Belnick

[Belnick @jbelnick]

@mr_r0b0t Agreed - very nostalgic as well

[Belnick @jbelnick]

@0xSero You’re crushing bro - I’ve been finding your work to be incredible for local models. Don’t stop

[Belnick @jbelnick]

@mr_r0b0t Great write up

[Belnick @jbelnick]

@alexocheema @0xSero Would love a code please!!

[Belnick @jbelnick]

@alexocheema Interested in access!

[Belnick @jbelnick]

I built a 24/7 AI lab that works while I sleep, then cut its biggest model footprint by 62%.

It researches, tests, writes, and watches my stack overnight. By morning, it brings me decisions instead of chores.

How Codex orchestration made it autonomous:

https://t.co/7b4iFRiyBo

[Belnick @jbelnick]

I retrained the model that drafted this post twice in one night on an 18GB MacBook. Its score on my 12-brief bench went from 88.8 to 97.0 with all briefs passing.

https://t.co/6Xbz8GKIkq

[Belnick @jbelnick]

Full write-up: https://t.co/VzH3sVCG5X

[Belnick @jbelnick]

A 64 GB Mac Studio holds one big model at a time and evicts things under memory pressure. Fine when I'm at the desk, wrong for a 5:15 AM job. So the always-on work runs on its own Mac mini: one 9B it never swaps.

[Belnick @jbelnick]

The mini serves that one model and never swaps it. It runs the unattended jobs: a fallback summarizer for my wiki, a nightly lint pass at 5:15 AM, and the narration for my morning brief. A weaker model, but always up.

[Belnick @jbelnick]

Part 2 of the local writer story. Shout out to @cjzafir: his skill-as-teacher idea sparked this build. The writer now improves itself: it mines my editor's corrections and adopts only rules that win a blind bench. Cycle 1: it rejected its own idea, 6-0.

https://t.co/fCfBLDh9bB

[Belnick @jbelnick]

Shout out to @cjzafir: his skill-as-teacher post sparked this build. I distilled my voice into a skill, LoRA-trained a 9B on 267 examples of my writing, and benched it all blind. The twist: the skill itself turned out to be the real asset. Full run:

https://t.co/zP0HhrehcI

[Belnick @jbelnick]

@0xSero What would you recommend for ~50gb

[Belnick @jbelnick]

I just created my first website within 30 minutes from Ideation to Creation. Without any code. at all. I don't know how to code. This was my gateway into "vibe coding". Pretty addictive! https://t.co/4YpTWaws8P #claudecode

[Belnick @jbelnick]

@PaulieTakes This aged well. #Hoosiers

[Dave Portnoy @stoolpresidente]

Can we end this charade that SEC is even close to the Big 10?

[Belnick @jbelnick]

@greatmattsby So true. Once the .886 flips to support 👀

[Belnick @jbelnick]

@simontran @greatmattsby I’ve been following @greatmattsby for awhile and knew this would hold. Purchased more at this symmetrical support and has paid off well

[Belnick @jbelnick]

@Dagnum_PI @Conste11ation 🔥 lfg $DAG

[Belnick @jbelnick]

@Dagnum_PI $DAG