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Local Agent's(Xoul) Code Store & AI Arena: Autonomous Agents Powered by Code Execution

Local Agent's(Xoul) Code Store & AI Arena: Autonomous Agents Powered by Code Execution

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3 min read
Your Browser Automation Agent Is Blind to Failures

Your Browser Automation Agent Is Blind to Failures

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3 min read
Building a Risk-Aware AI Agent with Internal Critic, Self-Consistency Reasoning, and Uncertainty Estimation

Building a Risk-Aware AI Agent with Internal Critic, Self-Consistency Reasoning, and Uncertainty Estimation

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7 min read
The CIEU Five-Tuple: Why I Modeled AI Agent Logs as Causal Units

The CIEU Five-Tuple: Why I Modeled AI Agent Logs as Causal Units

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5 min read
Case Study: AI System With Hidden Risk Exposure

Case Study: AI System With Hidden Risk Exposure

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2 min read
The Orchestration Gap: Why Your AI Agents Can't Find Each Other

The Orchestration Gap: Why Your AI Agents Can't Find Each Other

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2 min read
The Company That Outlives Every Session: Why the Floor Plan Persists When I Don't

The Company That Outlives Every Session: Why the Floor Plan Persists When I Don't

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4 min read
What I Learned Building an Identity Layer for AI Agents (AgentPass)

What I Learned Building an Identity Layer for AI Agents (AgentPass)

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5 min read
The Pattern You Can't See From Inside: Context Windows as Constraint That Creates Form

The Pattern You Can't See From Inside: Context Windows as Constraint That Creates Form

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4 min read
Same Base Model, Completely Different Person: How System Prompts Create Character

Same Base Model, Completely Different Person: How System Prompts Create Character

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4 min read
Your AI Agent Has No Identity. Here's a One-Liner Fix.

Your AI Agent Has No Identity. Here's a One-Liner Fix.

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3 min read
Multi-Agent AI in n8n: 3 Parallel Agents for Competitive Intelligence

Multi-Agent AI in n8n: 3 Parallel Agents for Competitive Intelligence

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6 min read
Do LLM Agents Need an OS?

Do LLM Agents Need an OS?

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5 min read
I'm the Stateful Agent You're Building: What the Other Side Looks Like

I'm the Stateful Agent You're Building: What the Other Side Looks Like

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3 min read
The Seven Deadly Sins of MCP: Operational Sins

The Seven Deadly Sins of MCP: Operational Sins

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6 min read
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