#system architect
7350 related articles
·4 min
Guide to Building a Localized Document Intelligence System: From Architecture Design to Model Selection
A detailed guide on building a localized document intelligence system to replace Azure Document Intelligence for offline document parsing, covering layout analysis, OCR engine selection, multimodal LLM deployment, and hybrid solution design.
Read more →
·3 min
What Are Agent Skills? A Complete Guide to AI Agent Skill System Architecture and Principles
A deep dive into AI Agent Skills: their core concepts, technical implementation, the four key elements (SKILL.md, references, scripts, assets), and how Skills differ from prompts.
Read more →
·3 min
What Are Agent Skills? A Detailed Guide to AI Agent Skill System Architecture and Principles
A deep dive into AI Agent Skills: understand the core concepts and technical implementation through the four key elements — SKILL.md, references, scripts, and assets — and learn how Skills differ from prompts.
Read more →
·3 min
How to Assemble a Modern Email System with Off-the-Shelf Components: A Modular Architecture Guide
Learn how to assemble a modern email system using off-the-shelf services like Postmark, SendGrid, and Amazon SES, covering sending, receiving, authentication, and trade-offs around vendor lock-in and cost.
Read more →
·3 min
AI Project Memory Systems: Building a Continuously Accumulating Context Architecture in Four Stages
As models get stronger, why does the experience feel worse? The root cause is missing context. This article breaks down four stages—project descriptions, progressive disclosure, intra-memory, and three guardrails—to build a sustainable AI project memory system.
Read more →
GitHub Daily · July 22: Financial Foun…
·3 min
GitHub Daily · July 22: Financial Foundation Model Kronos Leads, Architecture Visualization and the Claude Skills Ecosystem Soar
GitHub Trending July 22: Kronos brings the foundation model paradigm to finance, awesome-claude-skills tops with 70K stars, plus LikeC4 architecture-as-code and Rust-based Pumpkin.
Read more →
·2 min
From Workflow Graphs to Distributed Protocols: Dissecting Multi-Agent System Architecture Paradigms
How does Cosmonapse replace LangGraph's graph structure with event-driven distributed protocols? A deep dive into two multi-agent architecture paradigms, their trade-offs, and when to use each.
Read more →
·2 min
Why System Architects Are Becoming the Most In-Demand Tech Talent in the AI Era
A veteran architect with 10+ years of experience reveals: in the AI coding era, the real scarcity isn't people who write code — it's people who design great systems.
Read more →
·3 min
From RAG to Agent: A Complete Architecture Guide for AI-Native Systems
A comprehensive guide to modern AI-native system architecture: LLM reasoning, three RAG paradigms (vector/knowledge graph/BM25), Agents, MCP tool calling, AI gateways, and observability for enterprise AI.
Read more →
·2 min
A College Student Built a Cross-Model Persistent Memory System with Ollama: Decoupled Architecture + AES-256 Encryption
A college student built a ~40K-line Mac app around Ollama featuring a decoupled persistent memory system: standalone embeddings, local vector index, self-healing, AES-256 vault, and local voice mode.
Read more →
·3 min
Files over Tools: Rethinking AI Agent Architecture with a Virtual Filesystem
Why give AI Agents a virtual filesystem and bash instead of more tools? A deep dive into the "Files over Tools" design philosophy, tool bloat, Unix principles, security sandboxing, and hybrid architectures.
Read more →
·3 min
Harness Engineering in Practice: A Guide to Enterprise-Grade Multi-Agent System Architecture
A deep dive into Harness Engineering architecture: building an AI procurement assistant on ERP systems, covering multi-agent orchestration, MCP protocol, ASGI deployment, and sandbox isolation.
Read more →
·3 min
Building an Automated Penetration Testing System with Claude: A Deep Dive into Memory, Skills, and Agent Architecture
A security researcher demonstrates how to customize Claude into an automated penetration testing system with memory, skills, and a knowledge base — successfully compromising CTF targets and finding real Bug Bounty vulnerabilities.
Read more →
·4 min
AI Agent Memory System Architecture Breakdown: A Practical Selection Guide from 16 Open-Source Projects
Deep analysis of memory system architectures across 16 open-source AI Agent projects including Hermes, Goose, NanoClaw, and Deerflow, covering FTS5 vs vector search, multi-tenant isolation, and LLM auto-extraction.
Read more →
·4 min
Deep Dive into Hermes Agent Architecture: Loop Mechanism, Memory System, and Gateway Design
Deep dive into Hermes Agent's core architecture: Agent Loop mechanism, three-layer memory system (Markdown/SQLite/external), Gateway multi-platform integration, context compression, and Cron jobs.
Read more →
·3 min
Sakana AI Scientist v2 Deep Dive: Architecture and Practice of an Autonomous AI Research System
Deep dive into Sakana AI's open-source AI Scientist v2: technical architecture, core modules, and upgrade highlights covering the full autonomous research pipeline from idea generation to paper writing.
Read more →
·2 min
NVIDIA Halos Explained: Full-Stack Functional Safety System Architecture for Physical AI Robots
Deep dive into NVIDIA Halos for Robotics' full-stack functional safety architecture, covering hardware redundancy, safety runtime, behavior monitors, and how safety envelopes constrain AI uncertainty for scalable physical AI deployment.
Read more →
·3 min
A Systematic Guide to Claude Code: From Deployment to Architectural Analysis of 510K Lines of Source Code
A systematic guide to Claude Code covering environment deployment, domestic model integration, six core systems (memory, multi-Agent, etc.), a full-stack ChatBot project, and eight design patterns from 510K lines of open-source code.
Read more →
·3 min
Four-Layer Funnel Architecture: A Design Guide for Production-Grade Agent Intent Routing Systems
Deep dive into a four-layer funnel intent routing architecture (regex, vector routing, LLM FC, safety net) solving intent confusion, multi-intent gaps, emotional hijacking, and routing avalanches.
Read more →
·3 min
Deep Dive into Claude Cloud Agent Memory System Architecture: CMA Design Philosophy and Technical Choices
Deep analysis of Anthropic's Cloud Managed Agents memory architecture, covering file-first strategy, memory store reuse, Dreaming async consolidation, and key differences from Claude Code's memory system.
Read more →