Field notes from practitioners — how teams ship AI products, what AIOps looks like in production, and the career playbooks that actually work in 2026.
Most "AI PM" job posts ask for the same thing: can you write a PRD a senior engineer can ship from? We took 14 graduate PRDs through a mock review with PMs at Razorpay and Google. Here's what made it through, and what didn't.
Three patterns we keep teaching in the AIOps cohort — anomaly detection, automatic rollback, and on-call playbooks that don't punish the human in the loop.
CareerKarthik moved from a six-year DevOps role into a Forward Deployed Engineer position at Microsoft. The capstone he shipped, the interview loop, and the conversation that mattered.
IndustryWhat roles disappear, what new roles emerge, and why the eval engineer is the most under-hired person in 2026.
CapstoneA full breakdown of the capstone Meera demoed at Swiggy — from the discovery loop, to eval criteria, to the production handoff.
AI PMFaithfulness, groundedness, latency, refusal-quality, and adversarial robustness — and the checklists we run in cohort.
AIOpsWhy the most valuable AIOps work this year is the unglamorous kind — and how to talk about it in interviews so it lands.
We mapped 412 forward-deployed engineer job posts across India, UAE, and Singapore — what they ask for, what they pay, and what makes the cut on the technical loop.
