i'm a software engineer based in the philippines, driven by curiosity and whatever i find interesting. i learn fast with the caveat of goldfish memory (which i call my context lol) and i'm usually self-motivated that i forget to eat.
this is not like other portfolios. feel free to have a look around and explore what makes me, me.
drag empty cork to move around. drag notes to rearrange them. use +/− or pinch-wheel to zoom. click any note to open it.
i turned weeks of neuroscience papers into her memory system.
W
weave
weave gives long-running agents memory, state tracking, and retrieval that can be inspected.
current benchtypescriptagentsmemory
giving an ai agent a hippocampus
i watched a kdrama about a girl who forgets everything every morning and realized my AI agent has the same condition. so i built it a brain.
wfd · 2026-02-28T02:01:00 · 14 min
what keeps me going
someone else is on the other end.
x.com
follow me on X
from avery v3github.com
Mem0
from giving an ai agent a hippocampusarxiv.org
AI Meets Brain: Memory Systems from Cognitive Neuroscience to Autonomous Agents
from giving an ai agent a hippocampus
i'm less interested in whether it's good.
how does it work?
my focus has improved and i'm not sure why.
ideally when something is coming up, whether it's work related or it's just a personal project of mine i usually let it run at the end because i need pressure to perform things.
maywritten · 2026-06-10 · 3 min
a handdrawn chart titled day in a life showing focus changing through the daymy focus has improved and i'm not sure why.my.clevelandclinic.org
lamotrigine
from my focus has improved and i'm not sure why.
noiseshape
diffusion models
watching a photo develop.
do you want me to do that?
i built an AI agent with persistent memory. now i need to figure out if it's remembering the truth or just what i wanted to hear.
wfd · 2026-03-02T09:42:00 · 4 min
the usage of ai in daily work
AI makes me faster. It also might be making me dumber. I'm figuring out where the line is.
wfd · 2026-02-28T02:01:00 · 3 min
nytimes.com
AIinduced psychosis
from do you want me to do that?
A
atlas
atlas maps symbols, calls, tests, and history so developers and agents can ask structural questions about a repository.
current benchtypescriptsqlitemcp
Atlas: structural code-intelligence for LLM agents (an empirical evaluation)
2,239-trial benchmark across 8 OSS repos: Atlas beats a text-search baseline by +0.223 deterministic, +0.127 LLM-judge, at 42% fewer tokens.
wfd · 2026-04-19T18:00:00 · 17 min
O
orchestrator
orchestrator lets a local model read and control a live chromium page through the devtools protocol.
current benchtypescriptcdpagents
clerk is very slow
five certifications from a third world country
CKA, AWS SAA, Terraform Associate, CKAD, RHCSA with no degree. It's expensive as shit but I'm doing it anyway.
wfd · 2026-02-07T09:37:00 · 5 min
developer.hashicorp.com
$70.50
from five certifications from a third world countrycncf.io
CKAD
from five certifications from a third world countrynodeflair.com
₱65,000/mo
from five certifications from a third world countrytraining.linuxfoundation.org
$445
from five certifications from a third world countryedcom2.gov.ph
questionable at best
from five certifications from a third world countryen.wikiquote.org
Sun Tzu, The Art of War
from five certifications from a third world countrykodekloud.com
KodeKloud
from five certifications from a third world country
I live in the Philippines. The median software engineer salary here is around ₱65,000/mo and devops sits at about ₱80,000/mo. A single CKA exam costs $445 which is roughly ₱26,000 for one exam and one attempt.
Wtf??? That's expensive shit
₱90,800 on exams alone. Not counting study materials, Udemy subscriptions, lab environments, or the energy drinks I'll need to survive the review sessions. That's a disgusting amount of money in this economy.
why bother
I don't have a degree because I dropped out. School wasn't for me and I learned better on my own, which is ironic because now I'm paying for exams to prove I know things I taught myself. It's a compromise.
The education system here doesn't help either. It's way too reliant on degrees as a measure of competence and the quality of what you actually learn is questionable at best. You spend four years getting a diploma so you can apply for jobs that are underpaid regardless of how good you are. HR departments filter by education and job postings require "at least a bachelor's degree in a related field" for roles where the actual work is writing code and debugging why things don't work. The degree requirement just makes it harder for people who chose a different path.
I want to level up where I am right now and eventually have the option to work somewhere outside the Philippines. That's the real reason I'm doing this. Certs are one of the few things that translate across borders when you don't have a degree, and I need every edge I can get.
Certifications won't replace a degree in the eyes of every employer. They do prove that I can actually do the work right now though, and that matters more than what I studied in a classroom.
I've been running a homelab for a while now. Kubernetes clusters, CI/CD pipelines, monitoring stacks, the whole thing. I've debugged OOMKilled pods at 2am, written Helm charts that actually work, and set up infrastructure that handles real traffic. But none of that shows up on a resume in a way that gets past HR filters, so a certification is basically a third party vouching for me with a serial number attached. And...
"If you know the enemy and know yourself, you need not fear the result of a hundred battles."
— Sun Tzu, The Art of War
the roadmap
flowchart TD
A["CKA – Feb 2026"]
B["AWS SAA – Mar/Apr 2026"]
C["Terraform Associate – May/Jun 2026"]
D["CKAD – Jul/Aug 2026"]
E["RHCSA – Sep/Oct 2026"]
A --> B --> C --> D --> E
CKA first because Kubernetes is what I use daily and my homelab runs on it. I've already fought most of the battles the exam covers: etcd backups, network policies, RBAC, troubleshooting nodes that decide to stop being Ready for no apparent reason. The exam is a performance-based lab, which means my actual experience matters more than memorization.
After that, AWS SAA since I've used AWS before but never got the cert for it. Then Terraform because I already write it daily and just need to make it official. CKAD after that because it shares the Kubernetes domain with CKA but focuses on the app developer side. RHCSA last because it's the most expensive and I want four passes behind me first.
"Victorious warriors win first and then go to war, while defeated warriors go to war first and then seek to win."
— Sun Tzu, The Art of War
current status
Already started reviewing for CKA about a week ago with a Udemy subscription and a KodeKloud account. Planning to take it around February 28th.
Buy Udemy subscription
Buy KodeKloud access
Book CKA exam (~Feb 28)
Finish CKA coursework
Complete all KodeKloud labs
Pass mock exams consistently
Pass the actual exam
KodeKloud's labs are the closest thing to the actual CKA exam environment I've found. Udemy for the theory, KodeKloud for the practice. If you're studying for CKA, this combo is it.
One week in and the review is going well so far. Most of the CKA curriculum is stuff I've already done in my homelab and the exam just forces you to do it under time pressure without your bookmarks.
the real enemy
The hardest part is the voice that says "why bother" or "that's a lot of money for a piece of paper." Impostor syndrome hits different when you're self-taught and everyone around you has a diploma on their wall.
The thing is, passing these exams means more here than it does in countries where everyone already has three certs and a master's degree. Most candidates here have degrees with no hands-on experience, so certs backed by real lab work actually stand out.
If you're in a similar situation, the certs are probably worth it.
the war begins
This post is partly an accountability thing. If I put it out in public I can't quietly abandon the plan like I do with everything else. If you see me posting about something completely unrelated in three months and none of these are done, feel free to call me out.
"Let your plans be dark and impenetrable as night, and when you move, fall like a thunderbolt."
— Sun Tzu, The Art of War