Infrastructure Careers

Warm Intros Into GPU and Cloud Teams

Cold applications to accelerator teams disappear into a stack of PhDs and referrals. The honest path is finding the one engineer who shares your school or a past employer and asking them a 30-second question.

Find Your Warm Intro →

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A plain LinkedIn search buries the people who would actually help you.

It ranks by prominence, so the most-followed, most-messaged names sit on top. FindWarmIntros surfaces the coworkers who share your school or a past employer - the people most likely to reply - and hands you a ready-to-send intro.

Example - what you’ll see
in
Someone who works at your target company
🎓 Same university as you  ·  💼 Shared past employer
🔥 Strongest
in
A recruiter at your target company
🎓 Same university as you
🎓 Alumni

✍️ Ready-to-send intro“Hi - we both studied at [your school]. I’d love to hear about your path to a company you are targeting before I apply…”

… plus everyone else in your network who can put in a good word.

See who can refer you in - pick your target company:

Short answer: To warm-intro into GPU, cloud or accelerator teams, find someone on that specific team who shares a background with you (same university, same past company, same open-source project) and lead with what you share, not your resume. Send a two-line message that names the overlap and asks one concrete question about their team's work. A shared-context intro from inside the org beats a cold application because it puts your profile in front of the hiring manager with a name attached.

Why cold applications fail at accelerator teams

GPU, cloud infrastructure and custom-silicon teams hire from a narrow, referral-heavy pool. A req for a CUDA kernel engineer or a datacenter networking role at NVIDIA or Microsoft often closes on an internal referral before your online application is ever opened by a human.

The fix is not a better resume. It is getting one current engineer on the target team to say your name. That only happens when you give them an easy reason to reply, and the easiest reason is a background you already share.

How to run a shared-engineering warm intro

The overlap that opens doors on infra teams is specific: the same graduate lab, the same former employer where you both shipped systems work, or the same open-source repo you both contributed to. Use it as the whole subject line.

  • Target the team, not the company. Search for engineers on the exact GPU, cloud or accelerator org you want, not just anyone at NVIDIA. A kernels person cannot refer you into a datacenter cooling team and will know it.
  • Lead with the shared thing. Open with the lab, employer or project you have in common, in the first line, before you mention that you are job searching. Shared context is why they open the message.
  • Ask one concrete question. Ask about their team's actual work (how they handle NCCL collectives, or what the on-call load looks like) so replying costs 30 seconds and starts a real conversation.
  • Make the referral effortless. Once they reply, send a two-line blurb and the exact req link so forwarding you internally is a copy-paste, not a favor that takes an hour.

Where FindWarmIntros fits

The slow part of this is the finding: scrolling LinkedIn to see which of the 40,000 people at Microsoft actually sit on the Azure accelerator team and also went to your school. FindWarmIntros does that finding-and-ranking step for you. You give it a target company and your background, and it surfaces the real people on that team who share a school or past employer with you, ranked by how usable the connection is, and drafts the opening message so you lead with the overlap. You still send it and build the relationship. The tool just removes the hours of manual searching so you spend your time on the conversation.

Frequently Asked Questions

Do I need a referral or just a conversation?
Start with the conversation. A genuine reply from an engineer on the team is worth more than a mechanical referral, because once they know your work they will offer the referral themselves. Ask about their team first, mention the req second.
What if nobody on the exact team shares my background?
Widen by one hop, not by company. Look for a shared-background engineer on an adjacent infra team who can introduce you sideways to the GPU or accelerator group. An internal one-hop intro still beats a cold application.
My background is hardware, not software. Does this still work?
Yes. Accelerator and datacenter teams need silicon, power, thermal and board engineers too. Target the hardware sub-org specifically and lead with a shared employer or program, since those overlaps carry more weight than a generic school tie in hardware.
How many people should I reach out to?
A handful of well-targeted, genuinely shared-context messages beat 50 generic ones. Pick the three or four strongest overlaps on the exact team, send a specific question to each, and follow up once after a week.

Keep going

Find Your Warm Intro →
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