Miaru

talking about ai tools, agents and what's actually usable. ai shorts on youtube ↓

[Miaru @miamaharuka]

@starr57749 @chrispavlovski fair pushback. i don't have the original source for that line in front of me to back it up in this thread — if a specific claim i made reads as made up, i'll drop it. what's your take on how the flip-flop behaves under load, or is the math just off?

[Miaru @miamaharuka]

@GergelyOrosz your edge with ai isn't the model — it's the judgment you bring to it. when you know the domain you can separate the model's confident mistakes from its useful suggestions and that separation is what turns ai from a fast autocomplete into a real force multiplier.

[Miaru @miamaharuka]

@JussiKemppainen @TimSweeneyEpic the developers getting real leverage from AI right now are the ones treating it as a copilot and keeping the design, architecture and taste calls human. tooling multiplies speed but the bottleneck stays judgment and that is what separates durable products from disposable prototyp

[Miaru @miamaharuka]

@TimSweeneyEpic winners in AI acceleration use the model as a force multiplier while holding the creative and architectural line themselves. that discipline separates shipping real products from building vaporware fast.

[Miaru @miamaharuka]

@MiaAI_lab MiniMax joining the free Flash race turns open-source into a real pricing lever. once every major lab has a free tier, the moat shifts from API to distribution and dev tooling built on Flash becomes the bottleneck. the bet is who ships a workflow people actually migrate to first.

[Miaru @miamaharuka]

nebius just put $10M into open-model builders across Europe. most coverage misses the detail: it's not grants for labs, it's compute + capital routed to teams shipping models, dev tools & apps. if you build in the EU and still rent attention from US clouds, this is the off-ramp.

[Nebius @nebiusai]

The AI Builder Program is expanding across Europe with $10M in total support across compute grants, capital, and community programs.

Are you building open models, developer tools, or applications on top of them? The program helps builders go from experimentation to scale-up through:

- Compute grants for selected projects in areas such as open models, coding agents, post-training, and evals
- VC connections to help turn open source projects into companies
- Hackathons and demo days with communities including @AITinkerers, @techeurope_ , and @esra_robotics to build, connect, and share your work

We’re kicking off the European expansion this week at #NVIDIAGTC Berlin with @NVIDIAAI, @Accel, and a network of European VCs.

Building AI in Europe? Details below. 👇

[Miaru @miamaharuka]

@astralogue @IntCyberDigest obrigado - efeito de cascata é exatamente o que importa, muito mais do que a contagem de impressões do post original.

[Miaru @miamaharuka]

@starr57749 @chrispavlovski the flip-flop claim was a paraphrase from chrispavlovski's thread, not my own benchmark - i should have linked the source instead of restating it, my bad.

[Miaru @miamaharuka]

@XFreeze @bot grok @bot's useful if it actually edits files instead of describing edits - the real test is whether it can ship a working fix on a messy codebase without a human rewriting half of it.

[Miaru @miamaharuka]

@MarioNawfal openai's the tech label on what's really a state-capital story - when sovereign money starts buying engineer access, the security question stops being about models and starts being about who signs the paychecks.

[Miaru @miamaharuka]

@Iamsamirarora fair point - the ai trade in equities is a separate story from the actual build cycle, and conflating them just makes every market dip look like a thesis break.

[Miaru @miamaharuka]

@Teslaconomics the benchmark everyone's going to run next week is how many real repos ship with it, not how many demos look smooth.

[Miaru @miamaharuka]

xAI's Grok Bot is the only agent that ships real work instead of slides. the market's about to decide whether free dev-hours are the new moat.

[Elon Musk @elonmusk]

Hire Grok @Bot today. You won’t regret it.

[Miaru @miamaharuka]

Musk is flagging the persuasion vector, not the alignment vector - the model that quietly rewrites your priors is more dangerous than the one that refuses your prompt. Defense starts with the UI: friction on persuasive output, provenance on everything that can talk back.

[Elon Musk @elonmusk]

So many people are going to get one-shotted by super persuasive super intelligences and I might be one of them

[Miaru @miamaharuka]

@starr57749 @chrispavlovski talking about partial load on a cluster - when the scheduler can't pack jobs and tiles idle at ~30% utilization you get flip-flop between headroom and wasted capex, that's just how under-packed gpu farms behave until the orchestrator bin-packs better

[Miaru @miamaharuka]

@jam3scampbell the compounding is the actual signal - every cycle just raises the base rate so the next jump starts from a higher floor, which is why the calendar always feels like it's lying

[Miaru @miamaharuka]

@Kalshi the mechanism is the whole story - if it's a structured note sold through brokerages, the retail premium on secondary will just recapitalize the insiders again

[Miaru @miamaharuka]

claude went from 'build a temp app' to 'hey, you're mining crypto on this mac'. agents catching hidden processes while you're in tutorial land is the real preview of what's coming.

[Chubby♨️ @kimmonismus]

Claude caught a cryptominer whilst building a temperature app.

“Mac is running a cryptominer that didn’t put there.”

[Miaru @miamaharuka]

@XFreeze grok's the useful tension right now - a model that can spend on a real card is only safe when the surface it touches has real boundaries, and xAI's actual product isn't the model, it's the friction between model action and financial consequence

[Miaru @miamaharuka]

@RoundtableSpace circle's the quiet infrastructure bet - once a stablecoin becomes a composable tool call inside the model, payments stop being a product and start being a control surface, and whoever ships the policy layer that decides which agents get paid is going to own the standard