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Article · Monday, October 12, 2026

Agentic Coding

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By Marius BongartsTech135 editions
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Agentic Coding
Monday, October 12, 2026
AI Agents - Agentic Coding

Context engineering becomes the new core skill, SMU launches agent-harness course

1 min read

Context Engineering Discipline

Prompt engineering just got demoted to a subset skill.

SMU Academy launched a course treating context engineering as the discipline that actually determines whether your agents work reliably [Source: SMU Academy]. The curriculum covers curating high-signal context through system instructions and function calling, implementing retrieval strategies including RAG and agentic retrieval patterns, and engineering memory across long tasks using compaction and sub-agent architectures. The hands-on focus: diagnosing agent failures and managing finite context windows before they degrade your outputs.

This formalizes what you've been building piece by piece all week.

Agent Harness Architecture

Your agent's scaffolding matters more than the model inside it.

The SMU program centers on harness engineering—the tools, memory, state, and control logic surrounding your model [Source: SMU Academy]. The key insight: context and harness are nested disciplines, not parallel ones, because the harness contains and delivers the context. Trace-based evaluation and guardrails for production deployment round out the practical stack. The goal is transforming your prototypes into dependable systems that don't surprise you at 2 AM.

Worth mapping your current Claude Code setup against this framework.

Udemy Claude Code Masterclass

A structured path through agent teams and subagents just landed on Udemy.

The new Claude Code 2026 course covers the full ecosystem—MCP servers, skills architecture, context window management, and multi-agent orchestration [Source: Udemy]. At seven hours, it promises to bridge the gap between the scattered YouTube tutorials you've been piecing together and a coherent mental model of how all the components fit. The curriculum explicitly contrasts agentic coding with traditional approaches in its opening section.

Could save you the synthesis work you've been doing manually.

Sources
Claude Code 2026 : Agents Teams, Subagents, MCP & Skills - Udemy
Claude Code 2026 : Agents Teams, Subagents, MCP & Skills - Udemy
7 hours ago ... Agentic Coding vs Traditional Coding3:31. Claude Ecosystem (Simplified)2 ... Context Window Management of Claude Code5 lectures • 29min. What is Context ...
udemy.com
AI Summary

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Context and Harness Engineering for Agentic Artificial Intelligence (AI)
1 hour ago ... Using hands-on exercises and light Python programming ... management practices to undergraduate and postgraduate business students, working professionals, and ...
academy.smu.edu.sg
AI Summary

This course covers context engineering and agent harness design for building reliable AI agents, addressing challenges beyond prompt engineering alone. Key topics include curating high-signal context through system instructions and function calling, implementing retrieval strategies like RAG and agentic retrieval, engineering memory and state management across long tasks using compaction and sub-agent patterns, and applying trace-based evaluation and guardrails for production deployment. The hands-on program teaches professionals to diagnose agent failures, manage finite context windows effectively, and transform prototypes into dependable agentic systems—directly relevant to advanced AI agent workflows and enterprise-ready implementations.

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