The 2026 guide · practical AI · every level

Anyone can build with AI

Understand how LLMs work, then put them to work on your own use case — whatever your level. Everything here tested firsthand.

This is not a link dump, and it is not only for engineers. Everything here is something I have read, run, or shipped myself — written so a developer, a product manager, and a first-time builder can each find the version pitched at their level. The end goal is simple: AI for everyone.

That includes doing it directly — I've long helped NGO friends with small projects, and I build AI systems for non-profits free. For non-profits

The blog

What I run into building AI systems day to day — the decisions, the dead ends, and the reasoning behind them.

Tooling worth your time

A short list, not a directory. Every tool here is one I have actually used, and the entry says what it was good for and where it got in the way.

Builds

Whole projects, end to end, with the architecture calls and the repo — not screenshots of someone else’s demo.

Starter kits

Clone-and-go starter kits with the boring parts already decided, so your time goes into the part that is yours.

More on what this site is — and what it isn't — about SaikoDev

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Featured tools

An editorial pick, not a ranking — compiled from vendor documentation and pricing pages, not tested hands-on

Cline

Free

A free open-source agent inside VS Code that edits files and runs commands, asking your permission before each step.

Aider

Free

A free terminal tool that edits your code with the model you choose, turning every change into a git commit you can review or undo.

Base44

from $20/month

Describe an app and get the interface, database, login and hosting. Free gives 25 message credits a month and up to five apps.

Lovable

from $25/month

Describe a web app and get a React and Supabase build. Pro is $25 a month; the free plan's allowance is not published.

Dify

from $590/year

Build chatbots and agent workflows over your own documents. The free Sandbox gives 200 message credits, five apps and 50 knowledge documents.

Ollama

from $20/month

The default way to run models locally, driven from a terminal. Free and unlimited on your own hardware; the 2026 cloud tier is separate.

New posts as I write them

Write-ups, tooling, and starters you can clone — practical AI at every level.