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ZhiKe AI
ZhiKe AI
May 13, 2026 · Artificial Intelligence

How Effective Harnesses Keep Long‑Running AI Agents Productive

The article analyzes why AI agents lose progress across discrete context windows, identifies two failure patterns, and presents a dual‑harness solution—an initialization agent and a coding agent—that uses init scripts, progress files, and Git to enable incremental, test‑driven development over hours or days.

AI agentsClaude Agent SDKContext Management
0 likes · 16 min read
How Effective Harnesses Keep Long‑Running AI Agents Productive
Shuge Unlimited
Shuge Unlimited
Apr 26, 2026 · Artificial Intelligence

OpenSpec Hands‑On: 3 Commands, 4 Artifacts, 4‑Step Closed Loop for Incremental Feature Development

This tutorial walks through adding a priority field to an existing todo‑API using OpenSpec’s incremental workflow—proposing the change with /opsx:propose, reviewing the generated Delta Specs, applying the code with /opsx:apply, and archiving the change with /opsx:archive—while illustrating ADDED and MODIFIED specifications, code updates, testing, and best‑practice tips.

AI programmingCLIDelta specs
0 likes · 23 min read
OpenSpec Hands‑On: 3 Commands, 4 Artifacts, 4‑Step Closed Loop for Incremental Feature Development
IT Architects Alliance
IT Architects Alliance
Oct 16, 2022 · R&D Management

How Progressive Thinking Shapes Business Architecture for Large-Scale Websites

The article explains why a progressive, incremental approach to business architecture—balancing clear primary requirements with flexible handling of secondary and emergent features—helps large‑scale website projects avoid the pitfalls of rigid waterfall planning and enables smoother versioned development.

Project ManagementR&D ManagementSoftware Architecture
0 likes · 10 min read
How Progressive Thinking Shapes Business Architecture for Large-Scale Websites
21CTO
21CTO
Feb 4, 2016 · Fundamentals

12 Essential Rules for Successful Architecture Refactoring by Uber’s Raffi Krikorian

This article presents Uber engineering leader Raffi Krikorian’s twelve practical rules for planning, executing, and validating architecture refactoring, covering purpose definition, incremental delivery, data handling, technical debt, technology choices, pressure management, business alignment, non‑technical factors, code quality, and team readiness.

Best PracticesTechnical debtengineering management
0 likes · 13 min read
12 Essential Rules for Successful Architecture Refactoring by Uber’s Raffi Krikorian