockchain Indexer on Google Cloud