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# Wiring Real Agents Into Halo: From Stub Orchestrator to a Working Multi-Agent Pentest Pipeline

# Wiring Real Agents Into Halo: From Stub Orchestrator to a Working Multi-Agent Pentest Pipeline

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Comments 2
2 min read
My First Week on DEV — Badges, Game Jams, and Way More Than I Expected

Side quests into Pride trivia and AI tools

My First Week on DEV — Badges, Game Jams, and Way More Than I Expected

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Comments 52
3 min read
The Metrics Trap: Why "Time Saved" is a Terrible Way to Measure AI ROI

The Metrics Trap: Why "Time Saved" is a Terrible Way to Measure AI ROI

Comments 1
2 min read
Modern AI Landscape - My Understanding

Modern AI Landscape - My Understanding

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Comments
1 min read
How I Cut My AI API Costs by 70% Without Sacrificing Quality

How I Cut My AI API Costs by 70% Without Sacrificing Quality

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Comments 1
5 min read
AI and the Developer: What I've Been Thinking, Between Opportunity and Crisis

AI and the Developer: What I've Been Thinking, Between Opportunity and Crisis

1
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6 min read
Your Fate Has Nothing to Do with Hard Work: Social Mobility and the Macro Tragedy

Your Fate Has Nothing to Do with Hard Work: Social Mobility and the Macro Tragedy

Comments
5 min read
The Faster AI Gets, the Bigger the Gap It Creates for Non-Technical Users

The Faster AI Gets, the Bigger the Gap It Creates for Non-Technical Users

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Comments
4 min read
How to Utilize AI (Not Just Use It): The AI Utilization Guide

How to Utilize AI (Not Just Use It): The AI Utilization Guide

Comments
23 min read
Building Metric-Mint: Reversing the Attention Economy with Manifest V3 and Local ONNX

Building Metric-Mint: Reversing the Attention Economy with Manifest V3 and Local ONNX

Comments
2 min read
Website feedback needed

Website feedback needed

Comments
2 min read
Your AI Doesn't Have Amnesia — It Has a Storage Problem

Your AI Doesn't Have Amnesia — It Has a Storage Problem

1
Comments
3 min read
Building a Local-First Autonomous Agent from Scratch (LangGraph & Ollama)

Building a Local-First Autonomous Agent from Scratch (LangGraph & Ollama)

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Comments
8 min read
Construire un Agent Autonome Local de zéro (LangGraph & Ollama)

Construire un Agent Autonome Local de zéro (LangGraph & Ollama)

Comments
10 min read
The NetSapiens inter-domain calling quirk that keeps showing up

The NetSapiens inter-domain calling quirk that keeps showing up

1
Comments
2 min read
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