Blockchain infrastructure is hard. Running it on Kubernetes is even harder. In this article I'll walk you through how I built a production-ready Hyperledger Fabric network on Kubernetes, including automated deployment scripts, network configuration, and the security decisions I made along the way.
🧠 Why Hyperledger Fabric + Kubernetes?
Hyperledger Fabric is the go-to permissioned b...
I'm building PathForge AI — a career guidance platform for Indian students. The pitch is simple: AI-powered counselling for students who can't afford a human counsellor. The engineering problem underneath is not simple at all.
When Gemma 4 dropped in April 2026, I had a decision to make. The family ships four models. I had two obvious candidates:
"We tag TikTok Ads with
utm_source=tiktok-ads. It's clearly an ad, right?"
If that's been your team's convention, GA4 has been silently dropping your TikTok paid clicks into (other) for as long as that tag has been in production. This isn't a misconfiguration or a GA4 bug — it's the result of GA4's officially distribu...
Name the daemon. Name its birth. That is the tietäjä's discipline.
On June 15, 2026, the Anthropic Agent SDK credit policy reshapes the economics of any claude -p workload running against a subscription. The arbitrage is over; the bill is real. The cost math — inclu...
The N+1 problem happens when:
Hibernate executes 1 query to fetch parent records
+
N additional queries to fetch child records
This causes:
Every article in this series has been trying to answer the same question: how do we make retrieval better? Better chunking, reranking, query rewriting, CRAG's web fallback, Graph RAG's relationship traversal.
But one thing has stayed constant throughout: whatever retrieval returns, it gets passed to the LLM.