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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
Mar 13, 2026 · Artificial Intelligence

Why Claude Code Fails Without Proper Governance and How to Build a Stable Agentic Coding System

The article explains that Claude Code’s core challenges lie not in prompts but in treating it as a verifiable, governed, layered agent system, and provides a detailed six‑layer architecture, practical governance tips, and step‑by‑step guidance for teams to achieve stable, production‑grade AI‑assisted coding.

AI OpsAgentic AIClaude Code
0 likes · 30 min read
Why Claude Code Fails Without Proper Governance and How to Build a Stable Agentic Coding System
Architect
Architect
Mar 11, 2026 · Artificial Intelligence

How OpenClaw Manages Context: Multi‑Layer Compression, Memory Persistence, and Overflow Recovery

This article explains OpenClaw's sophisticated context‑management system, detailing its three‑layer approach to pruning old turns, trimming tool results, and handling oversized outputs, while preserving critical state through memory flushing, structured compaction, and a robust overflow‑recovery pipeline.

CompressionLLM agentsmemory persistence
0 likes · 29 min read
How OpenClaw Manages Context: Multi‑Layer Compression, Memory Persistence, and Overflow Recovery
Architect
Architect
Mar 10, 2026 · Artificial Intelligence

How OpenAI’s Harness Engineering Lets Agents Write 1 Million Lines of Code Without Human Hands

OpenAI’s engineering blog reveals that their "Harness Engineering" approach doesn’t replace programmers but instead creates a tightly controlled environment where AI agents autonomously generate, test, review, and merge code by designing the environment, defining clear intent, and building feedback loops, shifting engineers from writing code to steering agents.

AI agentsCyberneticsHarness Engineering
0 likes · 22 min read
How OpenAI’s Harness Engineering Lets Agents Write 1 Million Lines of Code Without Human Hands
Architect
Architect
Mar 8, 2026 · Information Security

Why OpenClaw’s Soft Boundaries Spark Security Disasters – Lessons for AI Agents

This article reviews recent OpenClaw security incidents, from a high‑profile email‑deletion failure caused by context compaction to supply‑chain attacks on Skills, analyzes the underlying architectural flaws of soft boundaries and missing execution‑time safeguards, and proposes a three‑layer hardening framework for AI agents.

AI agent securityContext CompactionInformation Security
0 likes · 19 min read
Why OpenClaw’s Soft Boundaries Spark Security Disasters – Lessons for AI Agents
Architect
Architect
Mar 7, 2026 · Databases

Why an LLM‑Rewritten SQLite Is 20,000× Slower: Hidden Path Errors and Lessons

A Rust rewrite of SQLite generated largely by an LLM runs a simple primary‑key lookup 20,171 times slower than native SQLite, exposing how seemingly correct code can miss critical system constraints, and illustrating the need for explicit acceptance criteria, benchmark baselines, and governance when using AI‑generated software.

LLMPerformanceSQLite
0 likes · 19 min read
Why an LLM‑Rewritten SQLite Is 20,000× Slower: Hidden Path Errors and Lessons
Architect
Architect
Mar 5, 2026 · Artificial Intelligence

How to Turn a Single OpenClaw Agent into a Multi‑Agent Team: A Step‑by‑Step Guide

This article walks you through the complete process of converting a single‑agent OpenClaw deployment into a multi‑agent architecture, covering agent isolation resources, when to split, creating agents, routing rules, DM safety, sandbox options, multi‑gateway setups, remote access, hot‑reload configuration, and a pre‑deployment checklist.

Agent RoutingConfigurationMulti-agent
0 likes · 23 min read
How to Turn a Single OpenClaw Agent into a Multi‑Agent Team: A Step‑by‑Step Guide
Architect
Architect
Mar 2, 2026 · Artificial Intelligence

Why Engineers Must Shift from Writing Code to Managing AI Agents

In a 14‑minute interview, Mihail Eric explains how the rise of AI agents is forcing software engineers to transform from code writers into orchestrators who allocate intelligence, manage contexts, and redesign codebases to be agent‑friendly, offering a practical checklist for teams navigating this structural shift.

AI agentsAgent orchestrationArchitecture
0 likes · 17 min read
Why Engineers Must Shift from Writing Code to Managing AI Agents
Architect
Architect
Feb 28, 2026 · Artificial Intelligence

Designing Agent Tools: Key Lessons from Claude Code’s Action Space

This article distills the Claude Code team's hard‑won insights on building effective AI agents, highlighting why action‑space design outweighs model size, how structured questioning improves bandwidth, when to replace Todos with Tasks, and a repeatable seven‑step loop for evolving toolsets.

AI engineeringAction SpaceTooling
0 likes · 20 min read
Designing Agent Tools: Key Lessons from Claude Code’s Action Space
Architect
Architect
Feb 27, 2026 · Artificial Intelligence

Turning AI Agents into Deliverable Workflows: Skills, Shell, and Compaction Explained

The article explains why writing code alone does not guarantee delivery, outlines three core challenges for long‑running agents—process reuse, execution, and context continuity—and presents a practical framework of Skills, Shell, and Compaction together with ten actionable recommendations, security guidelines, and implementation steps for teams.

AI agentsLong-Running TasksSkills
0 likes · 18 min read
Turning AI Agents into Deliverable Workflows: Skills, Shell, and Compaction Explained