Hey, I'm Manveer
Platform engineer based in Toronto. I work across infrastructure, software, product, design, and operations, taking products from idea to production and scaling the systems that support them. I'm the founder of RoleReady, a job search workspace I designed, built, and run solo. Open to interesting opportunities.
AI Workflow Policy
I use AI across product, code, and business. It helps most when you understand how it works in practice: what it's reliable for, where it breaks down, and how to structure work so you're directing and reviewing rather than trusting a first draft. Used that way, it's a meaningful productivity multiplier and a tool I expect to keep building around. It has not replaced my taste or judgment. The models carry heavy biases, and confident-sounding output can still be wrong. I treat what they produce as material to edit, not something to ship unchanged.
"A wise leader does not rely completely on things such as algorithms."
— Admiral Trench
Notes
Shipping notes and small things I built along the way.
Open for work
I spent seven years building platforms at Achievers, Firmex, and ClearEstate, and I still ship products end to end. RoleReady is the current one. If that's useful to you, my inbox is open.