Topic

Engineering

How AI systems are built and operated in production — architecture tradeoffs, inference economics, tooling and reliability.
vLLM vs SGLang: How to Pick an Inference Engine

vLLM vs SGLang: How to Pick an Inference Engine

vLLM uses PagedAttention and hash-based prefix caching. SGLang uses a radix tree. That one difference decides which engine suits your traffic, and it is not something a benchmark run on someone else's GPUs can tell you.
John Karpentar AI 6 min read
Claude Code vs GitHub Copilot: Pricing and Verdict

Claude Code vs GitHub Copilot: Pricing and Verdict

Copilot starts free and at $10/month with 30+ models. Claude Code has no free tier and starts at $17/month, but runs as an autonomous terminal agent. A sourced comparison of pricing, AI credit limits, agent capabilities and security posture.
John Karpentar AI 7 min read
Top 7 Observability and APM Tools in 2026

Top 7 Observability and APM Tools in 2026

Datadog, Grafana, Dynatrace, Splunk, New Relic, Chronosphere and Honeycomb compared on coverage, OpenTelemetry support and what each one actually costs.
John Karpentar Roundups 11 min read
RAG vs Long Context: The Research Disagrees

RAG vs Long Context: The Research Disagrees

How the internet's most confident architecture debate rests on a body of research that openly contradicts itself — and what the papers actually say.
John Karpentar Opinion 7 min read
Top 7 Graph Databases in 2026

Top 7 Graph Databases in 2026

The category consolidated in 2026: licences tightened, Kuzu disappeared into Apple, and a zero-ETL query engine arrived. Neo4j, Neptune, Memgraph, TigerGraph, Arango, FalkorDB and PuppyGraph compared.
John Karpentar Roundups 12 min read
Top 7 Time-Series Databases in 2026

Top 7 Time-Series Databases in 2026

For engineering teams choosing where to put metrics, sensor readings and tick data. The category has split in two: purpose-built time-series engines, and general-purpose columnar databases that happen to be very good at time ordering.
John Karpentar Roundups 13 min read
YC's Biggest Batch Sells Scaffolding

YC's Biggest Batch Sells Scaffolding

How 235 startups at Y Combinator's largest Demo Day reveal that AI's second generation is building the substrate, not the app.
John Karpentar Startups 5 min read
Top 7 Stream Processing Platforms for Real-Time Data in 2026

Top 7 Stream Processing Platforms for Real-Time Data in 2026

A buyer's guide to the platforms that process data in motion — for data engineers choosing between a managed Kafka-plus-Flink stack, a lakehouse-native pipeline, and a streaming database. Pricing and feature details verified as of September 2026.
John Karpentar Roundups 13 min read

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