KeyCodes
A raw build-in-public journal that turned its own tutorial-hell struggles into an interactive roadmap from beginner to senior fullstack AI engineer.
๐๐ฆ ๐๐๐ก๐ก๐๐ ๐๐๐๐๐๐ ๐๐ ๐กโ๐ ๐๐๐ก๐๐๐๐๐ก ๐ฑ๐ผ๐ฐ๐๐บ๐ฒ๐ป๐๐ถ๐ป๐ด the raw journey through tech, AI, business and marketing, ideas, social change, and everything Iโm figuring out along the way. say hi: https://t.me/KeyCoodes_chat
KeyCodes covers software, AI and marketing, and since an August 2026 relaunch it has promised tips, opportunities and daily journals of "just the real process". The standout is a self-built interactive roadmap from complete beginner to senior fullstack AI engineer, which picked up feedback-driven updates two days after launch. Around it, the feed mixes invites to 3-hour study-and-build blocks, calls for opportunities like timbuktoo's AI innovation programme, and tough-love posts about not quitting when code gets hard.
- Its favorite word is "build".
- The channel has posted every week for 17 weeks straight.
- It averages 27.2 posts a week lately.
The journey.
- Dec 2025 โ Feb 2026
- Aug 2026
- Aug โ Sep 2026
The roadmap drop
On August 30 the channel shipped an interactive roadmap from complete beginner to senior fullstack AI engineer, with topics that unlock milestone by milestone and GitHub login for saved progress. Two days later, reader feedback brought skip-phases, dark mode and next/prev buttons.
Sources#252#262#271 - Sep โ Oct 2026
Lessons, leads and C#
Through September and October the feed leaned into explainers like the anatomy of a fullstack applied AI engineer, tough-love posts on not quitting coding, and leads like timbuktoo's AI innovation programme. By late October it was also logging its first hours with C#, which JavaScript and Python had not prepared it for.
Sources#340#374#464#585
Their projects.
- Fullstack AI Engineering Roadmap
An interactive, step-by-step roadmap taking learners from complete beginner to senior fullstack AI engineer across 7 phases, with projects at each.
Launched2 postsAug 2026 โ Sep 2026โ - AI Tax Audit Agent
An AI agent for tax audits, built while learning n8n.
Building1 postsFeb 2026โ
Start here.
- 01
The launch post for the interactive beginner-to-senior fullstack AI engineer roadmap.
I used to build roadmaps for myself, rush through them, might skip the fundamentals, and end up lost in TUTORIAL HELL. Too many resources without structure act...
Aug 30, 20267.5K views - 02
The roadmap growing from reader feedback: skip phases, dark mode, next/prev buttons.
A few updates dropped based on your feedback: SKIP PHASES โค Already know the basics? Test yourself and jump straight to Backend or ML. DARK MODE โค System-aware...
Sep 1, 2026155 views - 03
A clear breakdown of what a fullstack applied AI engineer actually does.
THE ANATOMY OF A FULLSTACK APPLIED AI ENGINEER โ They don't train foundation AI models from scratch. โ They build real-world products around (on top of) them....
Sep 8, 2026203 views - 04
A reality check for anyone thinking about quitting coding.
A reality check on quitting coding๐ We usually donโt quit on good days we think abt quitting when weโre exhausted, frustrated, and stuck on a stupid fu**ing b...
Sep 13, 2026293 views - 05
Why business processes need to be formalized and digitized before AI can automate them.
the infrastructure point is true, but from what i've seen mapping workflows for local businesses, the bigger problem isn't even GPUs or cloud access. it's the...
Sep 25, 202689 views
In their own words.
Too many resources without structure actually KILLS your progress.
u can't scale a system that doesn't officially exist!!!
Fresh from the channel.
แฎแแฒแตแฐแแฒ แแแแ๐
Imma give a prize to whoever can tell me what television, radio, and computer are called in Amharic๐
broo started taking notes๐ญ
Good morningggg folks โthe sun rises every day without asking if u got ur life togetherโ๐ญ kinda rude when u think abt it
แจแฅแแแ แแตแฅ แแ แแฐแแฅแแต? แซแณแแแแฃ แญแแแ! @KennaMart @OrderKennaMart @KeyCoodes
แซแแแแฝแ แแ แฐแฃแ แฉ!