Md. Amir Hossain

Building InvestorHints — auditable investing tools
No black-box AI. Just transparent math.
Sharing real metrics + lessons.

[Md. Amir Hossain @ViveScript]

At 2 AM, your website should still be closing bookings—not losing them. 🌙 Meet ViveReply Concierge: live availability, exact quotes, draft bookings, and seamless staff handoffs—right on your resort website.

[Md. Amir Hossain @ViveScript]

Excited to have earned a certificate for completing Vultr: Agent Rush Hackathon AI Hackathon on https://t.co/wo5SJjKaat! 🏆

https://t.co/VA5GaBjueY #lablabai #AIHackathon

[Md. Amir Hossain @ViveScript]

SuiteScout — ViveReply's Resort PMS sales agent #salesops #vultr https://t.co/QIUunt34I1 via @YouTube

[Md. Amir Hossain @ViveScript]

I shipped my build for Yard #6 on @HackyardSocial 🛜

One week. One theme. One build.

Voting's open: go see all the builds and vote for your favorite. https://t.co/N81ru7mYJM

[Md. Amir Hossain @ViveScript]

https://t.co/GcaDoGJUmN

[Md. Amir Hossain @ViveScript]

@startupbuffer @anupartha I would like to share my recent build, please check what I just finish building today

https://t.co/QqeAfd9JbH

[Md. Amir Hossain @ViveScript]

At 2 AM, your website should still be closing bookings—not losing them. 🌙 Meet ViveReply Concierge: live availability, exact quotes, draft bookings, and seamless staff handoffs—right on your resort website.

[Md. Amir Hossain @ViveScript]

The problem: independent resorts have no night front desk. Guest inquiries at 2 AM go unanswered — or worse, get a wrong price from a generic chatbot.

A wrong answer is worse than silence.

[Md. Amir Hossain @ViveScript]

@Joi2James My final project is submitted, you can find update here: https://t.co/QqeAfd9JbH

It'de be nice and helpful, if you re-tweet this.

#MetaAIHackathon

[Md. Amir Hossain @ViveScript]

At 2 AM, your website should still be closing bookings—not losing them. 🌙 Meet ViveReply Concierge: live availability, exact quotes, draft bookings, and seamless staff handoffs—right on your resort website.

[Md. Amir Hossain @ViveScript]

My final project is submitted, you can find update here https://t.co/QqeAfd9JbH

#MetaAIHackathon

[Md. Amir Hossain @ViveScript]

At 2 AM, your website should still be closing bookings—not losing them. 🌙 Meet ViveReply Concierge: live availability, exact quotes, draft bookings, and seamless staff handoffs—right on your resort website.

[Md. Amir Hossain @ViveScript]

I'm joining the Meta Global AI Developer Hackathon. Solo, Startup track, building Vivereply Concierge — an AI front-of-house for resorts. Building in public for 9 days. Day 1/9 🧵

#MetaAIHackathon #BuildWithMetaAI

[Md. Amir Hossain @ViveScript]

@966watan @stccare_ksa Hello, my final project is submitted, you can find update here: https://t.co/QqeAfd9JbH

It'de be nice and helpful, if you re-tweet this.

#MuseAI #MetaAIHackathon

[Md. Amir Hossain @ViveScript]

At 2 AM, your website should still be closing bookings—not losing them. 🌙 Meet ViveReply Concierge: live availability, exact quotes, draft bookings, and seamless staff handoffs—right on your resort website.

[Md. Amir Hossain @ViveScript]

At 2 AM, your website should still be closing bookings—not losing them. 🌙 Meet ViveReply Concierge: live availability, exact quotes, draft bookings, and seamless staff handoffs—right on your resort website.

[Md. Amir Hossain @ViveScript]

@ConWanZo My final project is submitted, you can find update in this thread: https://t.co/QqeAfd9JbH

#MuseAI #MetaAIHackathon

[Md. Amir Hossain @ViveScript]

At 2 AM, your website should still be closing bookings—not losing them. 🌙 Meet ViveReply Concierge: live availability, exact quotes, draft bookings, and seamless staff handoffs—right on your resort website.

[Md. Amir Hossain @ViveScript]

@remote_lance My final project is submitted, you can find update in this thread: https://t.co/QqeAfd9JbH

#MuseAI #BuildSolo

[Md. Amir Hossain @ViveScript]

At 2 AM, your website should still be closing bookings—not losing them. 🌙 Meet ViveReply Concierge: live availability, exact quotes, draft bookings, and seamless staff handoffs—right on your resort website.

[Md. Amir Hossain @ViveScript]

@SantanaFrost17 My final project is submitted, you can find update in this thread: https://t.co/QqeAfd9JbH

#MetaAIHackathon

[Md. Amir Hossain @ViveScript]

At 2 AM, your website should still be closing bookings—not losing them. 🌙 Meet ViveReply Concierge: live availability, exact quotes, draft bookings, and seamless staff handoffs—right on your resort website.

[Md. Amir Hossain @ViveScript]

@JackHFIL My final project is submitted, you can find update in this thread: https://t.co/QqeAfd9JbH

#MetaAIHackathon

[Md. Amir Hossain @ViveScript]

At 2 AM, your website should still be closing bookings—not losing them. 🌙 Meet ViveReply Concierge: live availability, exact quotes, draft bookings, and seamless staff handoffs—right on your resort website.

[Md. Amir Hossain @ViveScript]

Live now:
🤖 https://t.co/CKMXfGjTO6
🏝️ Demo resort: https://t.co/TyY0oZo1oB
💻 https://t.co/jwsE1G2Lrh
Solo founder. 10 days. One honest loop, done right.

#MetaAI #BuildWithMeta #AI #Hackathon

[Md. Amir Hossain @ViveScript]

At 2 AM, your website should still be closing bookings—not losing them. 🌙 Meet ViveReply Concierge: live availability, exact quotes, draft bookings, and seamless staff handoffs—right on your resort website.

[Md. Amir Hossain @ViveScript]

Proven live, not mocked:
✅ 19/19 behavioural evals (incl. injection attacks)
✅ 10/10 live probes
✅ 98/98 unit tests
✅ Real PENDING draft with real confirmation code

#MetaAIHackathon #BuildWithMetaAI

[Md. Amir Hossain @ViveScript]

Built on Muse Spark via the Meta Model API. Every turn runs a tool-use loop over room-scoped tools from the property's own catalogue.

The model reasons. The tools execute. Honesty is the architecture, not a filter.

[Md. Amir Hossain @ViveScript]

The Concierge chats on the resort's own website — in Bengali or English — checks LIVE availability, quotes the EXACT price (2 × ৳14,500 = ৳29,000, server-computed), and creates a real booking draft.

When it doesn't know? It says so and hands off to staff. Never invents.

[Md. Amir Hossain @ViveScript]

The problem: independent resorts have no night front desk. Guest inquiries at 2 AM go unanswered — or worse, get a wrong price from a generic chatbot.

A wrong answer is worse than silence.

[Md. Amir Hossain @ViveScript]

We just submitted to the Meta Global AI Hackathon 🏨

ViveReply Concierge — an AI front-desk agent for resorts. The front desk that never sleeps, and never invents.

Here's what we built in 10 days 🧵

#MetaAIHackathon #BuildWithMetaAI