JATIN PARMAR - AI ARCHITECT

Absolutely. If you want a GCP architecture-based demo for an AI/GenAI project, here's a strong one you can use for an interview or presentation.
🚀 Demo: Enterprise GenAI RAG Assistant on GCP
1. High-level architecture
┌──────────────────────┐
│ User / Web App │
│ Next.js / React │
└──────────┬───────────┘
│
▼
┌──────────────────────┐
│ Cloud Load Balancer│
└──────────┬───────────┘
│
▼
┌──────────────────────┐
│ Cloud Run │
│ FastAPI AI Backend │
└──────────┬───────────┘
│
┌─────────────────┼─────────────────┐
│ │ │
▼ ▼ ▼
┌───────────┐ ┌──────────────┐ ┌────────────┐
│ IAM │ │ Vertex AI │ │ BigQuery │
│ Security │ │ Gemini │ │ Analytics │
└───────────┘ └──────┬───────┘ └────────────┘
│
▼
┌──────────────────┐
│ RAG / Retrieval │
└────────┬─────────┘
│
┌────────▼─────────┐
│ Vector Search / │
│ Vertex AI Search │
└────────┬─────────┘
│
┌────────▼─────────┐
│ Cloud Storage │
│ PDFs / Docs │
└──────────────────┘
2. Demo flow
Imagine an employee asks:
"What is our company's travel reimbursement policy for international trips?"
The request goes:
User → Cloud Run → RAG retrieval → Vertex AI Gemini → Answer
The backend first searches company documents rather than asking Gemini to answer from its general knowledge.
3. Document ingestion
PDF / DOCX
↓
Cloud Storage
↓
Document Processing
↓
Chunking
↓
Embeddings
↓
Vector Index
For example:
travel_policy.pdf
↓
"International hotel reimbursement..."
↓
Chunk 1
Chunk 2
Chunk 3
↓
Embedding vectors
↓
Vector Search
4. Query-time RAG
User Question
↓
Embedding
↓
Semantic Search
+
Keyword Search
↓
Top-K Documents
↓
Reranking
↓
Context
↓
Gemini
↓
Grounded Answer + Citations
This is particularly useful for an enterprise RAG architecture, because you can enforce document-level permissions before sending context to the LLM.
5. GCP services
Requirement
GCP service
LLM
Vertex AI / Gemini
AI embeddings
Vertex AI
Application API
Cloud Run
Documents
Cloud Storage
Search/vector retrieval
Vertex AI Search / Vector Search
Analytics
BigQuery
Authentication
IAM / Identity Platform
Secrets
Secret Manager
Monitoring
Cloud Monitoring + Logging
CI/CD
Cloud Build / Cloud Deploy
Container registry
Artifact Registry
6. The architecture story for an interview
You can explain it like this:
"I designed the system using a RAG-first architecture on GCP. Cloud Run hosts the stateless FastAPI service, while Cloud Storage acts as the document source. Documents are processed, chunked and embedded into a searchable vector index. At query time, we combine semantic retrieval with keyword retrieval and reranking. The retrieved context is passed to Gemini through Vertex AI to generate a grounded response. IAM controls access, Secret Manager protects credentials, and Cloud Logging and Monitoring provide observability."
Then add your engineering decisions:
"I deliberately separated the retrieval layer from the model layer. This gives us model portability, so we can change the LLM without redesigning the entire retrieval architecture. I also introduced retrieval-quality evaluation, hallucination checks and regression tests as part of the deployment pipeline."
That last part makes the demo sound much more like a Senior AI Architect discussion rather than simply "I called Gemini API." 😄

2 weeks ago | [YT] | 0

JATIN PARMAR - AI ARCHITECT

AI tools to increase your productivity in 2026 👇

1/ Granola:
www.granola.ai/

2/ Reclaim AI:
reclaim.ai/

3/ Mem:
mem.ai/

4/ Shortwave:
www.shortwave.com/

5/ Browse AI:
www.browse.ai/

1 month ago | [YT] | 0

JATIN PARMAR - AI ARCHITECT

Dear  hello collegions,

I’m reaching out to share a selective internship opportunity for students from College who are looking to gain practical experience before the placement season.

This is a Campus Ambassador role where selected students work closely with our team on student engagement, outreach, and campus-level initiatives.

What you will be involved in:

Representing Corizo within your college network

Coordinating student participation in programs

Working on structured outreach and engagement activities

What you gain:

Practical exposure to real execution work

Experience that adds measurable value to your resume

Performance-based stipend (up to ₹25,000)

Certificate and offer letter

This role is best suited for students who want to build confidence, communication, and real-world experience alongside academics.

Important: This is not a technical or domain-specific internship.

If you are comfortable with a role that involves interaction, initiative, and ownership, you can apply below:

forms.gle/Eg3PdN1HLLidezYf7

Applications are being closed shortly once the required number of active candidates is reached.

#hiring #intership #apply #immediatly
#trending #subscriber #100k

2 months ago | [YT] | 0

JATIN PARMAR - AI ARCHITECT

Gemini Ai agent


www.linkedin.com/safety/go/?url=https%3A%2F%2Fclou…

5 months ago | [YT] | 0

JATIN PARMAR - AI ARCHITECT

How to (finally) create infographics with AI:




1. Go to YouTube



2. Find a long lecture. Copy the URL.



3. Paste it in Gemini with this prompt:



"Analyse deeply the content of this video [YT URL]"



Let Gemini process the video.



4. Click Tools → Create images.



5. Prompt Gemini again:



"Generate an infographic. Turn this transcript into a cheatsheet with key takeaways and give final output as 9:16 image"


This is how you turn any video in a visual summary.



6. Use this prompt guide:

♻️ Restack this if you learned something.

10 months ago (edited) | [YT] | 0

JATIN PARMAR - AI ARCHITECT

#my #trending #ai #tools

Hi JATINKUMAR,

Good news: Your AI underwear bra design generator is getting popular. It has been viewed 5,000 times.

You can view all your stats here:

theresanaiforthat.com/@jhparmar/underwear-bra-desi…

Create more mini tools for free and take advantage of our user base of millions.

Best,
There's An AI For That

10 months ago | [YT] | 0

JATIN PARMAR - AI ARCHITECT

*OpenAI just dropped 11 free prompt courses.*

It's for every level (I added the links too):

✦ Introduction to Prompt Engineering
↳ academy.openai.com/public/videos/introduction-to-p…

✦ Advanced Prompt Engineering
↳ academy.openai.com/public/videos/advanced-prompt-e…

✦ ChatGPT 101: A Guide to Your AI Super Assistant
↳ academy.openai.com/public/videos/chatgpt-101-a-gui…

✦ ChatGPT Projects
↳ academy.openai.com/public/videos/chatgpt-projects-…

✦ ChatGPT & Reasoning
↳ academy.openai.com/public/videos/chatgpt-and-reaso…

✦ Multimodality Explained
↳ academy.openai.com/public/videos/multimodality-exp…

✦ ChatGPT Search
↳ academy.openai.com/public/videos/chatgpt-search-20…

✦ OpenAI, LLMs & ChatGPT
↳ academy.openai.com/public/videos/openai-llms-and-c…

✦ Introduction to GPTs
↳ academy.openai.com/public/videos/introduction-to-g…

✦ ChatGPT for Data Analysis
↳ academy.openai.com/public/videos/chatgpt-for-data-…

✦ Deep Research
↳ academy.openai.com/public/videos/deep-research-202…

ChatGPT went from 0 to 800 million users in 3 years. And I'm convinced less than 1% master it.

It's your opportunity to be ahead, today. Credits - Niraj Lunavat

10 months ago | [YT] | 0

JATIN PARMAR - AI ARCHITECT

#OPENAI IS #FREEABLE #1 #YEARS #INDIA #PLS #APPLY #LIMITESD #TIMES

11 months ago | [YT] | 0

JATIN PARMAR - AI ARCHITECT

#HappyBirthday from all of us at the International Youth Math Challenge! We hope your day is filled with joy and perhaps even a bit of mathematics to make it extra special.



As part of your birthday celebration, we've prepared a few mathematical facts related to your birth date 1999-10-29:



29 is the smallest prime of the form 7n + 1

10 is equal to the sum of the first primes 2 + 3 + 5

1999 is a prime number




As a member of the IYMC community, you are part of a global network of math enthusiasts. Keep exploring, questioning, and celebrating the beauty of mathematics!



#hiring #birhday wishing #math #technique

11 months ago (edited) | [YT] | 0

JATIN PARMAR - AI ARCHITECT

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11 months ago | [YT] | 0