Hot Take: Vercel Edge Is Too Expensive in 2026 – Use Cloudflare Workers and R2 for 50% Cheaper Hosting

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ANKUSH CHOUDHARY JOHAL

@johalputt

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Hot Take: Pinecone 2.0 Is Too Expensive – Use Chroma 1.0 for 2026 Local RAG Pipelines

ANKUSH CHOUDHARY JOHAL5d ago • 15 min read

Hot Take: Pinecone 2.0 Is Too Expensive – Use Chroma 1.0 for 2026 Local RAG Pipelines

By Q2 2026, engineering teams building local Retrieval-Augmented Generation (RAG) pipelines will...

#take#pinecone#expensive#chroma

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Hot Take: Every Senior Engineer Should Write One Code Story About AWS Graviton4 and Kubernetes 1.32 Per Quarter in 2026

ANKUSH CHOUDHARY JOHAL6d ago • 13 min read

Hot Take: Every Senior Engineer Should Write One Code Story About AWS Graviton4 and Kubernetes 1.32 Per Quarter in 2026

In Q1 2026, AWS Graviton4 instances will power 42% of all new Kubernetes 1.32 production workloads —...

#take#every#senior#engineer

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Hot Take: You Don’t Need Fine-Tuning for Internal LLMs – LangChain 0.3 Few-Shot Prompting Cuts Latency by 50%

ANKUSH CHOUDHARY JOHAL5d ago • 3 min read

Hot Take: You Don’t Need Fine-Tuning for Internal LLMs – LangChain 0.3 Few-Shot Prompting Cuts Latency by 50%

Hot Take: You Don’t Need Fine-Tuning for Internal LLMs – LangChain 0.3 Few-Shot Prompting...

#take#dont#need#finetuning

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Hot Take: Ditch Insomnia 9.1 for Bruno 2.0 – It's 30% Faster for REST and GraphQL 16.8 API Testing

ANKUSH CHOUDHARY JOHALMay 1, 2026 • 3 min read

Hot Take: Ditch Insomnia 9.1 for Bruno 2.0 – It's 30% Faster for REST and GraphQL 16.8 API Testing

Hot Take: Ditch Insomnia 9.1 for Bruno 2.0 – It's 30% Faster for REST and GraphQL 16.8 API...

#take#ditch#insomnia#bruno

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Hot Take: Kubernetes 1.32 Control Planes Are Too Expensive – Use K3s 1.32 for Edge Clusters

ANKUSH CHOUDHARY JOHAL4d ago • 3 min read

Hot Take: Kubernetes 1.32 Control Planes Are Too Expensive – Use K3s 1.32 for Edge Clusters

Hot Take: Kubernetes 1.32 Control Planes Are Too Expensive – Use K3s 1.32 for Edge...

#take#kubernetes#control#planes

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Hot Take: Elasticsearch 8.15 Is Overpriced—Use OpenSearch 2.12 for Log Aggregation

ANKUSH CHOUDHARY JOHAL4d ago • 3 min read

Hot Take: Elasticsearch 8.15 Is Overpriced—Use OpenSearch 2.12 for Log Aggregation

Hot Take: Elasticsearch 8.15 Is Overpriced—Use OpenSearch 2.12 for Log Aggregation The...

#take#elasticsearch#overpriceduse#opensearch

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