Lien Jack / Agent Learning System

learn agent

Lien Jack writes about agent systems, Claude Code, LLM engineering, and full-stack product engineering.

The archive turns Claude Code runtime, agent harnesses, tool use, SQL, Redis, and product engineering into reusable learning paths.

Core routeAgentFrom prompt loops to controlled execution
Frontier entryClaude CodeSource, tools, MCP, skills, collaboration
Engineering baseFull StackSQL, Redis, services, and interfaces
Hand-drawn astronaut on a small planet in a space learning scene
Agent Runtime
SQL + Redis
Claude Code

AI Native

An agent is a runtime, not just a chat box

Follow ReAct, context governance, tool calls, permission boundaries, session recovery, and multi-agent collaboration.

  • Agent Harness
  • Tool Runtime
  • MCP / Skill
  • Claude Code

Full Stack Core

Learn the database, cache, and service base

SQL, Redis, APIs, queues, and frontend state become one path from data to user experience.

  • SQL Modeling
  • Redis Cache
  • API Design
  • Frontend Systems

Product Craft

Turn hard technology into usable product work

Interface structure, motion, and long-form writing make complex engineering learnable and reusable.

  • UX Flow
  • Three.js
  • Framer Motion
  • Technical Writing

Built and verified around this stack

View all resources
AgentClaude CodeMCPSkillSQLRedisReactAstroThree.js

What this notebook keeps building toward

  • Turn scattered prompts, experiments, and notes into reusable article series
  • Document concrete agent workflow cases instead of stopping at definitions
  • Keep refining the site language, typography, and components until the whole place feels intentional
  • Build a steady long-form writing rhythm around technical thinking