Ansh Deb

Helping Businesses Never Miss Another Customer with AI | @klariqoofficial @klrqafterhours

[Ansh Deb @iamanshdeb]

Telephony basics >> Voice AI demos

If you are getting into voice AI lately don’t be one of the linkedin bros to share fancy demos. They fall flat in production.

Learn atleast the basics of telephony stack (rtp, sip trunk, jitter management etc) and you are already 10x ahead

[Ansh Deb @iamanshdeb]

Check out my latest article: I Added an AI Agent to VICIdial in 10 Minutes. Here's Exactly How! https://t.co/Rk4gNnwZPv

[Ansh Deb @iamanshdeb]

When you don't wanna tell the world that you are jobless, just say that you are working on a Stealth Startup.

When asked for details, just say it's under NDA.

Follow for more business hacks.

[Ansh Deb @iamanshdeb]

Global productivity has hit a sudden wall today. 📉

Thousands of startups have paused their multi-million dollar expansion plans. "Proprietary algorithms" worldwide have suddenly ceased to function. Deep tech roadmaps are on an indefinite standstill.

In unrelated news, Claude is down.

Sending strength to everyone currently having to write their own emails and code this morning. 🕯️

[Ansh Deb @iamanshdeb]

Day 5 of our pilot. Client asks "do you guys do outbound too?"

Set them up on a second vertical before the first one finished.

Best sales pitch is a product that sells itself.

Couldn't be happier.

[Ansh Deb @iamanshdeb]

Question for all the folks who are working on VOICE AI lately. How the heck do you guys solve the voicemail issue for outbound callers? Custom setup with keywords, or what exactly is working consistently for you guys right now?

[Aman @Amank1412]

I don’t care about benchmarks.
I don’t care what other LLMs are doing.

This is our own Indian LLM.
Built here. Trained here. Growing here.

That’s enough for me.

[Ansh Deb @iamanshdeb]

@SarvamAI @SarvamForDevs You guys are killing it.

[Disha🪻 @Disha16twt]

Sarvam AI cooked frrr

[Harveen Singh Chadha @HarveenChadha]

Just to confirm all Sarvam models are foundational and trained from scratch… our models are not finetuned of any open source models

[Aaraadhya Saxena 🇮🇳 @ihailmyindia]

India literally had its own DeepSeek moment via Sarvam, yet it’s not even celebrated 1% the way China’s DeepSeek was celebrated by us, especially when Indians used that achievement to criticise India.

I seriously don't get it.

[Narendra Modi @narendramodi]

India AI Impact Expo 2026 was a powerful convergence of ideas, innovation and intent.

It showcased the extraordinary potential of Indian talent in shaping the future of Artificial Intelligence for global good.

Above all, it reaffirmed our commitment to harnessing AI responsibly, inclusively and at scale for human progress. Here are the highlights…

[Ansh Deb @iamanshdeb]

4/4) Everyone in AI is racing to show what their product CAN do.

I've realized the real question is: what will it NOT do?

That's what earns trust.

[Ansh Deb @iamanshdeb]

I once paid $500 out of pocket because my AI approved a refund without asking the business owner.

Here's what I learned: 🧵

[Ansh Deb @iamanshdeb]

3/4) That week I started building what we now call "Guardrails" - a list of 150+ things our AI will NEVER do.

- Never approve refunds without owner confirmation
- Never quote prices outside the approved list
- Never promise timelines it can't verify
..and 176 more.

[Ansh Deb @iamanshdeb]

@alexwtlf Definitely Claude Code. Its literally a part my routine now.

[Ansh Deb @iamanshdeb]

The core engineering logic is changing.

The job roles are changing.

A successful CEO’s toolsets are changing.

The next some years will decide who stays and who becomes history.

[Boris Cherny @bcherny]

@big_duca Someone has to prompt the Claudes, talk to customers, coordinate with other teams, decide what to build next. Engineering is changing and great engineers are more important than ever.

[Ansh Deb @iamanshdeb]

@HarryStebbings Living this right now. I run 4 AI agents that coordinate my entire company.

They don't care what tools I use. They care about:

- Can I read/write data via API?
- Is the data structured?
- Can I trigger actions programmatically?

Zero retraining. They just read the new API docs.

[Ansh Deb @iamanshdeb]

@Dan_Jeffries1 The good thing is that the comparative bias is also getting stronger. More slop means actually good products shine brighter. I always thank the wrappers and script kiddies for it. They are making my life easier.