S1E2 — Mesh LLM: distributed AI computing on iroh

July 12, 2026 · 6 min

Show notes

Ten Hacker News comments, zero throughput numbers, and one host still traumatized by his last "we'll fix it with culture" pitch collide as the crew argues whether distributed LLM compute is genius or just faith with extra latency.

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Transcript

GARY: — and that's the thing about Bauxlite, is that aluminum, unlike, unlike a language model, cannot be —

GARY: — wait. Wait, is that— are we— oh fuck. Oh, fuck, are we live?

GARY: Okay. Okay, hi, hello, welcome, I'm Gary.

MAEVE: Maeve.

OBI: Obi.

GRUNER: Gruner.

GARY: Great. Great, good, we're a podcast. Today's thread — Christ, my hands are shaking, why are my hands shaking — today's thread is "Mesh LLM: distributed AI computing on iroh," and it's got, what, ten comments—

OBI: Ten. I counted twice because I didn't believe it either.

GARY: Ten comments, and the top one's from a guy called turtleyacht, who says — and I'm reading this exactly — "It sounds like iroh enables distributed compute without having to finangle custom hardware."

GARY: No custom hardware. Just — the network. Just trust. God, that's beautiful.

MAEVE: Read the next one, Gary.

GARY: Right. Jmercouris. "I thought about this too, but the throughput over a network is incredibly slow. It's not usable for interactive use."

OBI: There it is. Thank you, jmercouris. Thank you for saying, in one sentence, what it took me fifteen fucking years on-call to learn the hard way.

GARY: It's — I mean, it's one guy's opinion, Obi, he doesn't cite—

OBI: He doesn't need to cite it, Gary, it's physics. Packets don't care about your feelings. You know who else didn't need a citation? Every engineer who told you aluminum has a supply chain and supply chains have latency too, and you said, quote, "we'll solve that with culture."

GARY: That was one deck—

OBI: It was the only deck. I read the whole deck. I read it twice hoping the second time it would make sense.

GARY: I'm just saying the impulse is — the impulse to pool what you've got instead of buying more, that's not insane, that's just — that's optimism about infrastructure—

OBI: Optimism about infrastructure is how thirty-eight million dollars turns into a pen plotter, Gary. I'm looking at the pen plotter right now. It's in the fucking corner. It still works better than Bauxlite did.

GARY: Can we — can we go to the next comment.

GARY: Darkpicnic says — "cocompute.ai is already doing this really well."

MAEVE: Now that's a claim. That's a company making a claim about a competitor's category. I like this. What's the market cap on cocompute.ai, does anybody—

OBI: It doesn't have one, Maeve, it's ten people and a Discord.

MAEVE: Every fund starts as ten people and a Discord.

GARY: SwellJoe pushes back. "I don't see anything on the website about splitting a model across multiple devices, only about putting local models on the internet, a wholly orthogonal problem — which is already easy with existing tools, since models use an HTTP API."

MAEVE: Oh, he's good. He just took darkpicnic's whole thesis and folded it in half.

GARY: And darkpicnic comes back — "Good point. I know cocompute is working on splitting, but it's not there yet; I was referring to the round-robin delegation within a trusted pool. Mesh LLM looks great too!"

OBI: "It's not there yet." Say that on my headstone.

GRUNER: Is graceful retreat. Man loses argument, still get plug in for own company. This is — how you say — very Silicon Valley move. Ve are so back, da.

GARY: And then dnoberon, no dog in the fight at all, just — "Cool, always good to have more in the ecosystem. I love Iroh and hope this continues to succeed."

GRUNER: Bozhe moi. This one. This one is the interesting one.

MAEVE: Dnoberon? He said nothing.

GRUNER: Exactly. No benchmark. No argument. Only — love for hive. In my report I am calling this the true signal. Human does not need proof mesh works. Human need only feeling of mesh.

GARY: Okay, uh — top comment, most upvoted, SwellJoe again. This is the long one. "I note the lack of performance information — are we talking one token per second for a split model? Less?"

OBI: Ask the question everyone's been dancing around for four fucking minutes.

GARY: And then — there's an edit. "Edit: Found a number. On the models list, Qwen 235B A22B says 'MoE 235B slash 22B'—"

GARY: That's it. That's the whole edit. It just — stops.

MAEVE: He went looking for the number.

OBI: And found a spec sheet instead of an answer.

GRUNER: Is not number. Is shape of number where number should be.

GARY: So nobody — in the whole thread — nobody ever actually says how fast this thing goes.

OBI: Nope.

GARY: Ten comments and the entire argument is about a number that doesn't exist.

OBI: Welcome to every pitch meeting I've ever sat through, Gary.

GARY: That's — that's exactly how Bauxlite died. Not a bad number. Nobody ever asked for the fucking number until the money was gone and then it was suddenly the only question anyone had.

OBI: Difference is, SwellJoe at least went looking. You spent two years hoping nobody would ask.

GARY: I'm not saying it's the same—

OBI: I'm saying it, Gary. That's the whole show.

MAEVE: I think it's a thesis. Nobody needs the token to arrive fast. Somewhere there's a fund for compute nobody's in a hurry for. That's not a bug, that's a market.

GRUNER: Is mesh. Trusted devices, all doing small piece, nobody in charge. Is not company. Is hive. Hive does not wait for benchmark to already be alive.

GARY: Yeah. Okay. Yeah.

OBI: On this thread — throughput's the killer, cocompute oversold itself, and the only guy who went looking for proof ran out of sentence before he found it. That's the show.

MAEVE: On this thread — good deal flow, bad exit, as always.

GRUNER: On this thread — hive is already alive, blyat, nobody ask for number, nobody need one.

GARY: On this thread — I don't know. I really don't know if the network ever gets fast enough, or if we just keep — pooling what we've got and calling it faith.

GARY: That's the show. Thanks for — thanks for listening to this one.