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Laid Off Last Week - 3 paths at once?

Staff Software Engineer at Taro Community profile pic
Staff Software Engineer at Taro Community

After 10 years as a full stack SWE and eng manager, I pivoted into AI while working at Shopify, and was recently laid off as Head of AI at a collapsing pharma startup. Title is nice, but I only really have two years experience in ML. While it is high quality experience (training and shipping models and LLM apps at web scale)-- I'm feeling a bit scared. I don't have a ton of savings and two kids so I need something soon.

I'm deeply passionate about language models, for the first time in my career working with a particular technology has felt like a real calling-- staying up nights and weekends just to learn and build. My first research paper ever was published at NeurIPS last year.

However, I'm feeling fairly unconvincing as an ML engineer after the layoff. Probably the perfect role would be something in between web and ML. So now we're at the question:

Given that I'm pretty desperate to land anything (3 mos runway before pulling out of investments, wife really against this) I'm wondering how to approach my search:

  1. Go all out for AI Engineer Roles (passion forward)
  2. Go for senior / staff web dev roles (safer, maybe, given 10+ yrs exp)
  3. Go for 1 or 2 plus eng manager roles
  4. Go for all of it at once

Some confounders:

I have referrals at Google and Microsoft, but don't want to burn them on ML roles if I'm obviously unqualified having only 2 years ML. I know I can absolutely add value wherever I land, but these feel like precious gold to me, and I don't want to get tossed out of the running for playing it silly. I can likely get some at Meta as well, but again, I don't want to play myself going for stuff that's just inappropriate. This has never been an issue in the past, I've been able to land stretch roles or at least get the interview but stakes are different now and my confidence is lower.

I am a good eng manager, and would do it again, but I have a feeling it's an altogether different search. Is there a way to increase the surface area of possible roles by applying to manager jobs too-- without splitting my energy?

Anyway, its helpful just to think out loud, would appreciate any advice here. Current plan is to create 3 resumes, start blasting applications and networking to get the interview funnel spun up before the leetcode grind.

Thanks.

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