reminds me of this excellent project, a webframework for Cobol
github.com/azac/cobol-on-whe…
> “Types are a bad way to formalize mathematics”
> Dependent types (Lean) currently being used to push the frontier of math
make it make sense??
“but we can do it in natural language this time!”
i’ve been using natural language to communicate with colleagues for years, it doesn’t solve the problem.
you have to learn how to express yourself. changing the method of communication isn’t a magic bullet
Ok wow
I can run v4.1 on my 4070 super via strata/maya, offload into ram and get 8 t/s
it's not much but let it run overnight and you can get a lot of work done "for free"
exciting times for local models
More details:
xitter.cf/BUTA_no_rakuen/status/…
来ましたよ!間に合わなくて、今日はないのかと思ってた💦VRAM 12GBで動く模様!
🔥 763BモデルがVRAM 12GBで動く時代が来た
ISTA-DASLabのDeepSeek-V4.1-Flash-1017
GSQ-RCO量子化版が公開されました。
📦 容量感 (全部で230GB ~ 265GB)
・Engram:約110GBまで圧縮
・バックボーンは120GB ~ 155GB
💻 ローカル動作目安(Strata使用時)
・VRAM 12GB + RAM 64GB → 動作可能
・VRAM 12GB + RAM 128GB → 快適ゾーン
✅ 品質はAIME25 / GPQA / LiveCodeBenchなどでベースモデルにほぼ匹敵。 フロンティア級をコンシューマ環境で実用的に動かせるラインまで来てます。
📊GSQ-RCOって何?
既存のGGUF系とは以下の点で異なる。
・動的ミックス精度(重要度に応じてビット数を変える)
・RCO(Routing-aware Compression)でMoEのエキスパートを効率的に圧縮
→ 通常の量子化より低ビットでも精度落ちが少ないのが特徴。
かなり圧縮されてるとはいえ、763Bのモデルなので、RAM 64GB勢の実測がどのくらいになるかで、話題の爆発度が変わりそうだ!
※実測は使ってみないとわからないので、参考程度に!
#地元のLLM #DeepSeek
1950s: you write programs on punch cards. doesn't scale.
1960s: you write programs in assembly. doesn't scale.
1970s: You write programs in C. doesn't scale.
1990s: You write programs in Python. doesn't scale.
2026: You write programs in a spec language. doesn't scale.
as happy as I am with the explosion of formal verification, we’re immediately running into the classic problem: writing down what the program is supposed to do
proving your program “correct” only works if you know exactly what “correct” means!!
agentic world problem: I want to play a game, but my system is fully saturated running spikes, benchmarks and local models
such is the local life
realization just hit: the next gen models will be RLed on dependent types and formal verification specifically
exciting times ahead !
update: there’s a woman who beat her parents for years and ended up murdering her dad. story: she’s *uncomfortable* in prison!
yeah that’s the whole point lady
“We choose to go to the moon in this decade and do the other things, not because they are easy, but because they are hard.” - JFK
you can just do (hard) things!!



















