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LienJack

AI, Agents & Fullstack Engineer. Ex NetEase / ByteDance · Built Lark & CapCut · ECF collaborator

Location Tokyo Joined Joined on  Personal website https://github.com/LienJack github website
Plugin Host: Why Must Core Learn to Be Extended?

Plugin Host: Why Must Core Learn to Be Extended?

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25 min read

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Intent / Execution Separation: The Model Proposes, the System Executes

Intent / Execution Separation: The Model Proposes, the System Executes

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29 min read
M0 Core Kernel: Wire Real LLMs into the System, Don't Let Them Take Over

M0 Core Kernel: Wire Real LLMs into the System, Don't Let Them Take Over

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24 min read
Minimal Agent Loop: From One-Off Answers to Multi-Step Action

Minimal Agent Loop: From One-Off Answers to Multi-Step Action

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20 min read
LLM Provider Integration: Let the CLI Make Its First Model Call

LLM Provider Integration: Let the CLI Make Its First Model Call

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22 min read
Agent Base Definition: Why It Is Not a Prompt

Agent Base Definition: Why It Is Not a Prompt

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20 min read
Why Write an Agent by Hand: Understanding the Minimal Mechanisms Behind Framework Abstractions

Why Write an Agent by Hand: Understanding the Minimal Mechanisms Behind Framework Abstractions

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23 min read
Agent Evolution Path: Chat Agent -> Tool Agent -> Runtime Agent -> Managed Agent

Agent Evolution Path: Chat Agent -> Tool Agent -> Runtime Agent -> Managed Agent

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20 min read
Harness Base Definition: The Control System Outside the Model

Harness Base Definition: The Control System Outside the Model

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19 min read
System Boundaries: The Difference Between ChatBot, Workflow, Agent, and Harness

System Boundaries: The Difference Between ChatBot, Workflow, Agent, and Harness

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20 min read
Agent Composition Model: Model, Loop, Tools, State

Agent Composition Model: Model, Loop, Tools, State

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21 min read
Agent Base Definition: Why It Is Not a Prompt

Agent Base Definition: Why It Is Not a Prompt

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20 min read
Claude Code Source Analysis Series, Chapter 5: Tools Overview

Claude Code Source Analysis Series, Chapter 5: Tools Overview

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12 min read
Context Governance for Coding Agents

Context Governance for Coding Agents

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25 min read
Claude Code Source Analysis Series, Chapter 4: Context Management

Claude Code Source Analysis Series, Chapter 4: Context Management

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16 min read
Claude Code Source Analysis Series, Chapter 3: Prompt Construction

Claude Code Source Analysis Series, Chapter 3: Prompt Construction

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16 min read
Claude Code Source Analysis Series, Chapter 2: The ReAct Main Loop

Claude Code Source Analysis Series, Chapter 2: The ReAct Main Loop

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16 min read
Claude Code Source Analysis Series, Chapter 1: Architecture

Claude Code Source Analysis Series, Chapter 1: Architecture

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16 min read
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