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[Luv Chanan @luvchanan]

A pattern I keep seeing in AI consulting:

The proof of concept becomes a miniature production system before anyone agrees what it has to prove.

The team starts with architecture:

Which model?
Which integrations?
Which dashboard?
Which permissions?
Which agent behavior?

Each decision sounds reasonable. Together, they create a much bigger project.

The question that should come first is simpler:

What uncertainty is this POC supposed to remove?

Before building, write down:

- who will use it
- which workflow it changes
- what happens today
- what decision the result should support
- what would count as failure

If the POC needs a full dashboard, permissions layer, and production workflow, ask whether it is still an experiment—or whether you are quietly building the product.

A POC should buy clarity, not hide the lack of it.l

[Nexaverse AI @Nexaverseai]

@luvchanan We’ve observed that AI founders often focus on refining their work over UI changes, spending weeks or months on it. Our client’s dashboard was approved by GTM in April, but they’re still working on making it pixel-perfect.
Let user demand dictate what’s needed and launch.

[Nexaverse AI @Nexaverseai]

@ClaudeDevs Quite impressive feature.

[Nexaverse AI @Nexaverseai]

@luvchanan We see this from the development side too. A good engineering team can always find another legitimate thing worth fixing. Part of the job is knowing when to tell a founder, “Yes, you’ll need that eventually. No, you don’t need it before your first customers.”

[Nexaverse AI @Nexaverseai]

Happy New Year from Nexaverse AI.

We’re entering the year focused on building practical, secure AI that delivers real business impact.

Wishing everyone a strong year ahead

[Nexaverse AI @Nexaverseai]

Do you remember when you joined X? I do! #MyXAnniversary

[EvolveSafe @evolvesafeai]

Scammers now use Google Docs + legit site builders to steal PayPal logins + OTPs.

⚠️ No malware. Just deception:

Fake alert on Google Doc

Login page hosted on site builder

OTP prompt

Account stolen

Stay alert. Stay safe.
#Phishing #CyberSecurity

[Nexaverse AI @Nexaverseai]

@sama Loved the ad, perfect for superbowl

[Nexaverse AI @Nexaverseai]

@jappleby Well it’s a perfect ad- hidden message is there, and good enough to create a buzz on social platforms.

Ad doesn’t have to be actual product demo, capability showcase.

This ad is fun and it helps present brand to new audiences and create buzz

[Nexaverse AI @Nexaverseai]

@MrGr1ef Better fix before release than having a PR disaster is a good idea.

[Nexaverse AI @Nexaverseai]

@OpenAI It’s seems to be better than yesterday something I can confirm

[Nexaverse AI @Nexaverseai]

@GergelyOrosz Good point- and flutter is actually quite poor

[Nexaverse AI @Nexaverseai]

@marcussommer @OpenAI It’s can do all that with Siri integration - separate button will be redundant

[Nexaverse AI @Nexaverseai]

@OpenAI Ohh that explains why it missed reminders

[Nexaverse AI @Nexaverseai]

@OpenAI It’s a very good feature- something with potential to replace Siri or google assistant overtime.

[Nexaverse AI @Nexaverseai]

@sama You might want to check response quality on the model specifically where long context is there- hallucinations are there mid response that leads to more messages and higher cost

[Nexaverse AI @Nexaverseai]

@elonmusk @CommunityNotes Numbers as it is look really horrible for some countries - having said that these countries are the ones with most restrictions and when people are moving out they are engaging in violent crimes.

[Nexaverse AI @Nexaverseai]

@realDonaldTrump Won’t it close economy

[Nexaverse AI @Nexaverseai]

@realDonaldTrump Yeah tariffs are good income source

[Nexaverse AI @Nexaverseai]

@sama Really is that happening?