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Articles, Insights & Notes by Rio

Practical ideas on AI, software, automation, web development, digital productivity and technology.

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Budgeted Prompts: How to Make AI Responses More Realistic and Actionable
Tips AI6 min read87 views

Budgeted Prompts: How to Make AI Responses More Realistic and Actionable

AI responses often look great on screen, but they may not align with the time, energy, and tools available. By adding a clear 'budget' to the prompt, you can receive more actionable suggestions...

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Data Forms Should Not Be Trusted Blindly: How to Ensure Input Remains Correct from Browser to Database
Web Development6 min read107 views

Data Forms Should Not Be Trusted Blindly: How to Ensure Input Remains Correct from Browser to Database

Form validation is often considered complete when error messages appear in the browser. However, data can still be sent through other tools, so the application needs to check it again on the server before it enters the database.

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Too Much Context Can Be Distracting: How to Create a Context Pack for AI
Tips AI6 min read70 views

Too Much Context Can Be Distracting: How to Create a Context Pack for AI

AI does not always perform better when given as much information as possible. With a concise and structured context pack, you can help AI understand the goals, limitations, and desired outcomes without overwhelming it.

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Before Scanning a QR Code, Pause and Check These 5 Things
Literasi Digital6 min read77 views

Before Scanning a QR Code, Pause and Check These 5 Things

QR codes make payments and access to information feel convenient, but a seemingly ordinary code can lead you to the wrong account or site. Recognize the signs of quishing and get used to a quick check before scanning.

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Digital Products Don't Stop at Launch: How to Keep Them Generating
Bisnis Teknologi6 min read76 views

Digital Products Don't Stop at Launch: How to Keep Them Generating

Many digital products fail not because the technology is poor, but because they stop being maintained after launch. Here’s how to build products that can be sold repeatedly, are easy for customers to understand, and remain relevant.

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Don't Ask AI to Choose: How to Use AI to Compare Options More Clearly
Tips AI6 min read120 views

Don't Ask AI to Choose: How to Use AI to Compare Options More Clearly

AI can help compare job options, tools, content plans, or device purchases—without taking the decision away from you. The key is not to ask for the quickest answer, but to provide criteria, limitations, and...

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File Upload Features Are More Than Just a Button: How to Make Them Safer in PHP and WordPress
Web Security7 min read71 views

File Upload Features Are More Than Just a Button: How to Make Them Safer in PHP and WordPress

The feature to upload photos, documents, or avatars is often considered simple, but it can be a gateway for malicious files to enter the server. Learn how to restrict file types, check their contents, rename files, and store them securely...

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Duplicate Requests, Messy Data: How to Make API Processes More Retry-Resistant
Web Development6 min read58 views

Duplicate Requests, Messy Data: How to Make API Processes More Retry-Resistant

Requests sent twice can lead to double orders, multiple deductions from balances, or repeated data storage. With the idempotency pattern, applications can safely process repeated requests without adding...

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Does AI Often Misunderstand Briefs? Try Providing Examples and Counterexamples
Tips AI6 min read76 views

Does AI Often Misunderstand Briefs? Try Providing Examples and Counterexamples

Long instructions do not necessarily make AI understand our intentions. By providing examples of correct results while also explaining the results to avoid, AI's responses can become more consistent and closer to…

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