Christopher

Cyber Security & Agentic AI
M. Eng.

[Christopher @Xcalybur_AI]

Reconc gives AI agents enforceable repo policy: block unsafe actions, verify evidence, keep agents honest.

+Task context management and orchestration

+ an unbreakable policy conform loop to get all your work done!

https://t.co/0ZeN0kI0xV

Created during OpenAI Build Weeks ⚡️

[Christopher @Xcalybur_AI]

@BAMFBasar Ich will die app

[Christopher @Xcalybur_AI]

@Kranzschwinger Auch wenn es wir ein Hodensack aussieht ist es die nach unten hängende Oberseite einer rechten Hand.

[Christopher @Xcalybur_AI]

@BohuTANG @ssi Perfect analysis

[Christopher @Xcalybur_AI]

@castiza 28/30 lol

[Christopher @Xcalybur_AI]

@Utd_Valeria Sunfyre looks soo fucked up.
But he still can spit fire like a flamethrower hahah.

[Christopher @Xcalybur_AI]

@priyaee @D_Tarczynski Great Man!
HUGE respect for him, as a german.

[Christopher @Xcalybur_AI]

@harishphk @ziwenxu_ Every stealth model had Alpha in it‘s name.
And none of these were from google.

[Christopher @Xcalybur_AI]

@ziwenxu_ And cursor/xai

[Christopher @Xcalybur_AI]

@MaxForAI Minimax?

[Christopher @Xcalybur_AI]

@blueemi99 What if… it‘s and RL on a GLM-Base?

[Christopher @Xcalybur_AI]

@TDrygala Amthor ist so ein Suppenkasper. Sorry aber was kann er? Außer hässlich aussehen und dumm quatsche

[Christopher @Xcalybur_AI]

@matthewmillerai Yes - if you are an intern or so.

[Christopher @Xcalybur_AI]

@theo Broski we need you content!

[Christopher @Xcalybur_AI]

@theo toomuch.js

[Christopher @Xcalybur_AI]

@GaelBreton Glm-5.2 but how about the vision, that‘s the only caveat in this theory.

[Christopher @Xcalybur_AI]

@GaelBreton It is!
First intelligent person here.

[Christopher @Xcalybur_AI]

Which does not mean it's served by https://t.co/p1fmoXk1C4.

Cursor/SpaceXAI with a double strategy.

I mean SpaceXAI x Cursor = New Grok models.
But we also know Composer 3 is coming.
Do you really think it's another Grok-Build?
Fuck no!

SpaceXAI continues Grok.
Cursor continues Composer.

Earlier Composer models were based on GLM-4.5/4.7.
They pick another efficient/potent model and RL the shit out of it with Elon's Colossus GPU-Farms.

And tbh. NO ONE ELSE has the compute for 100T Tokens/day and that's only for Opencode, you get it served on Cline, OpenRouter and Kilocode too.

It's not https://t.co/p1fmoXk1C4 itself... It's @elonmusk laughing rn and eating popcorn with @mntruell.

And I'm sure the base is GLM-5.2 or GLM-5.3 but in this case they would spit it out like nothing. But not unthinkable cause no one has such ridiculous coding specific rw datasets and alien-like compute power.

[Christopher @Xcalybur_AI]

@Teknium @NousResearch So you know what it is right?

[Christopher @Xcalybur_AI]

@Da7_Tech @Da7_Tech You have info on MiniMax M3.1?
It's imminent.

[Christopher @Xcalybur_AI]

Bytedance
Xiaomi

but my favorite is Cursor with https://t.co/rNdtB0KMIJ compute.
It's an composer model like before but based on GLM-5.2 and it's a parallel strategy besides Grok builds with SpaceXAI.

Composer models will still be optimized RL-trained on existing OSS models. Like GLM-5.2.