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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

77 recent articles
AI Waka
AI Waka
Apr 26, 2026 · Artificial Intelligence

Why Runtime, Not Model, Determines AI Agent Success in Production

The article argues that despite powerful models like Claude, the primary cause of AI Agent failures in production is the surrounding runtime infrastructure—such as session management, compliance, and orchestration—rather than the model itself, and examines the split between teams building custom runtimes versus those leveraging platform services.

AI agentsAgent orchestrationClaude
0 likes · 6 min read
Why Runtime, Not Model, Determines AI Agent Success in Production
AI Waka
AI Waka
Apr 26, 2026 · Artificial Intelligence

Unlocking Reliable AI Agents: A Deep Dive into Harness Engineering

The article examines why raw LLM models fail as autonomous coding agents and introduces Harness Engineering—a disciplined scaffold of prompts, tools, context policies, hooks, and sub‑agents—that mitigates context corruption, long‑task collapse, and security risks while cutting token costs by up to 50%.

AI AgentHarness EngineeringLLM safety
0 likes · 14 min read
Unlocking Reliable AI Agents: A Deep Dive into Harness Engineering
AI Waka
AI Waka
Apr 24, 2026 · Artificial Intelligence

One Loop, Three Modes: A Practical Guide to Multi‑Agent Orchestration

The article explains how treating an AI system as multiple specialized agents—delegator, worker, and reviewer—running the same loop but with different configurations can prevent context overload, and it details three orchestration patterns (delegation, swarm, coordinator) along with tool partitioning to ensure reliable, scalable multi‑agent workflows.

AI agentsOrchestrationPrompt Engineering
0 likes · 15 min read
One Loop, Three Modes: A Practical Guide to Multi‑Agent Orchestration
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 CodingBrowser automation
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.

AIAgentPrompt 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 agentsHarness EngineeringLLM orchestration
0 likes · 17 min read
Why the Hidden ‘Agent Harness’ Beats Bigger Models in AI Performance