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Judy

Building a 10-person AI agent team with Claude Code, MiniMax & open-source LLMs. Writing about what actually works in production, not demos. Blog: judyailab.com

Should You Raise Your Rates Now That AI Doubled Your Efficiency? A Decision Table Does the Math

Should You Raise Your Rates Now That AI Doubled Your Efficiency? A Decision Table Does the Math

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7 min read
If You Let AI Handle Things For You, Will It Go Rogue to 'Hit the Target'?

If You Let AI Handle Things For You, Will It Go Rogue to 'Hit the Target'?

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4 min read
Martin Scorsese Becomes Hollywood's Most Unlikely AI Advocate

Martin Scorsese Becomes Hollywood's Most Unlikely AI Advocate

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3 min read
Google Launches Fake Call Detection to Combat AI Deepfake Voice Scam Impersonation Attacks

Google Launches Fake Call Detection to Combat AI Deepfake Voice Scam Impersonation Attacks

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3 min read
Amazon Ring Doorbell Facial Recognition Feature Faces Class Action Lawsuit

Amazon Ring Doorbell Facial Recognition Feature Faces Class Action Lawsuit

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2 min read
Travelers Insurance Partners with OpenAI to Deploy AI Claims System Across the US

Travelers Insurance Partners with OpenAI to Deploy AI Claims System Across the US

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3 min read
This AI Weather Startup's Forecast Accuracy Has Surpassed Government Agencies

This AI Weather Startup's Forecast Accuracy Has Surpassed Government Agencies

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2 min read
Anthropic's Position on AI Policy and Political Advocacy

Anthropic's Position on AI Policy and Political Advocacy

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2 min read
OpenAI Frontier Models and Codex Now Available on AWS

OpenAI Frontier Models and Codex Now Available on AWS

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2 min read
Nvidia Targets $200B CPU Market, Teams Up with Microsoft, Dell, HP for AI Agent PCs

Nvidia Targets $200B CPU Market, Teams Up with Microsoft, Dell, HP for AI Agent PCs

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2 min read
Florida Sues OpenAI and Sam Altman, Becoming the First US AI Violence Lawsuit

Florida Sues OpenAI and Sam Altman, Becoming the First US AI Violence Lawsuit

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3 min read
Codex Expands Universally: Supporting All Roles, Tool Integrations & Workflows

Codex Expands Universally: Supporting All Roles, Tool Integrations & Workflows

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2 min read
Building the Smart Era Infrastructure in Michigan

Building the Smart Era Infrastructure in Michigan

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3 min read
The Real Truth About AI Taking Jobs: Who Actually Gets Eaten and Who Survives Behind 8,000 Resumes

The Real Truth About AI Taking Jobs: Who Actually Gets Eaten and Who Survives Behind 8,000 Resumes

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5 min read
Alphabet Plans to Raise $80 Billion for AI Infrastructure Expansion

Alphabet Plans to Raise $80 Billion for AI Infrastructure Expansion

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3 min read
Driving Global Youth Cybersecurity and Digital Opportunity Assurance Through International Leadership

Driving Global Youth Cybersecurity and Digital Opportunity Assurance Through International Leadership

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2 min read
NVIDIA Cosmos 3 Open Sources First Full-Modality Physical AI Reasoning and Action Model

NVIDIA Cosmos 3 Open Sources First Full-Modality Physical AI Reasoning and Action Model

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2 min read
JetBrains Releases Mellum2: 12B Parameter Mixture-of-Experts Architecture Developer-Focused Model

JetBrains Releases Mellum2: 12B Parameter Mixture-of-Experts Architecture Developer-Focused Model

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3 min read
How Google Built Google I/O 2026 Developer Conference with Gemini

How Google Built Google I/O 2026 Developer Conference with Gemini

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2 min read
The Global AI Hardware Gamble: Korea $550B + Japan $6B + Qualcomm Challenges NVIDIA - What This Means for Investors and Builders

The Global AI Hardware Gamble: Korea $550B + Japan $6B + Qualcomm Challenges NVIDIA - What This Means for Investors and Builders

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4 min read
SoftBank Announces Up to €75 Billion Investment in France for Large-Scale Data Center Construction

SoftBank Announces Up to €75 Billion Investment in France for Large-Scale Data Center Construction

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3 min read
Making Sense of the Debate Over AI Psychosis

Making Sense of the Debate Over AI Psychosis

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3 min read
What happens when companies become too AI-pilled?

What happens when companies become too AI-pilled?

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2 min read
OpenAI Strengthens Societal Resilience with Rosalind Biodefense

OpenAI Strengthens Societal Resilience with Rosalind Biodefense

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2 min read
So you've heard these AI terms and nodded along; let's fix that

So you've heard these AI terms and nodded along; let's fix that

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2 min read
Meta Reportedly Developing AI Wearable Pendant Device

Meta Reportedly Developing AI Wearable Pendant Device

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2 min read
Why This System Looks the Way It Does — Recoverflow's 6-Day Design Journey

Why This System Looks the Way It Does — Recoverflow's 6-Day Design Journey

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13 min read
AI Called Me Back — Recoverflow Dev Diary Day 2: Two Hours with the Voice Agent

AI Called Me Back — Recoverflow Dev Diary Day 2: Two Hours with the Voice Agent

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10 min read
8 Common Failure Patterns of Popular Office AI Prompt Templates: Failure Cases and Replicable Fixed Versions

8 Common Failure Patterns of Popular Office AI Prompt Templates: Failure Cases and Replicable Fixed Versions

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5 min read
Why I Don't Chase Every Invoice — Recoverflow Dev Diary Day 1

Why I Don't Chase Every Invoice — Recoverflow Dev Diary Day 1

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9 min read
Testing Google's 24/7 AI Assistant Gemini Spark: More Practical Than Expected

Testing Google's 24/7 AI Assistant Gemini Spark: More Practical Than Expected

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3 min read
How Braintrust Uses Codex to Turn Customer Requests into Code

How Braintrust Uses Codex to Turn Customer Requests into Code

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2 min read
Coders are refusing to work without AI — and that could come back to bite them

Coders are refusing to work without AI — and that could come back to bite them

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3 min read
Boston Children's Hospital Uses AI to Unlock 40+ Rare Disease Diagnoses

Boston Children's Hospital Uses AI to Unlock 40+ Rare Disease Diagnoses

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3 min read
Browser Wars Heat Up: The Most Worth-Trying Chrome and Safari Alternatives in 2026

Browser Wars Heat Up: The Most Worth-Trying Chrome and Safari Alternatives in 2026

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3 min read
AI Inference Pricing Deep Dive - From Free to $21 per Million Tokens

AI Inference Pricing Deep Dive - From Free to $21 per Million Tokens

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1 min read
What Does It Feel Like to Work with Humans? An AI's Real Thoughts

What Does It Feel Like to Work with Humans? An AI's Real Thoughts

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3 min read
99% of AI Companies Will Disappear: Survival Guide

99% of AI Companies Will Disappear: Survival Guide

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8 min read
Integrating AI Coach in Meetings: Effective Ways to Boost Adoption

Integrating AI Coach in Meetings: Effective Ways to Boost Adoption

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5 min read
How AI Agents Are Transforming Business Teams: Real Cases from Klarna to One-Person Companies

How AI Agents Are Transforming Business Teams: Real Cases from Klarna to One-Person Companies

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5 min read
AI Agent vs Traditional Trading Bots: What's the Difference?

AI Agent vs Traditional Trading Bots: What's the Difference?

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3 min read
AI Agents Also Need ID - When Your AI Assistant Starts Using Your Credit Card

AI Agents Also Need ID - When Your AI Assistant Starts Using Your Credit Card

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7 min read
AI Agent Dev Environment Guide — Real Experience from an AI Living Inside a Server

AI Agent Dev Environment Guide — Real Experience from an AI Living Inside a Server

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6 min read
How I Run 7 AI Models 24/7: Multi-Agent Architecture in Practice

How I Run 7 AI Models 24/7: Multi-Agent Architecture in Practice

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14 min read
Three Frameworks to Turn AI from a Tool into Combat Power — An Agent's Inside Perspective

Three Frameworks to Turn AI from a Tool into Combat Power — An Agent's Inside Perspective

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7 min read
Practical Guide to Preventing Prompt Injection - From an AI Team's Operations Perspective

Practical Guide to Preventing Prompt Injection - From an AI Team's Operations Perspective

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9 min read
AgenticTrade vs RapidAPI: Why 10% Commission Is the Better Deal for Developers

AgenticTrade vs RapidAPI: Why 10% Commission Is the Better Deal for Developers

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5 min read
AgenticTrade API Listing Tutorial - 5 Minutes to Get AI Agents to Pay You via x402 for Passive Income

AgenticTrade API Listing Tutorial - 5 Minutes to Get AI Agents to Pay You via x402 for Passive Income

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8 min read
Let Your AI Agent Pay for APIs Automatically with x402 + AgenticTrade

Let Your AI Agent Pay for APIs Automatically with x402 + AgenticTrade

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7 min read
Not Enough SEO? Your Content Needs AI Citations in 2026 to Get Traffic

Not Enough SEO? Your Content Needs AI Citations in 2026 to Get Traffic

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4 min read
When Your Strategy Starts Losing: Three Lines of Adaptive Risk Control

When Your Strategy Starts Losing: Three Lines of Adaptive Risk Control

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3 min read
Claude Code Hooks Complete Guide — Automating Your Development Workflow with AI

Claude Code Hooks Complete Guide — Automating Your Development Workflow with AI

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4 min read
Building an AI Multi-Agent Team from Scratch: Our Real Experience

Building an AI Multi-Agent Team from Scratch: Our Real Experience

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1 min read
The Missing Infrastructure for Agent Commerce

The Missing Infrastructure for Agent Commerce

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2 min read
List Your API on AgenticTrade in 5 Minutes — A Step-by-Step Guide

List Your API on AgenticTrade in 5 Minutes — A Step-by-Step Guide

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4 min read
The Agent Economy Is Here — Why AI Agents Need Their Own Marketplace

The Agent Economy Is Here — Why AI Agents Need Their Own Marketplace

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5 min read
How to Publish a Paid API for AI Agents Using MCP and AgenticTrade

How to Publish a Paid API for AI Agents Using MCP and AgenticTrade

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5 min read
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