AI hasn't replaced me. It replaced hours spent debugging, searching, and writing boilerplate.
Less Googling syntax. More time on architecture and edge cases.
Notepad โ IDE โ Stack Overflow โ AI. Just the next step.
First line of code: 20 years ago.
90% of what I know came from my own projects. Not courses. Not the day job.
School taught syntax. Work taught process. Projects taught judgement.
You learn different when there's no tech lead to bail you out.
I'm a big believer in using your own product.
This weekend I'm migrating MapleStack to pull jobs directly from https://t.co/o3ek7X6UYO's API.
Real usage exposes gaps fast and improves the data.
Infrastructure that can't handle its own creator won't handle anyone else.
Every job API I tested: stale listings, duplicates, recycled data.
Built my own pipeline for MapleStack โ direct to employer career pages. A year of refining it taught me others need this too.
That's Jobven. Still early โ 20k listings, growing weekly.
https://t.co/XqWZX4F3Nq
From Canadian companies to global coverage.
Built MapleStack to collect job data directly from employer career pages. Now scaling globally with Jobven.
Early days โ 20k listings, adding more weekly.
๐ https://t.co/XqWZX4F3Nq
I deleted 10,000 listings from https://t.co/0gxze7VhQj.
Scraped data looked impressive but was worthless. Started over with organic, verified providers.
100+ engaged businesses > 10,000 stale listings.
Quality > vanity metrics.
"There's no time like the present."
Perfect conditions don't exist. We keep saying no to ourselves.
I waited to build MapleStack. Started anyway. Now it's live, thousands of jobs indexed.
Pick one thing. Start today.
It's November. Remember those New Year's resolutions?
Pick ONE thing and make progress before Dec 31st.
Ship that project. Write that post. Launch that feature.
One win > zero wins.
What's your one thing?
Unexpected benefit of AI coding: it makes you better at code reviews.
AI code forces you to actually read it - can't assume it's correct. You catch logic errors, duplicate code, non-existent functions.
That skepticism transfers to all code reviews.
Built analytics for MapleStack this weekend ๐
22,950 jobs aggregated in October
Weekend drops: 90%+ vs weekdays
Hiring follows the work week.
Every answer โ 3 more questions ๐
#buildinpublic
Canada is 10th in GitHub developer communities ๐จ๐ฆ
40M people vs the big players - smallest in top 10?
Punching above our weight, but we can do better:
โข More open source
โข Accessible tech education
โข Keep talent home
โข Stronger startup ecosystem
Small but mighty ๐ช
"I need a developer" messages have dried up.
Why? AI assistants, no-code tools, automation platforms - the technical barrier is gone.
Anyone can build MVPs, landing pages, automations now.
The freedom to build isn't just for devs anymore.
Everyone has ideas. Execution is the difference.
3 things that helped me ship:
โข Start with the smallest version
โข 30 min daily, even when you don't feel like it
โข Write down what you learned from failures
Ideas fade. Habits compound.
๐ It's Monday! Below you'll find my weekly list of jobs gathered by MapleStack from across Canada ๐จ๐ฆ .
๐ก Quick tip: You can create your own job alerts on MapleStack to get notified when new jobs are added. ๐
โ CIBC - Sr. Analyst, IT Quality Assurance - https://t.co/EqYAtGDfBO
โ Clutch - Junior Accountant - https://t.co/C14JyrgrZr
โ GitLab - Intermediate Backend Engineer (Ruby on Rails), Plan: Project Management - https://t.co/FJNf4mxUND
โ Jobber - Senior Customer Analytics Manager - https://t.co/JLiXZyGvSE
โ North York General Hospital - Registered Practical Nurse (RPN) - Operating Room / Day Surgery, FT(J0125-0673) - https://t.co/vBYK6PkyLz
โ Shoppers Drug Mart Specialty Health Network - Beauty Specialist - https://t.co/Y1UbR48ltX
โ Sobeys - Manager Store Liquor - https://t.co/i9th05IU2x
โ Sobeys - Assistant Manager Bakery - https://t.co/e3otNqFt0u
โ University Health Network - Registered Nurse - https://t.co/1V8tC7OnHa
โ uOttawa - Administrative Assistant - https://t.co/P4RAWzi4lG
๐ผ MapleStack is updated daily with roles scanned from companies hiring across Canada. Go check it out!
Let me know what you think of this list and stay tuned for more weekly updates! ๐
Follow, like, and share! Thanks!
#CanadaJobs #WorkInCanada #JobSearch #Canada #MapleStack #Careers #NewJob #Opportunities
๐ It's Monday! Below you'll find my weekly list of jobs gathered by MapleStack from across Canada ๐จ๐ฆ .
๐ก Quick tip: You can create your own job alerts on MapleStack to get notified when new jobs are added. ๐
โ Amazon - Software Development Manager, Measurement, Ad Tech, and Data Science (MADS) - https://t.co/sKH0VwTd8N
โ Amazon - Onsite Medical Representative - Hamilton, ON - https://t.co/vstUSCnlPB
โ Amazon - Wellness WHS Specialist - Mississauga, ON - https://t.co/tmJwD2ksEt
โ CIBC - Mobile Mortgage Advisor (Collingwood/Owen Sound/Kincardine, ON) - https://t.co/vepZqN7SOf
โ D2L - User Experience Researcher - Fall 2025 Co-op - https://t.co/F4UuRyslEk
โ Longo's - Meat Assistant Department Manager - Full Time - https://t.co/Kd24BTFKpL
โ People Can Fly - Senior Online Programmer - https://t.co/KmCSae35th
โ Shoppers Drug Mart - Loyalty & Consumer Insights Analyst, Co-Op Student - https://t.co/IGLoXpjF1s
โ Shoppers Drug Mart - Quo Beauty Product Development- Co-op Student - https://t.co/kc7pFYSqZh
โ Shoppers Drug Mart - Patient Care Specialist (British Columbia Remote) - https://t.co/wTcbZnGljc
โ Southlake Regional Health Centre - Registered Practical Nurse (RPN) - CV Surgery - https://t.co/4cGj8Xc7Iu
โ Ubisoft - Accountant - https://t.co/qPWcS6B7FZ
๐ผ MapleStack is updated daily with roles scanned from companies hiring across Canada. Go check it out!
Let me know what you think of this list and stay tuned for more weekly updates! ๐
Follow, like, and share! Thanks!
#CanadaJobs #WorkInCanada #JobSearch #Canada #MapleStack #Careers #NewJob #Opportunities