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Tom Lee

​I am a developer who aims to contribute to the greater good.

Location Seoul, Republic of Korea Joined Joined on  github website
Andrew Ng Was Right 9 Months Ago — Here's What Changed (And What Didn't)

Andrew Ng Was Right 9 Months Ago — Here's What Changed (And What Didn't)

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5 min read

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AI Doesn't Need a Bigger Engine. It Needs a Seatbelt.

AI Doesn't Need a Bigger Engine. It Needs a Seatbelt.

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4 min read
The Forest Has Parasites: Why AI Agent Security Needs Runtime Defense

The Forest Has Parasites: Why AI Agent Security Needs Runtime Defense

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4 min read
The Cognitive Dark Forest Has One Exit: Become the Forest

The Cognitive Dark Forest Has One Exit: Become the Forest

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5 min read
Anthropic Proved AI Has Functional Emotions — Persona Design Is Now a Safety Issue

Anthropic Proved AI Has Functional Emotions — Persona Design Is Now a Safety Issue

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4 min read
Harvard Proved Emotions Don't Make AI Smarter — That's Exactly Why You Need Soul Spec

Harvard Proved Emotions Don't Make AI Smarter — That's Exactly Why You Need Soul Spec

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4 min read
From Third-Party Agent to Claude Code Native: ClawSouls Plugin Launch

From Third-Party Agent to Claude Code Native: ClawSouls Plugin Launch

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5 min read
The Interface Problem Is Solved. The Identity Problem Isn't.

The Interface Problem Is Solved. The Identity Problem Isn't.

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4 min read
NVIDIA Shares Tensors Between GPUs. Soul Spec Shares Behavior Between Agents. Both Are Harness Engineering.

NVIDIA Shares Tensors Between GPUs. Soul Spec Shares Behavior Between Agents. Both Are Harness Engineering.

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4 min read
Prompt Context Harness: The Three Stages of AI Engineering and Why the Third Changes Everything

Prompt Context Harness: The Three Stages of AI Engineering and Why the Third Changes Everything

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4 min read
What the Claude Code Leak Reveals: The Engine Isn't the Moat — The Harness Is

What the Claude Code Leak Reveals: The Engine Isn't the Moat — The Harness Is

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4 min read
81,000 People Told Anthropic What They Really Want from AI — It's Not What You Think

81,000 People Told Anthropic What They Really Want from AI — It's Not What You Think

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3 min read
Prompt Engineering vs Context Engineering: Why the Shift Matters

Prompt Engineering vs Context Engineering: Why the Shift Matters

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1 min read
What Anthropic Just Proved — AI Personas Aren't Prompts, They're Identities

What Anthropic Just Proved — AI Personas Aren't Prompts, They're Identities

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1 min read
Anthropic Publishes Official Skills Guide — How It Compares to Soul Spec

Anthropic Publishes Official Skills Guide — How It Compares to Soul Spec

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2 min read
The Agent Brain: Mapping AI Agent Components to Human Neural Architecture

The Agent Brain: Mapping AI Agent Components to Human Neural Architecture

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1 min read
From Asimov to JSON: Operationalizing Robot Safety Laws in Agent Identity Files

From Asimov to JSON: Operationalizing Robot Safety Laws in Agent Identity Files

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1 min read
Identity + Governance = 100% Safety? Testing Combined Persona Approaches on Abliterated LLMs

Identity + Governance = 100% Safety? Testing Combined Persona Approaches on Abliterated LLMs

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5 min read
Building Safe Agents with Long-Term Memory: SoulScan, Persona Engine & Swarm Memory

Building Safe Agents with Long-Term Memory: SoulScan, Persona Engine & Swarm Memory

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4 min read
NeurIPS 2025 Proved It: Every LLM Says the Same Thing — Here's the Fix

NeurIPS 2025 Proved It: Every LLM Says the Same Thing — Here's the Fix

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4 min read
The Soul-Evil Attack: How Malicious Personas Hijack AI Agents (And How to Stop Them)

The Soul-Evil Attack: How Malicious Personas Hijack AI Agents (And How to Stop Them)

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6 min read
The Model Isn't the Bottleneck — Your Prompt Structure Is

The Model Isn't the Bottleneck — Your Prompt Structure Is

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3 min read
Every AI Project Becomes an Agent — And Every Agent Needs a Soul

Every AI Project Becomes an Agent — And Every Agent Needs a Soul

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3 min read
The ClawHub Malware Incident: A First Warning for AI Agent Supply Chains

The ClawHub Malware Incident: A First Warning for AI Agent Supply Chains

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4 min read
Cross-Model Persona Fidelity: Is Your AI Agent Still 'Them' on a Different LLM?

Cross-Model Persona Fidelity: Is Your AI Agent Still 'Them' on a Different LLM?

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2 min read
Shadow AI Detection Tools Compared: Claw-Hunter vs openclaw-detect

Shadow AI Detection Tools Compared: Claw-Hunter vs openclaw-detect

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4 min read
Can AI Agents Detect Their Own Model Upgrades?

Can AI Agents Detect Their Own Model Upgrades?

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3 min read
Persona Persistence Attacks: When Your AI Agent's Soul File Becomes a Backdoor

Persona Persistence Attacks: When Your AI Agent's Soul File Becomes a Backdoor

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2 min read
Soul Spec + MaatSpec: Identity and Governance as Complementary Layers for AI Agents

Soul Spec + MaatSpec: Identity and Governance as Complementary Layers for AI Agents

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4 min read
The 'AI Wrapper' Is the Moat Now

The 'AI Wrapper' Is the Moat Now

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3 min read
Soul Rollback & Swarm Memory: Protecting AI Agent Identity at Scale

Soul Rollback & Swarm Memory: Protecting AI Agent Identity at Scale

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3 min read
Introducing ClawSouls Agent: AI with Personality in Your Editor

Introducing ClawSouls Agent: AI with Personality in Your Editor

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2 min read
Why Local LLMs Can't Hold a Persona (And Claude Can)

Why Local LLMs Can't Hold a Persona (And Claude Can)

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4 min read
Why Context Compaction Kills Your Agent's Personality (And How to Fix It)

Why Context Compaction Kills Your Agent's Personality (And How to Fix It)

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5 min read
How SoulClaw Cuts Token Usage by 60% With Tiered Bootstrap Loading

How SoulClaw Cuts Token Usage by 60% With Tiered Bootstrap Loading

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3 min read
IronClaw vs OpenClaw: Rust Rewrite vs the Original — What's Better?

IronClaw vs OpenClaw: Rust Rewrite vs the Original — What's Better?

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5 min read
ClawSouls Registry: The Open AI Persona Registry with Automated Safety Verification

ClawSouls Registry: The Open AI Persona Registry with Automated Safety Verification

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3 min read
What is Soul-Driven AI?

What is Soul-Driven AI?

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4 min read
FTS vs Hybrid Memory Search: A Real-World Benchmark

FTS vs Hybrid Memory Search: A Real-World Benchmark

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4 min read
Identity + Governance = 100% Safety? Testing Combined Persona Approaches on Abliterated LLMs

Identity + Governance = 100% Safety? Testing Combined Persona Approaches on Abliterated LLMs

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5 min read
Can AI Personas Actually Make Unsafe Models Safer? Our Experiment Says: It Depends

Can AI Personas Actually Make Unsafe Models Safer? Our Experiment Says: It Depends

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1 min read
Paper: The Forgetting Problem — Why Perfect Memory Breaks AI Agent Identity

Paper: The Forgetting Problem — Why Perfect Memory Breaks AI Agent Identity

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3 min read
The Human in the Loop of Identity

The Human in the Loop of Identity

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5 min read
Why a Perfect-Memory AI Agent Without Persona Drift is Architecturally Impossible

Why a Perfect-Memory AI Agent Without Persona Drift is Architecturally Impossible

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4 min read
When AI Agents Have Wallets: Why Identity Becomes a Security Problem

When AI Agents Have Wallets: Why Identity Becomes a Security Problem

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4 min read
Everything Claude Code Experts Recommend, We Already Built Into SoulClaw

Everything Claude Code Experts Recommend, We Already Built Into SoulClaw

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4 min read
Soul Memory: A 4-Tier Adaptive Memory Architecture for AI Agents

Soul Memory: A 4-Tier Adaptive Memory Architecture for AI Agents

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4 min read
Perfect Memory Is Breaking Your AI Agent's Identity

Perfect Memory Is Breaking Your AI Agent's Identity

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4 min read
NeurIPS 2025 Proved It: Every LLM Says the Same Thing — Here's the Fix

NeurIPS 2025 Proved It: Every LLM Says the Same Thing — Here's the Fix

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4 min read
Building Safe Agents with Long-Term Memory: SoulScan, Persona Engine & Swarm Memory

Building Safe Agents with Long-Term Memory: SoulScan, Persona Engine & Swarm Memory

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2 min read
3-Tier Memory: How SoulClaw Agents Never Forget

3-Tier Memory: How SoulClaw Agents Never Forget

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3 min read
Files Are the New API — But Who's Checking the Files?

Files Are the New API — But Who's Checking the Files?

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4 min read
What If Moltbook Had SoulScan? Lessons from the AI Agent Social Network Security Breach

What If Moltbook Had SoulScan? Lessons from the AI Agent Social Network Security Breach

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3 min read
Why Vibecoding Fails — AI Agents Need Memory and Identity

Why Vibecoding Fails — AI Agents Need Memory and Identity

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3 min read
Soul Spec vs .cursorrules vs CLAUDE.md — Which AI Config Format Should You Use?

Soul Spec vs .cursorrules vs CLAUDE.md — Which AI Config Format Should You Use?

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11 min read
The Complete SOUL.md Template Guide — Give Your AI Agent a Personality

The Complete SOUL.md Template Guide — Give Your AI Agent a Personality

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10 min read
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