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Professional architect sharing high‑quality architecture insights. Topics include high‑availability, high‑performance, high‑stability architectures, big data, machine learning, Java, system and distributed architecture, AI, and practical large‑scale architecture case studies. Open to ideas‑driven architects who enjoy sharing and learning.

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Architect
Architect
Jan 13, 2026 · Artificial Intelligence

How Anthropic Secures Its New Cowork AI Agent: Deep Dive into Isolation and Human‑in‑the‑Loop Controls

Anthropic's Cowork research preview turns AI agents into digital coworkers that can read/write files, run scripts, and access the network, prompting a detailed security analysis that covers threat modeling, VM‑based hard isolation, sandboxing, least‑privilege defaults, human‑in‑the‑loop safeguards, and mitigation of prompt‑injection attacks.

AnthropicHuman-in-the-loopprompt injection
0 likes · 13 min read
How Anthropic Secures Its New Cowork AI Agent: Deep Dive into Isolation and Human‑in‑the‑Loop Controls
Architect
Architect
Jan 8, 2026 · Backend Development

Why Process Orchestration Is Essential for Scalable Backend Systems

The article explains how using a flow engine and plugin‑extension architecture can isolate business logic, simplify adding new services, and avoid tangled if‑else code in large backend platforms, illustrated with concrete Java examples and an open‑source project.

Javacode isolationflow engine
0 likes · 7 min read
Why Process Orchestration Is Essential for Scalable Backend Systems
Architect
Architect
Jan 7, 2026 · Databases

Why Did Redis Suddenly Evict Keys? A Deep Dive into Memory, Pipelines, and Client Buffers

This article walks through a production incident where Redis began returning missing keys, detailing the step‑by‑step diagnosis—from monitoring logs and TTL checks to discovering memory spikes caused by client‑output‑buffer‑limit overflow and pipeline traffic—followed by emergency and permanent remediation measures.

MemoryPipelineTroubleshooting
0 likes · 11 min read
Why Did Redis Suddenly Evict Keys? A Deep Dive into Memory, Pipelines, and Client Buffers
Architect
Architect
Jan 3, 2026 · Artificial Intelligence

Unlocking AI Agent Memory: A Comprehensive Survey of Forms, Functions, and Dynamics

This article surveys the emerging field of AI agent memory, presenting a three‑dimensional taxonomy of memory forms, detailing functional categories such as factual, experiential, and working memory, and outlining dynamic processes of formation, evolution, and retrieval, while also highlighting benchmarks, open‑source frameworks, and future research directions.

AI agentsLLMSurvey
0 likes · 7 min read
Unlocking AI Agent Memory: A Comprehensive Survey of Forms, Functions, and Dynamics
Architect
Architect
Jan 2, 2026 · Backend Development

How DDD Transforms Spring Cloud Alibaba Microservices: A Practical Guide

This article explains the fundamentals of Domain‑Driven Design, its core principles and two design phases, then shows how to apply DDD within a Spring Cloud Alibaba e‑commerce microservice system, providing a detailed layered architecture, file‑structure example, and recommendations for implementation.

ArchitectureDDDDomain-Driven Design
0 likes · 11 min read
How DDD Transforms Spring Cloud Alibaba Microservices: A Practical Guide
Architect
Architect
Jan 1, 2026 · Artificial Intelligence

How Manifold-Constrained Hyper-Connections Boost Large Model Training Efficiency

DeepSeek’s new paper introduces mHC, a manifold‑constrained version of Hyper‑Connections that stabilizes gradient flow, adds only 6.7% training overhead, and enables reliable training of 27‑billion‑parameter models while improving benchmark performance by about 2%.

AI ArchitectureLarge-Scale TrainingManifold-Constrained
0 likes · 7 min read
How Manifold-Constrained Hyper-Connections Boost Large Model Training Efficiency
Architect
Architect
Dec 31, 2025 · Artificial Intelligence

How Spring AI Implements the Model Context Protocol: A Deep Architecture Walkthrough

This article provides a detailed, source‑code‑level analysis of Spring AI’s Model Context Protocol (MCP) implementation, covering its layered architecture, core client‑server interaction steps, key components, runtime debugging with SSE, and practical code examples for building and testing MCP services in Java.

JavaMCPModel Context Protocol
0 likes · 23 min read
How Spring AI Implements the Model Context Protocol: A Deep Architecture Walkthrough
Architect
Architect
Dec 29, 2025 · Backend Development

Can Redis Replace Kafka? Comparing List, Pub/Sub, and Stream Queues

This article examines whether Redis can serve as a reliable message queue by exploring its List, Pub/Sub, and Stream data structures, comparing their features, limitations, and durability against professional brokers like Kafka and RabbitMQ, and offering practical usage guidelines.

Message QueuePub/SubRedis
0 likes · 18 min read
Can Redis Replace Kafka? Comparing List, Pub/Sub, and Stream Queues
Architect
Architect
Dec 28, 2025 · Databases

How to Scale an Order System: Sharding, ID Generation, and Database Choices

This article walks through the challenges of a growing order system, analyzes current bottlenecks, compares sharding and distributed database products, proposes a unique ID strategy, outlines sharding key selection, presents a migration plan with ShardingSphere‑JDBC, and discusses risks and FAQs for a robust backend architecture.

Unique IDdatabase scalingdistributed transactions
0 likes · 18 min read
How to Scale an Order System: Sharding, ID Generation, and Database Choices