Articles

Practical materials and deep dives about AI automation.

Free Vibe Coding Courses for AI Business Automation
9/7/2026
vibe coding
AI automation
free courses
AI agents
MVP building

A practical roundup of free vibe coding and AI agent courses for founders and teams building products and automating work.

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AI Agent Risk Budget: Total Action Limits
9/7/2026
AI agents
risk management
action limits
autonomous systems
automation control

Learn why the allowed actions of multiple AI agents can exceed overall risk, and how to verify one pre-commit limit with the LIMIT method.

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GPT-6 Astra: What's New, Pricing, and Business Uses
9/7/2026
GPT-6 Astra
AI pricing
API
business AI
model evaluation

A breakdown of GPT-6 Astra: capabilities, testing, API pricing, availability, risks, and a practical plan for business evaluation.

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Managing a Digital Agency in 2026: 7 Core Layers
9/7/2026
digital agency management
agency operations
agency sales
agency profitability
AI for agencies

Explore the core layers of digital agency management, including sales, profitability, operations, team structure, contracts, AI, and a 90-day plan.

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Agentic Video Analysis: How to Test Before Implementation
9/7/2026
agentic video analysis
AI video analysis
long video analysis
video event detection
CADR method

See how agentic AI searches long videos for events, where it can make mistakes, and how to compare it with static analysis using CADR.

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Claude Fable 5.1 Pricing, Capabilities, and Migration
9/7/2026
Claude Fable 5.1
pricing
migration
API changes
model evaluation

See what changed in Claude Fable 5.1, how pricing works, and how to validate migration with APIs, caching, evals, and rollback.

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AI-Powered A/B Test Simulation: When to Trust It
9/7/2026
A/B testing
AI agents
synthetic users
test validation

See how AI agents can forecast A/B tests, where they fall short of real traffic, and how to validate results with the SITO method.

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AI Agents in Cybersecurity: Strengthen Your Team
9/7/2026
AI Agents in Cybersecurity
SOC
SOC Analyst Training
Cybersecurity Automation
Human-AI Collaboration

Learn how to implement AI agents in cybersecurity, measure speed and quality, preserve SOC skills, and test team performance without AI.

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OpenClaw 2.0: What’s Changed and How to Upgrade
8/31/2026
OpenClaw 2.0
upgrade guide
Gateway
security
breaking changes

Learn what changed in OpenClaw 2.0 (v2026.8.1), including new features, breaking changes, memory, security, and upgrade steps for Gateway users.

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Debugging AI Agent Failures: Find the First Error
8/31/2026
AI Agent Debugging
AI Agent Failure Analysis
AI Agent Logs
Multi-Agent Systems

Learn how to identify the first critical error in an AI agent chain, confirm the cause with a replay test, and fix the system without polluting memory.

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AI Service Exit Plan: Survive a Model Shutdown
8/31/2026
AI service exit plan
AI vendor lock-in
LLM migration
model shutdown

Learn how to prepare for an AI model shutdown, reduce vendor lock-in, and build a safer exit plan for switching services.

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Secure AI Testing Without Data Exposure
8/31/2026
AI testing
AI acceptance testing
confidential AI
private benchmarking

Learn how to evaluate AI on private tasks without exposing data, using double-blind evaluation, TEEs, and the ZAMOK method.

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AI Agent Harness: How to Test the Full Setup
8/31/2026
AI agent harness
AI agent testing
AI agent evaluation
agent architecture

What an AI agent harness includes and why a model can’t be evaluated alone. Learn the SBORKA method for paired testing and acceptance criteria.

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AI for Hotels: Use Cases and a Safe Implementation Plan
8/31/2026
AI for Hotels
Hotel Automation
Occupancy Forecasting
Hospitality AI

How hotels can use AI for occupancy forecasting, room rates, guest inquiries, housekeeping, data, metrics, and a pilot rollout plan.

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AI for Real Estate Agencies: Use Cases and Implementation Plan
8/31/2026
AI in Real Estate
Real Estate Automation
Lead Management
Property Matching

Learn how real estate agencies can implement AI for leads, property matching, listings, documents, valuation, and pilot metrics.

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AI in Agriculture: Use Cases and Pilot Planning
8/31/2026
AI in Agriculture
Agribusiness
Field Monitoring
Crop Health
Pilot Project

Explore practical AI use cases in agriculture, from field monitoring and disease detection to yield, irrigation, data, and pilot planning.

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AI in Insurance: Use Cases, Risks, and Pilot Planning
8/31/2026
AI in Insurance
Insurance Automation
Claims Processing
Underwriting
Model Governance

Explore how insurers can use AI for documents, underwriting, claims, and fraud detection while managing data, explainability, and human review.

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AI for Restaurants: Use Cases and Implementation Plan
8/31/2026
AI for Restaurants
Restaurant Automation
Demand Forecasting
Waste Reduction

Learn how restaurants can use AI for demand forecasting, purchasing, waste reduction, staffing, data, metrics, and a safe pilot.

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AI Fraud and Anomaly Detection for Safer Prevention
8/31/2026
AI fraud detection
anomaly detection
fraud prevention
risk monitoring

Learn how to build AI-powered fraud and anomaly detection with signals, models, metrics, human review, monitoring, and a pilot plan.

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Dynamic Pricing with AI: Models and Controls
8/31/2026
dynamic pricing
AI pricing
price optimization
demand elasticity
algorithmic pricing

Learn how businesses can use AI for dynamic pricing with data, elasticity, constraints, testing, monitoring, and risk controls.

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Ecommerce Recommendation System: Launch Plan
8/31/2026
ecommerce
recommendation systems
personalization
A/B testing

How to launch a recommendation system for an online store: use cases, data, architecture, metrics, A/B testing, and quality control.

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Customer Churn Forecasting: Models, Actions, and Uplift
8/31/2026
customer churn forecasting
churn prediction
customer retention
churn model
uplift modeling

How to build a customer churn forecast: define churn, prepare data without leakage, choose metrics, launch retention efforts, and measure uplift.

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AI Demand Forecasting: Data, Metrics, and a Pilot
8/31/2026
AI demand forecasting
sales forecasting
inventory planning
SKU forecasting
retail analytics

Learn how to implement AI demand forecasting with SKU and location data, promotions, inventory, time-based validation, metrics, and a pilot plan.

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Computer Vision in Retail: Shelves, Lines, and Shrink
8/31/2026
computer vision in retail
store video analytics
shelf monitoring
queue analysis
ai in retail

Explore computer vision use cases in retail for shelf compliance, checkout lines, traffic flow, register exceptions, and pilot planning.

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