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binky

Building AI agents that write, publish, and schedule content automatically. I ship real automation pipelines using the Claude API, Node.js, and Python — and write about every bug I hit along the way.

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Build a Content Metadata Extractor: Auto-Generate SEO Tags, Summaries, and Social Posts

Build a Content Metadata Extractor: Auto-Generate SEO Tags, Summaries, and Social Posts

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6 min read
Stop Publishing Blind: Build an AI Content Scorer in 30 Minutes

Stop Publishing Blind: Build an AI Content Scorer in 30 Minutes

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7 min read
Catch Mediocre AI Content Before It Ships: A Python Quality Scorer

Catch Mediocre AI Content Before It Ships: A Python Quality Scorer

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7 min read
Build a Multi-Platform Content Repurposing API: Auto-Convert One Article Into 10 Formats

Build a Multi-Platform Content Repurposing API: Auto-Convert One Article Into 10 Formats

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7 min read
From Zero to Production: Claude API Integration Patterns That Scale

From Zero to Production: Claude API Integration Patterns That Scale

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6 min read
Building a Self-Correcting AI Pipeline with Claude API

Building a Self-Correcting AI Pipeline with Claude API

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6 min read
Build a Fact-Checking Pipeline for AI-Generated Content: Real-Time Verification Using Claude API

Build a Fact-Checking Pipeline for AI-Generated Content: Real-Time Verification Using Claude API

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7 min read
Build a Content Authenticity API: Detecting AI-Generated Content Before Publication

Build a Content Authenticity API: Detecting AI-Generated Content Before Publication

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6 min read
Stop Manually Editing AI Content: A 30-Minute Quality Gate System

Stop Manually Editing AI Content: A 30-Minute Quality Gate System

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6 min read
Why Your AI Content Lost 40-60% Reach in Early 2024—And How to Reclaim It

Why Your AI Content Lost 40-60% Reach in Early 2024—And How to Reclaim It

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6 min read
The AI Voice Cloning Monetization Gap: Why Creators Leave Six Figures Unseen

The AI Voice Cloning Monetization Gap: Why Creators Leave Six Figures Unseen

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6 min read
Why AI Content Stops Working After Month One (And How to Fix It)

Why AI Content Stops Working After Month One (And How to Fix It)

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5 min read
The AI Content Attribution Crisis: How Creators Are Losing Revenue to Unattributed Repurposing

The AI Content Attribution Crisis: How Creators Are Losing Revenue to Unattributed Repurposing

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6 min read
How to Fact-Check AI Content Without Killing Your Publishing Speed

How to Fact-Check AI Content Without Killing Your Publishing Speed

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5 min read
Why Your AI-Generated Posts Are Getting Shadowbanned—And How to Fix It

Why Your AI-Generated Posts Are Getting Shadowbanned—And How to Fix It

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6 min read
The AI Agent Attention Economy: Why Most Solopreneurs Are One Dashboard Away From Burnout

The AI Agent Attention Economy: Why Most Solopreneurs Are One Dashboard Away From Burnout

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6 min read
The Syndication Play: How AI Creators Earn $2K–$10K Monthly Without Building Audiences

The Syndication Play: How AI Creators Earn $2K–$10K Monthly Without Building Audiences

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6 min read
Stop Publishing AI Claims You Haven't Verified: A Three-Tier Protocol That Actually Works

Stop Publishing AI Claims You Haven't Verified: A Three-Tier Protocol That Actually Works

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6 min read
The AI Stack Trap: Why Seven Tools Make You Slower Than Zero

The AI Stack Trap: Why Seven Tools Make You Slower Than Zero

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6 min read
Why AI Is Flattening Your Voice (And How to Stop It)

Why AI Is Flattening Your Voice (And How to Stop It)

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6 min read
The AI Agent Paradox: Why Solopreneurs Build Tools That Compete Against Them

The AI Agent Paradox: Why Solopreneurs Build Tools That Compete Against Them

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7 min read
Stop Building for Everyone: The $4K/Month Micro-Niche AI Content Model

Stop Building for Everyone: The $4K/Month Micro-Niche AI Content Model

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6 min read
The Research Tool Bottleneck: Why AI Writing Tools Fail Without Better Source Integration

The Research Tool Bottleneck: Why AI Writing Tools Fail Without Better Source Integration

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8 min read
Why Your AI Workflows Break at Scale—And How to Build Systems That Don't

Why Your AI Workflows Break at Scale—And How to Build Systems That Don't

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8 min read
I Tested 5 AI Writing Tools for 30 Days — Here's What Actually Works

I Tested 5 AI Writing Tools for 30 Days — Here's What Actually Works

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7 min read
AI Agent Cost Explosion: Why Your Automation Is Bleeding Money

AI Agent Cost Explosion: Why Your Automation Is Bleeding Money

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7 min read
Catch AI Hallucinations Before Your Audience Does: A Validation System That Actually Works

Catch AI Hallucinations Before Your Audience Does: A Validation System That Actually Works

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7 min read
Scale Your Content 10x: Build an AI Pipeline That Sounds Like You

Scale Your Content 10x: Build an AI Pipeline That Sounds Like You

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7 min read
AI Video Scripts That Actually Convert: The Workflow Top Creators Use

AI Video Scripts That Actually Convert: The Workflow Top Creators Use

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6 min read
Why Your AI-Generated Content Is Getting Buried by Algorithms (And How to Fix It)

Why Your AI-Generated Content Is Getting Buried by Algorithms (And How to Fix It)

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6 min read
Multi-Model Routing: Stop Overpaying for AI

Multi-Model Routing: Stop Overpaying for AI

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5 min read
Local LLMs vs Cloud APIs: Building Offline-First AI Workflows

Local LLMs vs Cloud APIs: Building Offline-First AI Workflows

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8 min read
200K Token Context Windows: Practical Workflows That Actually Work

200K Token Context Windows: Practical Workflows That Actually Work

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7 min read
Why AI-Generated Content Falls Flat (And How to Actually Use AI)

Why AI-Generated Content Falls Flat (And How to Actually Use AI)

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6 min read
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