Satyam

AI Lead | Building AI across the Real Estate lifecycle

[Satyam @HarshSatyam]

interviewed a Lead Data Scientist from a consulting firm

> no clue abt Coding Agents
> hasn't built anything in 2 yrs
> doesn't know how his own solutions were deployed

bro, AI is coming after you ! 💀

Senior folks should be building hands on at least 50 % time.

[Satyam @HarshSatyam]

@debsourya005 Done !

[Satyam @HarshSatyam]

Hiring Full Stack AI Engineer !

> job is to build with AI
> talk to business, find a problem, build it yourself ( frontend, backend etc)
> Own everything

Requirements
> 1-2 yrs of AI Native experience
> Hunger to experiment with AI

DM your portfolio !

[Satyam @HarshSatyam]

I literally keep saying this to everyone.

> as folks in tech ,we get too attached to the solution, how elegant /complex it is

> businesses cares about Outcome only !

[The Boring Marketer @boringmarketer]

what local businesses don't want:

- ai agents to chat with (creates work for them)
- skills for claude/gpt, etc.
- a knowledge graph / brain
- learning how to code & build internal tools
- automation with unclear business outcomes

what they do want:

- more calls, more customers, less headaches

keep the sauce as part of your internal process, sell outcomes and clarity. the fact that you use AI is a given

that is translated to the customer in terms of the value you create, the time you save them, and the price at which you deliver the outcomes

[Satyam @HarshSatyam]

@Prospernwo will check and reachout if found suitable

[Satyam @HarshSatyam]

@Prospernwo sure...go ahead...drop your profile here

[Satyam @HarshSatyam]

@yashwanthsai29 this is a genuine problem, I am also solving it.
but the challenge is the disconnected systems not talking to each other.

[Satyam @HarshSatyam]

@yashwanthsai29 It was great interacting with you as well. Happy to help.

Really liked your approach. Rooting for you.

[Satyam @HarshSatyam]

was getting into a comfort zone.

with AI moving so fast, this is the worst thing I can do to myself !

took some bold decisions. taking on some new challenges.
backing myself even more.

[Satyam @HarshSatyam]

@yashwanthsai29 This is the most important skill imo. its the bridge between Business & Tech. As you grow, this is really what matters.

[Satyam @HarshSatyam]

POV: you finish an AI Engineer interview and the candidate says :

“Best AI interview experience I’ve had till date ”
🫡

Candidate experience >>>

[Satyam @HarshSatyam]

@hijunedkhatri got this shock when hiring in my team.

pure demand supply play + a completely opaque product.

most enterprises have complete dependency on Salesforce CRM and then feature upsell & maintenance cycle continues.

[Satyam @HarshSatyam]

@yashwanthsai29 thats a great way of positioning. really helpful 👍🏻

[Satyam @HarshSatyam]

@kmeanskaran I follow a similar approach when I interview candidates.

understanding of what, why & how with ability to communicate matters.

you get to know about the buzzword candidates within the first 10 mins.

[Satyam @HarshSatyam]

this is spot on !

the model capabilities and the harness are evolving fast.

but the basics remain same
> data
> documentation

because context is the most imp piece of the puzzle

[Sai Yashwanth @yashwanthsai29]

Here's how I would build AI Agents for production in 2026. https://t.co/zzhB8c4gYg

[Satyam @HarshSatyam]

interviewed few folks for AI Engineer Role today !

one thing stood out clearly -

> people who know 'WHY' differentiate themselves

> those who know the 'WHY' behind their design choices' and can explain it

[Satyam @HarshSatyam]

#2 - AI Conversation Analysis

> Exploring @ElevenLabs STT

- Started with multi channel WAV
- Split into per-speaker mono files

Thought it'd save cost 🤦🏻‍♂️ Nope !
- Each file = separate API call → ~2× cost

Next challenge :
Stitching transcripts into turn-by-turn dialogue

[Satyam @HarshSatyam]

Interviewed an AI Engineer

> 4+ yr of exp, impressive resume
> Projects across multimodal LLMs and Voice AI

> but struggled in explaining the problem statement and the approach

in interviews,

ability to communicate what problem you solved and how you solved it >>>> Tech

[Satyam @HarshSatyam]

#1 - AI Conversation Analysis

> evaluating the right STT model

priority
- transcription accuracy
- Indic support (hindi, marathi)
- code switching (hinglish)
- speaker diarisation

latency not a concern

benchmarking @SarvamAI and @ElevenLabs for now !