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Development

Featured in Development

Stateful Continuation for AI Agents: Why Transport Layers Now Matter

Agent workflows make transport a first-order concern. Multi-turn, tool-heavy loops amplify overhead that is negligible in single-turn LLM use. Stateful continuation cuts overhead dramatically. Caching context server-side can reduce client-sent data by 80%+ and improve execution time by 15–29% .

All in development

Architecture & Design

Featured in Architecture & Design

Latency: the Race to Zero...Are We There Yet?

Amir Langer discusses the evolution of latency reduction, from the Pony Express to modern hardware. He explains how separation of concerns - decoupling business logic from I/O - and tools like Aeron and the Disruptor achieve single-digit microsecond speeds. He shares insights into replicated state machines, consensus protocols like Raft, and the future of low-latency sequencer architectures.

All in architecture-design

AI Infrastructure

Featured in AI, ML & Data Engineering

Choosing Your AI Copilot: Maximizing Developer Productivity

Sepehr Khosravi discusses the current state of AI-assisted coding, moving beyond basic autocompletion to sophisticated agentic workflows. He explains the technical nuances of Cursor’s "Composer" and Claude Code’s research capabilities, providing tips for managing context windows and MCP integrations. He shares lessons from industry leaders on shrinking process time beyond just writing code.

All in ai-ml-data-eng

Culture & Methods

Featured in Culture & Methods

Tiger Teams, Evals and Agents: The New AI Engineering Playbook

In this podcast Shane Hastie, Lead Editor for Culture & Methods spoke to Sam Bhagwat, co-founder and CEO of Mastra, about building and sustaining open source communities, the emerging discipline of AI engineering and evals, and how cross-functional Tiger Teams are key to shipping agentic applications.

All in culture-methods

DevOps

Featured in DevOps

Duolingo's Kubernetes Leap

Franka Passing discusses the architectural shift of Duolingo’s 500+ backend services to Kubernetes. She explains the move toward GitOps with Argo CD, the transition to IPv6-only pods, and the "cellular architecture" used to isolate environments. She shares "reports from the trenches" on managing developer trust, navigating AWS rate limits, and productionizing early adopter services.

All in devops

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Java News Roundup: JDK 27 Release Schedule, Hibernate, LangChain4j, Keycloak, Helidon, Junie CLI

This week's Java roundup for April 6th, 2026, features news highlighting: the fifth preview of Primitive Types in Patterns, instanceof and switch; the proposed release schedule for JDK 27; point releases of Hibernate, LangChain4j, Keycloak and Google ADK for Java; a maintenance release of Helidon; a CVE in Spring Cloud Gateway; and the Junie CLI integrated in JetBrains IDEs.

Michael Redlich
on Apr 13, 2026

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Topics

Stateful Continuation for AI Agents: Why Transport Layers Now Matter

Latency: the Race to Zero...Are We There Yet?

Choosing Your AI Copilot: Maximizing Developer Productivity

Tiger Teams, Evals and Agents: The New AI Engineering Playbook

Duolingo's Kubernetes Leap

Helpful links

Choose your language

News

Java News Roundup: JDK 27 Release Schedule, Hibernate, LangChain4j, Keycloak, Helidon, Junie CLI

Cloudflare Introduces EmDash: TypeScript CMS Positioned as WordPress Successor

Stateful Continuation for AI Agents: Why Transport Layers Now Matter

When Every Bit Counts: How Valkey Rebuilt Its Hashtable for Modern Hardware

Latency: the Race to Zero...Are We There Yet?

Uber’s Hive Federation Decentralizes 16K Datasets and 10+ PB for Zero-Downtime Analytics at Scale

Cloudflare and ETH Zurich Outline Approaches for AI-Driven Cache Optimization

Tiger Teams, Evals and Agents: The New AI Engineering Playbook

Developing Your Leadership Skills toward Principal Engineering

Local First – How to Build Software Which Still Works after the Acquihire

Anthropic Releases Claude Mythos Preview with Cybersecurity Capabilities but Withholds Public Access

Etsy Migrates 1000-Shard, 425 TB MySQL Sharding Architecture to Vitess

Google Cloud Highlights Ongoing Work on PostgreSQL Core Capabilities

GitHub Copilot CLI Reaches General Availability

CNCF and Kusari Partner to Strengthen Software Supply Chain Security across Cloud-Native Projects

GitHub Actions Custom Runner Images Reach General Availability

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