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AI Waka
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AI Waka

AI changes everything

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Recent Articles

Latest from AI Waka

74 recent articles
AI Waka
AI Waka
Apr 22, 2026 · Artificial Intelligence

Why Enterprise AI Must Prioritize Augmented Intelligence Over Pure Automation

The article analyzes how current AI benchmarks overstate model capabilities, reveals performance gaps in real‑world professional tasks, and argues that effective enterprise AI requires augmented intelligence through governance engineering, context management, and human‑in‑the‑loop design rather than full automation.

AI benchmarksRecursive Language Modelaugmented intelligence
0 likes · 23 min read
Why Enterprise AI Must Prioritize Augmented Intelligence Over Pure Automation
AI Waka
AI Waka
Apr 22, 2026 · Artificial Intelligence

Hybrid MCP‑Skill Model: Keeping LLM Agent Skills Fresh

The article analyzes the trade‑offs between packaging new agent functionality as a static Skill versus a dynamic MCP server, proposes a hybrid thin‑CLI approach that combines the ease of Skills with the up‑to‑date guarantees of MCP, and illustrates the design with concrete code examples.

API VersioningCLI wrapperHybrid Architecture
0 likes · 7 min read
Hybrid MCP‑Skill Model: Keeping LLM Agent Skills Fresh
AI Waka
AI Waka
Apr 22, 2026 · Artificial Intelligence

How Anthropic’s Dual‑Agent Harness Overcomes Long‑Context Coding Limits

Anthropic’s Harness engineering introduces a dual‑agent architecture, JSON‑based feature anchors, strict test contracts, incremental git commits, browser‑automation validation, and a token‑efficient startup script to prevent context‑window overflow and premature completion in long‑running AI‑driven coding tasks.

AI AgentsAgentic CodingHarness Engineering
0 likes · 22 min read
How Anthropic’s Dual‑Agent Harness Overcomes Long‑Context Coding Limits
AI Waka
AI Waka
Apr 22, 2026 · Artificial Intelligence

Unlock Better AI Results: Harvard‑Backed Prompt Skills You Can Apply Today

Drawing on Harvard research, BCG studies, and major AI platform guidelines, this article reveals three concrete prompt‑engineering skills—task definition, contextual grounding, and output testing—plus actionable checklists that let everyday users instantly boost the quality, speed, and reliability of generative AI outputs.

AI productivityGenerative AIHarvard research
0 likes · 13 min read
Unlock Better AI Results: Harvard‑Backed Prompt Skills You Can Apply Today
AI Waka
AI Waka
Apr 21, 2026 · Artificial Intelligence

Why Massive Prompts Fail and How Skills Transform AI Agents

The article explains how monolithic system prompts become costly, unreliable, and hard to maintain as AI agents grow, and demonstrates a modular Skill‑based architecture that loads knowledge on demand, improves scalability, debugging, and reuse.

AIModular DesignPrompt Engineering
0 likes · 13 min read
Why Massive Prompts Fail and How Skills Transform AI Agents
AI Waka
AI Waka
Apr 20, 2026 · Artificial Intelligence

How to Build Powerful Claude Skills: A Step‑by‑Step Guide

Learn how to design, write, test, and deploy reusable Claude Skills—custom instruction sets that automate document processing, code review, content creation, and data handling—by defining goals, crafting SKILL.md, adding scripts, creating trigger phrases, and measuring performance with concrete examples.

AIClaudePrompt Engineering
0 likes · 15 min read
How to Build Powerful Claude Skills: A Step‑by‑Step Guide
AI Waka
AI Waka
Apr 20, 2026 · Artificial Intelligence

Why the Hidden ‘Agent Harness’ Beats Bigger Models in AI Performance

The article explains how the often‑overlooked Agent Harness—an orchestration layer surrounding large language models—determines AI agent success, detailing its five core components, real‑world case studies, and why system design now outweighs raw model size.

AI AgentsAgent ArchitectureHarness Engineering
0 likes · 17 min read
Why the Hidden ‘Agent Harness’ Beats Bigger Models in AI Performance
AI Waka
AI Waka
Apr 18, 2026 · Artificial Intelligence

Mastering AI Agent Reliability: 12 Harness Engineering Patterns You Need

This guide explains how to move from fragile, prompt‑only AI agents to production‑grade systems by designing a control layer—called Harness Engineering—covering memory management, workflow orchestration, permission boundaries, automation patterns, and the Intelligent Harness Runtime that makes agents self‑governing and resilient.

AI AgentHarness EngineeringIntelligent Harness Runtime
0 likes · 18 min read
Mastering AI Agent Reliability: 12 Harness Engineering Patterns You Need
AI Waka
AI Waka
Apr 17, 2026 · Artificial Intelligence

From Generative to Agentic AI: Building Real‑World Agent Systems

The article explains how AI is shifting from reactive generative models to goal‑driven Agentic systems, outlines core framework components, common patterns, skill abstractions, a step‑by‑step implementation guide for backend engineers, and introduces Harness Engineering for production‑grade reliability and observability.

AI frameworksLLM agentsObservability
0 likes · 10 min read
From Generative to Agentic AI: Building Real‑World Agent Systems
AI Waka
AI Waka
Apr 17, 2026 · Artificial Intelligence

Why Claude Code’s Slash Commands Matter and How They Evolve into Skills

This article examines Claude Code’s slash commands—defining their purpose, scope, parameter model, and limitations—while showing why they’re being folded into the newer Skill system to improve modularity, dynamic context injection, and long‑term maintainability for AI‑driven workflows.

AIClaudePromptEngineering
0 likes · 23 min read
Why Claude Code’s Slash Commands Matter and How They Evolve into Skills