Express YourSelf !

LTM Large Teleco Model : SoftBank is pioneer. Here is WhitePaper by GSMA https://www.gsma.com/get-involved/gsma-foundry/gsma_resources/white-paper-large-telecom-models/

Llama Nemotron Reasoning Model. Open source by NVIDIA on HF

https://www.nvidia.com/en-in/ai-data-science/foundation-models/nemotron/

https://arxiv.org/pdf/2505.00949

AI Factory is a specialized, integrated infrastructure designed to manage the entire AI lifecycle, from data ingestion to model training and deployment for real-time inference

AI Grid is a network of small, highly specialized AI communities. The members of AI Grid share their research work within these communities, initiate collaborations and establish fruitful connections for the future. https://lightning.ai/

https://ai-ran.org/

Building Blocks of the NVIDIA AI Aerial Platform: 

1. NVIDIA Aerial CUDA-Accelerated RAN

2. NVIDIA Aerial AI Radio Frameworks

3. NVIDIA Aerial Omniverse Digital Twin

Reference

NVIDIA GTC25: Telecom Special Address

 8 Day Live Online Workshop

AI Bootcamp for Students

Make Your Child Future-Ready with AI

by Timesof Inida

https://www.notion.com/product Documentation

https://www.todoist.com/ To Do List

https://gamma.app/ For presentation 

https://openai.com/index/sora/ Cinematic Video 

https://www.midjourney.com/home Art Grade Visuals for story telling

https://ideogram.ai/t/explore Typography to image. Communicate in style

https://lovable.dev/ No code web apps

https://n8n.io/ Workflow automation tools

Reference: https://economictimes.indiatimes.com/masterclass/ai-for-students

https://www.msn.com/en-in/money/news/chatgpt-to-google-gemini-top-5-ai-tools-to-enhance-productivity-mostly-free/ar-AA1GRlt1

New Language Learning

Want to learn a new language this summer? Explore these expert-led platforms

Mobile app https://youtu.be/jyffkeM9GB0

Regional LLM

Sarvam AI launches Bulbul-v2, its voice model with support for 11 Indian languages

https://asr.iitm.ac.in/models/ 

BharatGen  https://bharatgen.tech/  Bharatgen: First Indigenous Language Ai Model Launched In India News In Hindi - Amar Ujala Hindi News Live - Bharatgen:भारत में लॉन्च हुआ पहला स्वदेशी भाषा Ai मॉडल, 22 भाषाओं में करेगा अनुवाद; दूर होंगी संवाद चुनौतियां 

https://aikosha.indiaai.gov.in/home It looks like huggingface website for India

Models https://aikosha.indiaai.gov.in/home/models/all 

Datasets https://aikosha.indiaai.gov.in/home/datasets/all

https://aikosha.indiaai.gov.in/home/resources?from=resource-detail having some PDF books 

https://aikosha.indiaai.gov.in/home/toolkit having a list of popular AI related tools.

LLM

Inside The Brain Of An LLM: What Makes AI So Powerful?

Landscape

https://landscape.lfai.foundation/

https://landscape.pytorch.org/

Models for coding

1. Qwen2.5 Coder

2. Granite Code

3. CodeGemma

4. Deep Seek Coder V2

5. StarCoder 2

6. Code llama

7. Codestral 

Interviews

Pioneering Innovation in Cloud and AI Transformation Done By Chandrakanth Devarakadra Anantha

Innovation in Machine Learning & Engineering Leadership by Pratik Parekh

Amazing Innovation in Telecom Cloud: The Journey of Jayavelan Jayabalan

Keywords

• CAMARA APIs
• Open GW
• Network API
• NaaS

AI impacts API development

Usecase

1. anti fraud

2. location API : book cab for people not having smart phone

3. voice activated AI transaction. book a cab

4. geo fencing. warn people when other people comes close to them. logistic when truck reaches store, offloading

5. future Quality in demand

Challenges

1. monetizing

2. standardizing

3. presenting to non-telco audience

4. focus on right APIs: There are 15 fraud APIs, customer only wants to know is it fraud or not?

5. scale and coverage: approach operator and help them coming to eco system

6. data privacy and consent: no need for customer to provide consent for each new API. it is bad experience

7. education and certification about API. Let developer make new business models and business case. 

8. telco shall listen to industry need. how to solve challenges using advance connectivity and APIs. demand side focus. 

https://www.youtube.com/watch?v=Rg-TKpBuiPI

Popular APIs

• Messaging
• authentication
• Device location, 
• QoS, 
• fraud prevention, 
• identity verification
• age verification

https://youtu.be/XYAwAEM2QQU

https://cpaasaa.com/post-mwc-aduna-vonage-and-the-future-of-network-apis/

Network API centralizes complexity and distribute simplicity

https://www.youtube.com/watch?v=4C9zrRNoxas

Vonage and Infobip : service aggregation

https://www.youtube.com/watch?v=Jh8iUuNHFYw

Network APIs, allow operators to virtualize parts of their networks and provide tailored data and features to developers

Network API v/s Usecase

1. Verify Location: Navigation, geotagging and location-aware notifications, personalized marketing

2. Device Status: Optimize resource usage based on device health and network condition. Identify issue and proactive customer support

3. SIM Density: Ensure optimal user experience during peak hours, SON

4. SIM swap: Fraud Prevention

5. QoD

6. Device identification, device location, and phone number verification

7. Identity and consent management 

8. OTP validation

https://www.vonage.com/resources/articles/what-is-a-network-api/

Vonage Network Registry 

CSP can find who developer uses

Developer can decide which CSP to choose. 

We are moving from Transactional world to conversational world. 

https://camaraproject.org/resources/

https://camaraproject.org/api-overview/

https://github.com/camaraproject