Raja

Supply Chain Pro 📦 optimizing systems with AI 🤖. Sharing strategies to build passive income using Tech & Finance. Follow to automate your wealth. 🚀

[Raja @Shahbazay07]

Looking for best resources to November a subject matter expert on AI ENGINEERING from a complete novice state. All suggestions welcomed

[Reads with Ravi @readswithravi]

I’m in love with this sentence:

“The strongest version of you is buried under the habits you're afraid to break.”

[Raja @Shahbazay07]

https://t.co/zy9izDSExQ

[Raja @Shahbazay07]

https://t.co/S9FRCXUILN

[Raja @Shahbazay07]

https://t.co/p5hAPKJ3bA

[Raja @Shahbazay07]

Steal the role contracts. Week one = one exception family.

First on the leash — late PO, capacity clash, or forecast bias?

#SupplyChain #AI #DigitalTransformation

[Raja @Shahbazay07]

MRP looks confident — then the exception queue detonates.

Not a model problem: a workflow problem in an AI costume.

No shared state, exception shell, or buyer gate = MRP with no BOMs / frozen horizon.

Ship the exception workflow. Keep the agent on a leash.
#SupplyChain #AI

[Raja @Shahbazay07]

Late PO, control-tower style:

1) Exception (trigger, owner, done-when)
2) Scout: evidence pack (facts + sources)
3) Drafter: packet + blast radius
4) Buyer/planner gate before ERP write
5) Commit + audit trail

Pass: one approved write to the real plan.
#ExceptionManagement #AI

[Raja @Shahbazay07]

Your keyboard is becoming the bottleneck.

Google just shipped Gemini 3.8 Live and 3.8 Live Extended Thinking — models built for near real-time voice dialogue that can reason and speak at the same time on harder tasks.

The shift isn't better answers. It's AI you work with out loud while it runs multi-step jobs in the background.

If you're still doing type, wait, copy-paste, you're optimizing the wrong interface.

What's the first real task you'd hand a live voice agent — not a demo, an actual job?

[⭐️ @a5troJ]

Locked in!!!! 📚🎓💕

[Laras @Larasvisusls]

No one is coming to save you. So study. 📚

[Malvin @ManOfFocus_]

Dear son,

[Isla @islaboards]

Study so hard that you never have to introduce yourself.

[Laras @Larasvisusls]

Getting obsessed with studying is one virtue that has kept me going.

[Laras @Larasvisusls]

Get obsessed😍

[Laras @Larasvisusls]

No one is coming to save you. So study. 📚

[Raja @Shahbazay07]

@farman4x 96

[Raja @Shahbazay07]

@bot When will you fix the usage consumption rates?