I've received some big breaks by knowing the correct people, but not a single one of them has been a 2-minute connection from some BS networking event. It's always been a preexisting, unrelated relationship which eventually becomes career relevant.
I'm shocked by the number of seniors/recent grads who contact me out of the blue (god knows where they got my info) asking for recommendations or a break. No, I'm not going to stick my neck out by recommending someone I've never met for an open position.
Mind you. I am often happy to respond to a few questions in an email (or even a quick call) from pretty much anyone. Though a good percentage of the time, when I do that I don't get so much as a Gmail form "Thanks."
So what I do is ask for a CV and cover letter; if they're good I can upload all the documents straight into the HR system and save the candidate the trouble.
In my experience, only a small minority of the cold outreach people actually respond to my request, and the responses I do get are usually low quality and don't merit a referral.
It does a few things differently that I've enjoyed.
1) It's over lunch. it doesn't require an obligation that takes me away from my loved ones in the evening. I'm going to eat lunch anyways, might as well do it with a group of friends or strangers.
2) We don't have to small talk. There's a game involved. There's rules to that help us to talk to each other. It's so much easier to do so then.
3) Playing a game deepens these relationships. I can't even explain it. But it's this artificial conflict that's been creating these stronger bonds with these folks I'm playing a game with. I can't wait to play the next game with them and have our chats afterwards.
4) The game I picked was important. I picked "The Resistance". It's similar to Mafia/Werewolf where you're basically all trying to figure out who's lying to you. So the game isn't what most folks think about when they think a game with cards or board games. It's really just talking and learning how people express themselves.
So it really goes deep in examining people and having them examine you. It's a weird feeling to go through that type of process with acquaintances. But every time I've played a "lying game" like Mafia/Resistance with a group of acquaintances or new folks, I'm so much more comfortable talking to them about so many other things.
It's been fun. I've been told by some folks it's in their top meetups they've ever done, and it takes ridiculously low effort. Just email some people to show up and play a game. Don't need to shell out for food/drinks/speakers/other garbage.
(I'm in Chicago doing this. If anyone here wants to come and play hit me up.)
Sounds a little bit too close to Diplomacy. A game that has famously ruined friendships. The stated goal of Diplomacy is not to figure out who's lying, but that is the actual goal.
However, contrast with "Networking" with a capital-N in the giving out business cards like candy at some business networking cocktail party. It's probably a combination of how deep the connection is as you say and just the general attitude that tends to pervade those sorts of events.
OTOH, post long-term job #1 I was relatively senior and didn't have a background that was particularly appealing to a lot of the cool young companies of the era. But I did have former co-workers at one place that gave me a quick offer. And, since then, it's been pretty specialized roles that came pretty much 100% through ongoing professional relationships.
If you helped some remote contact of yours somehow(knowledge, connections, maybe even just lending a hand when he needed), I'm sure he would be much more likely to return the favor.