Amarnadh Reddy

AI/ML Engineer | Credit Card Enthusiast | Loves Traveling

[Do Baniye - Credit Cards, Travel & Lifestyle @DoBaniye]

🇮🇳 Thread of Threads: Exploring India

Over the last few years, we've travelled across India: road trips, luxury stays, wildlife safaris, hidden villages, hill stations, beaches & everything in between.

We're compiling all our India travel threads in one place. Bookmark & share this thread & we'll keep adding every new destination here❤️🧵

[Amarnadh Reddy @amarnadh1998]

@AlfieJCarter Cowork

[Amarnadh Reddy @amarnadh1998]

@AlfieJCarter OS

[Blaze @browomo]

This Chinese guy created agents in Claude Code for landing pages and single-handedly serves 47 small businesses a month, taking $400 from each.

He built a system of 7 agents on Claude Sonnet 4.6 that analyzes Google Maps in small towns, finds small businesses without websites there, and over 1 weekend takes each one to a finished mockup with video and cold message.

No assistant, no sales team, no SDR. Just him, a MacBook, an iPhone, and 1 API key.

And traditional web design agencies keep teams of 8 people on salary for the same order flow, while his expenses are only tokens and subscriptions to Lovable, Higgsfield, and Calendly.

7 agents work through 1 orchestrator on Claude Code Router. Usage is about 3 million tokens a day, the average API bill is about $480 a month.

All 7 go through MCP servers and write shared state to the file system, without shared state in memory and without race conditions, and 1 of them lives right in the iPhone and picks up positive replies from the subway, a taxi, or on walks.

And here is the system prompt he put into the orchestrator before launch:

"You are the orchestrator of a solo agency that sells ready-made websites to local businesses. You delegate read-only tasks to 6 sub-agents and own all writes.

sub-agents:

// Scout (walks through Google Maps in selected cities, looks for narrow niches: 5+ years on the map, fewer than 50 reviews, no website or a website from 2014, but high ratings)
// Diagnoser (for each lead writes a 50-word diagnosis, hero angle, tone matched to the industry, and a cold message under 70 words)
// Builder (generates a landing page mockup in Lovable through MCP only for the top 5 leads per day, with the sharpest diagnoses and the biggest gap)
// Filmer (pulls 5 screenshots of the mockup and through Higgsfield renders a 10-second vertical video 1080x1920 with a soft zoom)
// Pitcher (sends a personalized cold message through the right channel for the niche: email to roofers, SMS to tradesmen, IG DM to salons, LinkedIn to realtors)
// Checker (runs every message through evals for personalization, absence of AI markers and buzzwords before sending)
// Mobile (lives in the iPhone, handles positive replies in real time, books Zoom calls in Calendly through MCP while the owner is on the go).

You never let 2 sub-agents touch 1 lead. You stop and request approval from the human only when a deal exceeds $3,000 or the reply rate in a niche for the day drops below 12%."

Meaning the system knows what it is and within what boundaries it is allowed to act.

It knows it is supposed to find leads on its own.

It knows it is supposed to take each one to a mockup, video, and cold message without intervention.

It knows the human only steps in when a deal goes above $3,000 or the reply rate stops converging.

→ The system runs 24 hours a day

→ Scout goes through about 220 local businesses on Google Maps per day and leaves 30 new leads in the queue

→ Diagnoser outputs 30 structured diagnoses + briefs + cold messages per day

→ Builder assembles 3 to 5 finished landing pages in Lovable for the sharpest leads

→ Filmer renders a 10-second vertical video in Higgsfield for each one

→ Pitcher sends 30 personalized messages per day across 4 channels with a reply rate of about 14%

→ Checker runs every message through evals before sending

And only when a deal breaks $3,000 or the reply rate for the day drops below 12% does the orchestrator wake the owner.

And when the owner at that moment is sitting in the subway or a taxi, the Mobile agent in his iPhone picks up 1 move on its own: replies to a fresh positive reply from a dentist, books a Zoom through Calendly synced to the local time of the client, and puts the lead back in the queue. The owner only has to tap "approve" and in just 10 minutes join the call.

Here is what the system writes in his log during 1 of the Saturdays:

"scout report: 218 businesses checked in Austin, Denver, and Miami, 34 without a website, 19 with a website from 2014, 6 with an active redesign request in reviews. passing top 30 to diagnoser."

"pitcher: 30 cold messages sent across 4 channels, 14 replies, 5 positive, 3 Zoom calls booked for Sunday. passing to closer."

"builder: landing page for Westside Cosmetic Dentistry built in Lovable, 5 sections, mobile, soft beige. URL placed at /Users/dev/maps-agency/clients/westside/v1. filmer launching Higgsfield."

"eval flag: deal with The Lotus Salon at $3,400 exceeds the approved limit of $3,000. sending for manual review."

He has no server of his own and no separate backend.

Just a local file sandbox at /Users/dev/maps-agency, an MCP router, 1 API key to Claude, and the same key forwarded to Claude Code on his iPhone.

Out of everything I have seen this year, this is the cleanest one-person agency for selling websites to small businesses: $480 a month on the API, about $18,800 into the account, and between them 7 prompts, 1 file system, and 1 phone in the pocket.

[Amarnadh Reddy @amarnadh1998]

Just came across a funny tool that'll roast us based on our LinkedIn profile - how easy can AI replace us ?
Checkout the tool - https://t.co/OeUIhiGcOL

[Aravind Srinivas @AravSrinivas]

What has Perplexity been up to last two months? We've silently been working on the next big thing: Perplexity Computer. Computer unifies every current capability of AI into a single system. Files, tools, memory, and models, orchestrated together, working for you.

[Amarnadh Reddy @amarnadh1998]

Andrew Yang’s latest piece doesn’t just predict fewer office days – it predicts the end of the office itself. A brutal, numbers‑driven look at how AI could hollow out white‑collar work, downtowns, and the college premiums.
https://t.co/zjBZ3qu7sX

[Amarnadh Reddy @amarnadh1998]

The movements of these humanoid robots are too good

[Rohan Paul @rohanpaul_ai]

2025 vs 2026 from Chinese Spring Festival Gala shows speed of progress.

In 2025 they basically just stood.

In 2026, the robots transformed them into kung fu warriors, doing backflips, drunken fist, and nunchaku with seamless, pinpoint precision

[Amarnadh Reddy @amarnadh1998]

@Ohknotdead @skh27 Yes, I received the product.

[Amarnadh Reddy @amarnadh1998]

@redbrs2118 @skh27 It's alibaba app

[Amarnadh Reddy @amarnadh1998]

@tanyarajhans7 Getting even more FOMO'd after returning back 🥲🥲🥲

[Arpit Bhayani @arpit_bhayani]

No company can give you the most exciting, challenging, and impactful project around the year, so the ups and downs in the kind of work you'd get are expected.

On average, you would get 4 months of high-impact work, 4 months of moderate work, and 4 months of mundane work in a year. Instead of feeling bad about it, leverage the time and energy to advance your career and secure more impactful projects in the future.

Remember, the most important and impactful project is not given to the smartest engineer, but it is given to the one holding the track record of getting things done well and on time. The trust you instill by doing grunt work or maintenance would and should put you in a position to get the most impactful project.

Given that the maintenance work does not eat up a lot of your mental bandwidth, use this breathing room to identify more significant problems within your organization. Spend time digging deeper into systemic issues, find a solution, create a project plan, and present it to the leadership. This showcases your initiative and capacity for impactful contributions.

When I was given some mundane work, I used the additional time to figure out the root cause of recurring outages and proposed an architecture change to solve it once and for all. Because I was thorough with my homework, it became a no-brainer for leadership to approve.

You can also use this time to enhance your visibility and influence within your organization. The easiest of all is to use this time to hold tech talks and mentor early engineers. These interactions will make it more likely that you'll be top of mind when exciting projects are conceived.

To be honest, this is what I did at all of my stints across all the companies I have worked at. I gave talks on some of the lessons learned from past projects, new industry trends, or introductions to new technologies. This helped me establish a good reputation within the org.

Remember, every phase cannot be exciting, but it is important to know how to leverage it well. Impactful projects will not be served to you on a silver platter; you need to earn them.

[Ashish Lath @ashishlath]

Tonight’s the night!

Watch our @savesage_club pitch on @sharktankindia – Season 5 today:

- 8 PM on @SonyLIV
- 10 PM on @SonyTV

Do tune in, cheer for us, and let me know what you think.

See you in the Tank! 🦈

[Amarnadh Reddy @amarnadh1998]

@Bhushan_Tal_27 Eterna

[ET Money @ETMONEY]

Predicting the “best asset class” is difficult.

For instance, Indian equities beat Gold, Silver and US Equities in 2023.

But has lagged all three for the past 2 years.

A better approach is asset allocation, where different assets balance each other out.

Source: @EdelweissMF

[Amarnadh Reddy @amarnadh1998]

@SartanparaYash @CCMiles2Go @ccg33k @CardMavenIn @CardNiti @cards_wizard @gurumilespoints @smartspendcode @FinPaal @ankurmittal @milestrader But I have been applying this for last 10days or so, it's showing a page like this , immediately after filling my initial details i.e very first page. Any idea why ?

[Kanishk @kanishkrazdan]

we just launched something that should've existed years ago

a transfer calculator that shows you EVERY way to move points between programs (including hop based transfers x → y → z)

no login required. completely free.

thread 🧵

[Amarnadh Reddy @amarnadh1998]

@pointperkspicks Congrats and keep going 👏🙌🙌

[Amarnadh Reddy @amarnadh1998]

@ameyakarve @ccg33k @suritalreja @greatindianmile For me Gemini Flash 2.5 Reasoning FTW for most tasks, recently using the free limits of Openai(if we agree to train on our data).