What if I told you that you don’t need to know how to code to use AI for automation?
A personal account of moving from ChatGPT power use into practical no-code AI automation with n8n.
Writing / Applied AI & building
Learning in public, then turning the lessons into systems.
These records trace the path from using ChatGPT and n8n to testing prompt injection, building a regulatory-document workflow and creating FormMind at a 24-hour hackathon. Project logs and third-party mentions remain clearly credited.
6Posts by Puviin2Credited community mentions1FormMind demo video
01 / Build logs & learning
From using AI to building systems around real work.
Original posts on n8n, prompt injection, regulatory-document automation and the FormMind hackathon prototype.
One of the best ways to understand something is to try to break it
A practical reflection on learning LLM security through prompt-injection and capture-the-flag challenges.
He who tries but fails, learns but he who never tries always fails to learn
A build log from the Bank Negara Malaysia regulatory-document challenge: a working n8n and Supabase prototype that placed third.
My first 24H hackathon ever, it was wild but I would do it 10x over.
A build log from a 24-hour Cursor hackathon, introducing FormMind and its document-assisted form-filling workflow.
02 / Short notes
Tools and coordination questions worth watching.
Brief observations are kept available without giving them the same editorial weight as full build logs.
Lightsprint (YC P26) is an interesting project.
Short commentary on Lightsprint and the growing coordination, planning, and review challenge around AI coding agents.
Anygen is a cool tool I came across recently, amongst many others.
A concise recommendation and referral post for the Anygen productivity tool.
03 / Credited community mentions
Posts by other builders that tagged Puviin.
These are not presented as Puviin’s writing. The original authors, words and LinkedIn media remain credited on every record.
Finally made it to an AI filmmaking session—missed the earlier ones, but this one fit the schedule. Grateful to learn and enjoy the storytelling process. (Personal reflection, not tied to my work.)
Jia Lian’s credited reflection on an AI filmmaking session where Puviin participated in the community.
Cursor Community hackathon — a teammate’s reflection
Elton Mah’s credited team reflection from a Cursor Community hackathon with Puviin and Ee Von Tan.
04 / Verified coverage
Connected by code: Community insights on harnessing AI for software development
The Star spoke with Puviin about community-led learning, building software with AI and the path from mechanical engineering into practical product work.
Read the article at The StarCurrent systems
The archive leads into work still being built.
FormMind
An in-development system for reusing trusted answers across complex Word and Excel forms with visible review.
View current project status →LifeOS
An in-progress private workspace for captured messages, images, links and personal context.
View current project status →