"Best Local Coding AI for Your GPU (4GB to 512GB)"
@cloud_codes
"Every 'Which model fits your GPU?' chart on the internet makes the exact same mistake: they only count model weights..."
youtu.be/qkRIW2ieOK8
it's f*cking gold
TypeSafe just dropped the official skill that teaches Claude Code to build on Jev
left alone, coding agents ask Jev one question per call and guess the field names.
this skill rewires the order before a single line gets written:
docs -> behaviour -> judgments -> one request -> code decides
every rule in it, broken down on two pages:
> see the failure behind each of its 11 instructions
> pick Choice, Noul or Score in one glance
> paste the prompt skeleton straight into your agent
12.2x
the bill drop when 13 questions share one call, measured in TypeSafe's cookbook.
a short file that does a lot of the thinking for your agent.
it's f*cking insane
Jev sat between GPT and me, killing every draft that broke my rules before i saw it. good setup.
then Jev did not answer. the agent decided silence was safer and stopped sending me anything at all. took a second agent to unstick it.
your checker needs a branch for the moment it goes quiet:
> let it through tagged unverified and keep moving
> hand the risky span to the big model
> park it in a queue and retry in a minute
> wake a human when the action is irreversible
70-500 ms
one Jev call, by TypeSafe's own number. a half-second checker still takes down the whole pipeline when it has no default.
Cloud Codes retweeted
So yeah, today is gonna be a big day for Chinese open source:
- Ox Alpha will be officially released as an open weight model
And
- Qwen3.8-Flash-Next (~125B-A6B + 51B n-gram)
Will be released. Good day for open source.
Quo vadis, western AI? Do you want to respond to china?
Its official now: Ox Alpha is GLM(-5.3 Flash) by zAI. Offical release tonight via zAI
Via Bloomberg
"The company on Wednesday confirmed speculation that the Ox Alpha model is a new iteration of its GLM series and said it will release the weights for it tonight, in response to queries by Bloomberg News."
Cloud Codes retweeted

Anthropic@AnthropicAIAug 14
United States
United StatesConnected via WebAccount-level information, not a live location or per-post device.
We’ve written an FAQ to answer some of the questions we've received about watermarking.
In summary:
• We’re implementing watermarking to comply with the EU AI Act. Other major model developers have signed the same Code of Practice and will also be implementing watermarking;
• Our watermarking method doesn’t have any practical impact on the quality or content of Claude’s outputs;
• The difference between watermarked and un-watermarked text will not be distinguishable to readers;
• Nothing is added to the text and there are no hidden characters;
• Watermarking doesn’t require extra tokens, and will not be more expensive;
• Watermarks can’t be traced to a specific person, organization, or chat.
Read more: anthropic.com/news/claude-te…
Cloud Codes retweeted
I'm going to cancel Claude. It's just so bad, I can't believe it.
It's just lazy. The most recent example: I have Claude check my inbox for important emails, summarize them, work with them, and send out replies if necessary. I caught Claude again simply not reading the email thread to the end and just ignoring the latest emails.
When I asked him about it, Opus 5 just said: "Valid point. I didn't read it."
I mean, seriously. What the heck? You have to babysit it every time.













