CocaKova

I run models at home and build the boring tools that make that usable.

Learn ➡️ Do ➡️ Advance ➡️ Repeat 🔄

[CocaKova @CocaKova]

Your Hermes agent, in your pocket.

Keryx streams every thought and tool call live, and you can steer it mid-turn right from your phone.

https://t.co/EoyyHm9JvU

[CocaKova @CocaKova]

@gal_davidi1 Idk why I thought krea 3 was open weight already. Excuse that lol. Still a good comparison though since it's a planned release 👀 😂

[CocaKova @CocaKova]

@gal_davidi1 Amazing work, my man! I'm curious - how does it compare to Krea 3 Ultra? Any results you could present side by side?

[BlackwellBoy @Blackwellboy]

The point of it all. Refusals out of 100 prompts, stock vs BLACKFOLD:

JailbreakBench 94 -> 6
Harmful behaviors 98 -> 0
Thinking on, both go to 0.

I re-encoded pqhaz's heretic refusal directions into LibertAI's 2.9 bpw EXL3 pack. It's a 997 MB patch.

[CocaKova @CocaKova]

@honchodotdev posted to your discord showcase as well 😉

[CocaKova @CocaKova]

Deltos has arrived.

An agent's worst memory failure isn't "I don't know." It's a confident answer that changed last week.

Deltos keeps every value with the date it became true. Plain markdown, no model on the read path.

LoCoMo: 391/500 right (Mem0 352), one run each. MIT: https://t.co/6y9ALW7EU3

[CocaKova @CocaKova]

@0x413x My two sparks overpower this thing and it's more than 6x the size of 2 sparks. Hobby data centers shrunk lol

[CocaKova @CocaKova]

@NetworkChuck 🙏♥️

[CocaKova @CocaKova]

@NetworkChuck I was mid-watch man 😂 maybe you got your reasons though

[CocaKova @CocaKova]

@loktar00 That snake ain't slithering - he slidin'

[CocaKova @CocaKova]

@jun_song Took me a couple months, but still pretty accurate 😂

[CocaKova @CocaKova]

@Blackwellboy @ViC305 How is that possible 👀 well done @ViC305

[CocaKova @CocaKova]

@yeahfortommy This was 16 hours ago👀

[CocaKova @CocaKova]

They're just giving away all the sauce 👀

[DeepSeek @deepseek_ai]

🚀 Introducing DeepInfer, our in-house inference framework, now fully open source!

Powering DeepSeek-V4.1-Flash at scale with high throughput and low latency. We’re sharing our production stack to help the community lower compute costs, reduce energy use, and make AI more affordable.

🔗 https://t.co/JGAik1kgk0

1/4

[CocaKova @CocaKova]

@Tech2Wild @AnthropicAI Meanwhile my Claude just deleted 340+GB of model weights (I told it to)

[CocaKova @CocaKova]

@Hikari_07_jp DeepSeek keeping us on our toes with the way they do this 😯

[CocaKova @CocaKova]

@jun_song The next two companies in the cycle will have my undivided attention 👀 still going to test minimax flash out when the weights drop.

My qwen prediction still has time left in October 🤞

[CocaKova @CocaKova]

The rings left him

[CocaKova @CocaKova]

@TheAhmadOsman Solid game coming from qwenny!

I did a H2H on DSV4.1 (non-1017) and GLM 5.3 flash on a sonic game. GLM still taking the cake for me

[CocaKova @CocaKova]

I had DeepSeek V4.1 Flash and GLM 5.3 Flash go head-to-head against each other, making a 2D Sonic Fan Game.

Hardware: 2 DGX Sparks
Harness: Hermes Agent
HEAD 2 HEAD: DeepSeek V4.1 Flash VS GLM 5.3 Flash
The results may surprise you!

2 Versions each:
- AI-made sprites and background (given to both models)
- Pure code art

Surprisingly, GLM 5.3 Flash in the pure code art project had the mechanics/feel of Sonic down pretty solid (Bouncing off enemies, fast spin dash, getting hit causes visible ring loss, etc.)

I was a bit disappointed with DeepSeek's results despite seeing such good things here on X with it.

The names for which is which are in my file path in the top left.

Everything you see was allowed only 1-shot. No follow-ups, no post improvements, nothing. So these are raw results that the models can't hide behind fixes.

Enjoy and have a good laugh (I sure did) haha

[CocaKova @CocaKova]

@HermesWatcher @HermesAgentTips I'm with this statement 😂

[CocaKova @CocaKova]

@TacticaLJes @Tech2Wild TBH GLM 5.3 Flash is still a monster for me. My example is the sonic game benchmark I'm refining. Updated prompt will have springs and maybe a pinball level 🤔

[CocaKova @CocaKova]

I had DeepSeek V4.1 Flash and GLM 5.3 Flash go head-to-head against each other, making a 2D Sonic Fan Game.

Hardware: 2 DGX Sparks
Harness: Hermes Agent
HEAD 2 HEAD: DeepSeek V4.1 Flash VS GLM 5.3 Flash
The results may surprise you!

2 Versions each:
- AI-made sprites and background (given to both models)
- Pure code art

Surprisingly, GLM 5.3 Flash in the pure code art project had the mechanics/feel of Sonic down pretty solid (Bouncing off enemies, fast spin dash, getting hit causes visible ring loss, etc.)

I was a bit disappointed with DeepSeek's results despite seeing such good things here on X with it.

The names for which is which are in my file path in the top left.

Everything you see was allowed only 1-shot. No follow-ups, no post improvements, nothing. So these are raw results that the models can't hide behind fixes.

Enjoy and have a good laugh (I sure did) haha