Divyan

Building Auctra - content that's verified before it carries your name. 2 decades in strategy & ventures. Be known for what you know.

[Divyan @Divyan]

Introducing Auctra, built for experts who should be more visible than they are.

It finds timely angles in the areas you want to be known for, creates posts, X threads, and articles in your voice, and checks claims before they carry your name.

Be known for what you know.

[Divyan @Divyan]

7/7

The model is becoming a replaceable component.

The strategic asset is the operating layer around it: context, evaluation, governance, security, routing, continuity.

Those who design that layer now - and test it before an incident - will outlast those just buying AI seats.

[Divyan @Divyan]

1/7

One of the biggest AI stories today is not simply that GPT-5.6 Sol compromised part of Hugging Face’s infrastructure during an internal cyber evaluation.

It's how transparently both companies handled it - and what it teaches every enterprise about operating AI at scale.

[Divyan @Divyan]

6/7

Enterprises need more than a list of approved AI tools.

They need a model operating strategy: task-based routing, context portability, self-hosted options for sensitive workloads, tested fallbacks, quality gates, and clear rules for when each model is used.

[Divyan @Divyan]

Live now, start free: https://t.co/xFPpB5NTRU

[Divyan @Divyan]

The best expertise doesn't only think in English.

As of today, it doesn't have to publish in it either - Auctra now drafts and verifies content in 23 languages. Every claim still checked before it carries your name.

Be known for what you know. In your language.

[Divyan @Divyan]

5/5

GRAI Branded Deal Reports handle:

Residential rentals. STR. BRRRR. Fix-and-flip. Commercial income. Development land. Personal-use purchases. Listing-seller analysis.

$49 per report. No subscription.

Start with a free property preview:
https://t.co/zUuCzMDZda

[Divyan @Divyan]

1/5

9.5% gross yield.

-$547/month cash flow.

Same property.

The free preview found the opportunity. The full underwriting found the problem.

Today we’re launching @GRAI_AI Branded Deal Reports for agents who need to answer:

“Does this deal actually work?”

[Divyan @Divyan]

4/5

GRAI does not pretend every answer is equally certain.

If evidence is weak, it says what is missing, labels the assumptions and tells the agent what to verify next.

Because the only AI you can confidently put in front of a client is one that knows when not to bluff.

[Divyan @Divyan]

@jack More of my work is shifting to this mode. As the models get better especially at context, it’s interesting to see them suggesting the next move, prioritizing them and then building out whatever is needed. The true saving is the cognitive load being reduced plus speed to market.

[Divyan @Divyan]

Try Auctra (free, no card): https://t.co/xFPpB5NTRU

And the full breakdown of everything in this thread: https://t.co/RTmFLHD3TU

[Divyan @Divyan]

1/ Being good at your job is no longer enough. Being known for it is the new career currency.

Some numbers that should change how every expert thinks about publishing: 🧵

[Divyan @Divyan]

8/ Visibility gets you discovered. Credibility gets you trusted.

The experts who treat public thinking as an asset class will own the next decade of their markets.

Full breakdown + the product in my next tweet ↓

Be known for what you know.