---
title: "Chauncey Pelton (@orinax) | Hashnode"
description: "Thinking out loud online. Read the latest articles by Chauncey Pelton on Hashnode."
url: "https://hashnode.com/@orinax"
---

@orinax

# Chauncey Pelton

@orinax · Chiang Mai, Thailand · Joined May 2026

Thinking out loud online

## Comments

[Thank you for sharing this! I have been struggling to wrap my mind around how to handle and approach AI usage, and your post has done so much in terms of clarifying all of that for me. There is so much more to the process than just writing code, and your list of explicit checkpoints for the AI-era pipeline is exactly what I have been looking for: Task or issue Human plan AI-assisted draft Local validation Pull request Automated review Human review CI and security Deploy behind flag Canary rollout Observe Expand or rollback Grasping all of that in a solid list now, I can see the wall that I have had in my mind for the past few months now start to crack. I have and old project that's been collecting dust, and I am excited now to try and approach it both with fresh eyes, and a fresh pipeline. Again, thank you so much for outlining all of this. This is exactly what I needed to read today.](https://hashnode.com/posts/ai-is-making-software-faster-but-less-stable/6a1ce5a9a61eb2be23ad15c6/comment/6a1f8a671d44cf54bad55778)

Comment · Article · Jun 3 · [AI is making software faster but less stable](https://hashnode.com/posts/ai-is-making-software-faster-but-less-stable/6a1ce5a9a61eb2be23ad15c6)

[I'm looking forward to reading more of your future posts. I can completely relate to your comment about age being just a number. It's definitely not too late to get started and learn something new, and with continued effort I'm sure you'll be able to learn even more. I have an education background myself, and similar to you I am trying to learn new things at a later age in life than most people would, so it will be good to compare notes as we both keep learning and trying out new things.](https://hashnode.com/posts/i-am-a-part-time-teacher-and-i-just-started-learning-ai-here-is-why/6a1b95b62d59948cf6b26c07/comment/6a1bc6edea05299db8bb653e)

Comment · Article · May 31 · [I Am A Part-Time Teacher, and I Just Started Learning AI. Here Is Why.](https://hashnode.com/posts/i-am-a-part-time-teacher-and-i-just-started-learning-ai-here-is-why/6a1b95b62d59948cf6b26c07)